research article analysis of the seismic performance of...
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Research ArticleAnalysis of the Seismic Performance of Isolated Buildingsaccording to Life-Cycle Cost
Yu Dang12 Jian-ping Han2 and Yong-tao Li2
1Key Laboratory of Concrete and Prestressed Concrete Structure Ministry of Education Nanjing 210096 China2School of Civil Engineering Lanzhou University of Technology Lanzhou Gansu 730050 China
Correspondence should be addressed to Yu Dang 601363791qqcom
Received 19 August 2014 Accepted 19 December 2014
Academic Editor Carlos M Travieso-Gonzalez
Copyright copy 2015 Yu Dang et alThis is an open access article distributed under the Creative Commons Attribution License whichpermits unrestricted use distribution and reproduction in any medium provided the original work is properly cited
This paper proposes an indicator of seismic performance based on life-cycle cost of a building It is expressed as a ratio of lifetimedamage loss to life-cycle cost and determines the seismic performance of isolated buildings Major factors are considered includinguncertainty in hazard demand and structural capacity initial costs and expected loss during earthquakes Thus a high indicatorvalue indicates poor building seismic performance Moreover random vibration analysis is conducted to measure structuralreliability and evaluate the expected loss and life-cycle cost of isolated buildingsThe expected loss of an actual seven-story isolatedhospital building is only 37 of that of a fixed-base building Furthermore the indicator of the structural seismic performance ofthe isolated building is much lower in value than that of the structural seismic performance of the fixed-base building Thereforeisolated buildings are safer and less risky than fixed-base buildings The indicator based on life-cycle cost assists owners andengineers in making investment decisions in consideration of structural design construction and expected loss It also helpsoptimize the balance between building reliability and building investment
1 Introduction
The life-cycle cost of a building is the entire cost over itsexpected life time including initial investment maintenanceand repair costs It also covers loss in occasional cases suchas that incurred during earthquakes The optimum seismicperformance of a building can be considered ldquothe reasonablebalance between the initial investment cost of improvingseismic performance and the prospective loss as a result ofearthquakesrdquo [1] Life-cycle cost can be regarded as an indi-cator of structural seismic performance because the cost ofearthquake damage can be quantified
Many of the following studies determine the optimalseismic design by minimizing life-cycle cost Nathwani et al[2] Pandey and Nathwani [3] and Rackwitz [4] developedoptimal designs simply by minimizing the expected life-cyclecost based on its magnitude of uncertainty Liu et al [5] sug-gested a two-objective optimization procedure to design steelmoment-resisting frame buildings within a performance-based seismic design framework In this procedure the initialmaterial and life time costs of seismic damage are treated
as two separate objectives Lagaros et al [1] adopted thelimit-state cost to compare descriptive and performance-based design procedures Frangopol and Liu [6] reviewed therecent developments in life-cycle maintenance and manage-ment planning for deteriorating civil infrastructures espe-cially bridges Kappos andDimitrakopoulos [7] implementeddecision-making tools namely cost-benefit and life-cyclecost analyses to determine the feasibility of strengtheningreinforced-concrete buildings Pei and van de Lindt [8] alsoproposed a probabilistic framework to estimate long-termearthquake-induced economic loss related to wood-framestructures
Several studies have analyzed the life-cycle cost of isolatedbuildings Lee et al [9] studied the life-cycle cost of astructure with base isolation The results of life-cycle costanalysis indicate that isolators reduced the life-cycle cost byapproximately 16 Moreover Sarkisian et al [10] designed a12-story structure for the Administrative Office of the CourtsLife-cycle cost analysis assisted in informed decision makingand system selection and the final design featured a steel-framed superstructure with an isolation system Chatzidaki
Hindawi Publishing CorporationComputational Intelligence and NeuroscienceVolume 2015 Article ID 495042 7 pageshttpdxdoiorg1011552015495042
2 Computational Intelligence and Neuroscience
[11] optimized the design of and economically evaluated rein-forced-concrete (RC) isolated structures Generally theresearchers have a similar conclusion the life-cycle cost ofisolated buildings is less than that of the fixed-base buildings
In the current study structural seismic performance ismeasured according to indicator-based life-cycle cost Thiscost can synthesize all factors including structural designconstruction and expected loss from earthquakes The indi-cator of an isolated building is analyzed in detail in com-parison with that of a fixed-base building in the followingsections Practical construction complexity important butdifficult to be included in initial cost analysis is taken into dueaccount by a proposed diversity index as another objectivethis approximation data is best used for the preliminarydesign stage and the large pools of alternatives leave to adesign maker much freedom to select the one that best meetshisher goals
2 Indicator-Based Life-Cycle Cost ofStructural Seismic Performance
21 Life-Cycle Cost of Structures The life-cycle cost of astructure may refer either to the design life of a new structureor to the remaining life of an existing or retrofitted structureThis cost can be expressed as a function of time and of thedesign vector [1]
119862tot (119905 119904) = 119862in (119904) + 119890minus120582119905
119862ls (119905 119904) (1)
where 119862tot is the total cost of a structure 119862in is the initial costof a new or retrofitted structure 119862ls is expected loss 119905 is thetime period 119904 is the design vector corresponding to the designloads resistance and material properties that influence theperformance of the structural system and 120582 is the constantannual discount rate and is usually equal to 3 [1]
119862ls can be written as [1]
119862ls (119905 119904) = sum
119895
sum
119894
[119862ls (119861119894) 119875 (119861119894 | 119868)] 119875 (119868119895) (2)
where 119875(119861119894
| 119868) is the conditional probability of failurewhich can be obtained through dynamic reliability analysis119868 is fortification intensity 119875(119868
119895
) is the probability of seismichazard and 119868
119895
denotes the three seismic design levels namelyminor (119868
119904
) moderate (119868119898
) and major earthquakes (119868119897
) Thecumulative distribution function of fortification intensity isa type III extreme value distribution during the design refer-ence period in Mainland China Thus 119875(119868
119904
) 119875(119868119898
) and 119875(119868119897
)
are approximately equal to 70 252 and 45 respectively[12]
119861 represents structural damage and can be divided intofive levels that is none slight moderate severe and col-lapsed These structural damage states are defined by specificquantities Interstory drift can be a reliable limit-state cri-terion according to which expected damage can be deter-mined Thus maximum interstory drift (120579) is considered theresponse parameter that best characterizes structural dam-age The damage index limits of isolated superstructures aresimilar to those of fixed-base buildings however these limitshave not been determined for the isolated layer The damage
Table 1 Damage index limits for RC frames
Damage state None Slight Moderate Severe CollapsedDriftratio
Superstructure 0002 0004 0008 002 005Isolated layer 051 090 128 179 205
states are quantitatively defined in terms of interstory driftgiven that the isolator may be damaged when its shear strainexceeds the acceptable value as shown in Table 1
119862ls corresponds to the limit-state economic and noneco-nomic loss from earthquakes The economic loss consistsof direct and indirect economic loss relief costs and long-term investment Noneconomic loss mainly involves the lossof human life The economic quantification of these lossesdepends on several socioeconomic parameters and the mostdifficult cost to quantify is that which corresponds to theloss of human life This loss can be estimated using variousapproaches that range from purely economic reasoning tomore sensitive concepts that consider human loss to be irre-placeable These cost components are related to RC buildingdamage 119862 is initial building cost 119875 is the total number ofhuman beings in the building and 119886 119890 and 119889 are the ratiosof indirect economic loss relief cost and structural contentrespectively These data are derived from [13] as shown inTable 2Thus119862ls can be determined based on initial cost andbuilding function
22 Indicator of Structural Seismic Performance As with thecoefficient of investment risk the indicator of structural seis-mic performance can be expressed as
120593 = 1 minus119862in (119904)
119862tot (119905 119904)= 1 minus
119862in (119904)
119862in (119904) + 119890minus120582119905119862ls (119905 119904)
=119890minus120582119905
119862ls (119905 119904)
119862tot (119905 119904)
(3)
where 120593 is the indicator of structural seismic performancebased on life-cycle cost It represents the proportion ofexpected damage to life-cycle cost A high 120593 value increasesthe risk of the expected economic loss and indicates the poorseismic performance of a building
3 Conditional Failure Probability ofIsolated Buildings
The calculation of conditional failure probability is key tolife-cycle cost evaluation Thus random dynamic analysis isalso conducted in this study to determine dynamic reliabilityConsequently the conditional failure probability of isolatedbuildings can be calculated
31 Random Dynamic Analysis of Isolated Buildings Thenonlinear behavior of isolated buildings is presented in aBouc-Wen model The equivalent linearization method isapplied and the equations of motion can thus be obtained
MY + CY + KY + Kh120592 = minusMEug
+ CeqY + Keq120592 = 0(4)
Computational Intelligence and Neuroscience 3
Table 2 Limit-state parameters for cost evaluation (10000 yuan)
Damage state None Slight Moderate Severe CollapsedEconomic loss 0 01(1 + 119886 + 119890) times 119862 04(1 + 119886 + 119890) times 119862 [07(1 + 119886 + 119890) + 03119889] times 119862 (1 + 119886 + 119890 + 095119889) times 119862
Noneconomic loss 0 00011 times 119875 00268 times 119875 02050 times 119875 22350 times 119875
where
M =[[[
[
1198981
0 0 0
1198982
1198982
0 0
sdot sdot sdot
119898119899
119898119899
119898119899
119898119899
]]]
]
C =
[[[[[[[
[
1198881
minus1198882
0
1198882
minus1198883
1198883
minus1198884
sdot sdot sdot
119888119899minus1
minus119888119899
0 119888119899
]]]]]]]
]
K =
[[[[[[[
[
1205721
1198961
minus1205722
1198962
0
1205722
1198962
minus1205723
1198963
1205723
1198963
minus1205724
1198964
sdot sdot sdot
120572119899minus1
119896119899minus1
minus120572119899
119896119899
0 120572119899
119896119899
]]]]]]]
]
Kh =
[[[[[[[
[
(1 minus 1205721
) 1198961
minus (1 minus 1205722
) 1198962
0
(1 minus 1205722
) 1198962
minus (1 minus 1205723
) 1198963
(1 minus 1205723
) 1198963
minus (1 minus 1205724
) 1198964
sdot sdot sdot
(1 minus 120572119899minus1
) 119896119899minus1
minus (1 minus 120572119899
) 119896119899
0 (1 minus 120572119899
) 119896119899
]]]]]]]
]
Ceq =[[[
[
119862eq1 0
119862eq2d
0 119862eq119899
]]]
]
Keq =[[[
[
119870eq1 0
119870eq2d
0 119870eq119899
]]]
]
(5)
When the parameters of the Bouc-Wen model are 119860 = 1 119899 =2 then
119862eq119894 = minus1 +2
120587120573119894
1205902
120592119894
[120601 minus1
2sin (2120601) minus 120587
2] + 120574119894
1205902
120592119894
119870eq119894 =4
120587120573119894
120590119909119894120590120592119894 (1 minus 120588
2
119909119894120592119894
)15
+120588119909119894120592119894[120601 minus
1
2sin (2120601) minus 120587
2]
+ 2120574119894
119864 [119894
120592119894
]
120601 = arctg(radic1 minus 120588
2
119909119894120592119894
120588119909119894120592119894
) 120588119909119894119911119894=119864 [119894
120592119894
]
120590119909119894120590120592119894
(6)
whereE = 1 0 sdot sdot sdot 0119879 119888119894
= 2119898119894
120596120577119894
and120596 and 120577119894
are thefundamental frequencies and the damping ratio of a buildingrespectively Consider 120577
119894
= 005Assuming that the ground motion is stationary with
zero mean and that the power spectral density of groundacceleration is expressed as the Kanai-Tajimi spectrum the
4 Computational Intelligence and Neuroscience
pseudoexcitation method can then be used to analyze therandom response of a building
Given pseudoexcitation 119906119892
= radic119878119892(120596)119890119894120596119905 the response
of (4) can be written as
Y = B119890119894120596119905 Y = 119894120596B119890119894120596119905 Y = minus1205962B119890119894120596119905
= B1015840119890119894120596119905(7)
where B is the amplitude vector of the pseudoresponse Con-sider
B = Br + 119894Bi
Br =minusGr
G2r + G2iEradic119878119892(120596) Bi =
GiG2r + G2i
Eradic119878119892(120596)
Gr = Mminus1K minus 1205962I + 120596Mminus1KhTiCeq
Gi = 120596Mminus1C minus 120596Mminus1KhTrCeq
(8)
where Ti and Tr are the diagonal matrices The respectivediagonal elements are then obtained by
119879119894119895=
minus120596
1198702
eq119895 + 1205962
119879119903119895=
119870eq119895
1198702
eq119895 + 1205962
119895 = 1 2 119899
B1015840 = (120596Ti minus 119894120596Tr)CeqB
(9)
If a set of 120596 can be generated then the pseudoresponsecan be determined Finally the power spectral density of theresponse is written as
119878
119884
(120596) =Ylowast
sdotY119879
119878120592
(120596) = lowast
sdot 119879
119878
119884120592
(120596) =Ylowast
sdot 119879
(10)
If the input is a stationary process with zero mean thenthe response is a stationary process with zero mean as wellThus
120583119910
= 0 1205902
119910
= 119864 [ 1199102
] = int
+infin
minusinfin
119878
119884
(120596) 119889120596
120583120592
= 0 1205902
120592
= 119864 [1205922
] = int
+infin
minusinfin
119878120592
(120596) 119889120596
119864 [ 119910120592] = int
+infin
minusinfin
119878
119884120592
(120596) 119889120596
(11)
The power spectral density of the structural responseis computed using (4)sim(11) Iteration may be required toproduce a solution We therefore obtain the mean squarevalue of the displacement in each layer with
1205902
119910
= 119864 [1199102
] = int
+infin
minusinfin
119878119884
(120596) 119889120596 (12)
Themean variance and coefficient variation of themaxi-mum interstory drift may be calculated using
120583120579119898119894
=120583119910119898119894
ℎ119894
120590120579119898119894
=120590119910119898119894
ℎ119894
120575120579119898119894
=120590119910119898119894
120583119910119898119894
(13)
where ℎ119894
is the height of each story and 120583119910119898119894
and 120590119910119898119894
are themean and variance of the maximum displacement in eachstory respectively 120583
119910119898119894and 120590
119910119898119894can be written as [14]
120583119910119898119894
= 119901119894
120590119910119894 120590
119910119898119894= 119891119894
120590119910119894 (14)
119901119894
and119891119894
are the factors of maximum earthquake accelerationand are expressed as
119901119894
= radic2 ln (]119894
120591) +05772
radic2 ln (]119894
120591)
119891119894
=120587
radic12 ln (]119894
120591)
(15)
]119894
is the zero rate of earthquake response ]119894
= 120590119910119894120587120590119910119894 120591 is
the characteristic value of earthquake groundmotion 120591 = 55
for hard soil [12]
32 Conditional Probability of Failure in Isolated BuildingsThe limit-state equation of isolated buildings can be ex-pressed as
119885 = 120579 minus 120579119898
= 0 (16)
The conditional failure probability is computed by
119875119891
= 119875 (119885 lt 0) = 119875 (120579 lt 120579119898
| 119868 = 1198680
120591) = 1 minus Φ (120573) (17)
where 1198680
and 120573120579119894
are the seismic fortification intensity and thereliability of the structure respectively The seismic responseof the structuremeets log-normal distribution if the structureis an RC frame As per the JC method 120573
120579119894
is written as
120573120579119894
=
ln [120583120579119894radic1 + 120575
2
120579119898119894
120583120579119898119894radic1 + 120575
2
120579119894
]
radicln (1 + 1205752120579119894
) (1 + 1205752
120579119898119894
)
(18)
where 120583120579119894is the mean value of the seismic isolation layer and
120583120579119894= 120579119894
and 120575120579119894is the variation coefficient of the maximum
interstory drift ratio 1205751205790
= 035 for the isolation layer and120575120579119894= 03642 for the 119894th story 120583
120579119898119894and 120575
120579119898119894can be computed
with (13)An isolated building fails if any floor fails therefore the
reliability of this building can be determined using
120573 =
119899
prod
119894=1
120573120579119894
(19)
4 Numerical Example and Analysis
The structural seismic performance of isolated buildings iscompared with that of fixed-base buildings by taking theisolated building as a numerical example
Computational Intelligence and Neuroscience 5
Table 3 Structural parameters of the numerical example
119896 (kNm) 120573 120574 Mass (103 kg) ℎ (m)Isolation Fixed-base Isolation Fixed-base Isolation Fixed-base
Isolation layer 1513071 mdash 05 mdash 05 mdash 21429 031 1390000 1946000 3729 3729 minus1243 minus1243 20464 422 1470000 2058000 5302 5302 minus1767 minus1767 19572 333 1370000 1918000 6848 6848 minus2283 minus2283 18388 334 1290000 1806000 8237 8237 minus2746 minus2746 14887 335 1070000 1498000 11191 11191 minus3730 minus3730 8788 336 1660000 2324000 93468 93468 minus31156 minus31156 4354 157 204000 285600 30632 30632 minus10211 minus10211 1354 3
Table 4 Economic and noneconomic losses in different damage states (10000 yuan)
Damage state None Slight Moderate Severe CollapsedEconomic loss 0 0106 times 119862 0424 times 119862 1192 times 119862 2485 times 119862
Noneconomic loss 0 308 7504 574 6258
41 Numerical Example Aseven-story hospital buildingwitha reinforced-concrete frame is designed for Gulang ChinaThe following design parameters are applied seismic pre-cautionary intensity 9 basic acceleration of ground motion040 g site class II and total building area of 778951m2 Table3 shows the other parameters for both isolated and fixed-base buildings In addition the parameters of the Bouc-Wenmodel for a superstructure are as follows
119860119894
= 1 119899119894
= 2 120572119894
= 002 (20)
The parameter of the Bouc-Wen model for an isolatedlayer is
120572 = 01 (21)
42 Seismic Performance of Isolated Buildings Based onLife-Cycle Cost
421 Initial Costs The initial cost of the isolated buildingis 13278 million yuan Specifically the isolators cost 810000yuan This initial cost is higher than that of a fixed-basebuilding because the seismic measures of the superstructurehospital building are strengthened by the requirements ofChinese seismic design provisions The initial cost of a fixed-base building is reduced by 1 of that of an isolated buildingthat is 13145 million yuan as per the statistical data [13]
422 Expected Loss from Earthquakes The building housesapproximately 2800 people Table 4 depicts the economiclosses and the casualties under different situations accordingto the analysis above 119862 is the initial cost of the structure
When the precautionary seismic intensity of the buildingis grade 9 the peak accelerations of the different earthquakelevels that is minor moderate and strong earthquakes are14 40 and 62mS2 respectively Table 5 displays the condi-tional probability of failures in the isolated and the fixed-basebuildings at various earthquake-risk levels
Assuming that the lifetime of the building is 50 yearsthe probabilities of exceeding this lifetime are 70 252and 45 given the varied earthquake levels Table 6 exhibitsthe expected loss at these levels The total expected loss isexpressed as the sum of the losses at the different risk levelsthus
the expected loss of the isolated building 119862ls = 0 +
31471 + 20059 = 51530 (10000 yuan)the expected loss of the fixed-base building 119862ls =
10946 + 23534 + 105069 = 139549 (10000 yuan)
423 Life-Cycle Costs Life-cycle cost is the sum of the initialcost and the expected loss Given the discounted factor overtime 119905 = 50 and annual constant discount rate 120582 = 003 then
the life-cycle cost of the isolation building is 119862tot =
13278 + 26436119890minus003times50
= 13337 (10000 yuan)the life-cycle cost of the fixed-base building is 119862tot =
13145 + 139549119890minus003times50
= 13456 (10000 yuan)
424 Indicator of Structural Seismic Performance By sub-stituting the initial and the life-cycle costs into (3) we candetermine the seismic performance of the isolated and thefixed-base buildings
Isolated building
120593 = 1 minus119862in (119904)
119862tot (119905 119904)= 1 minus
13278
13337= 00044 (22)
Fixed-base building
120593 = 1 minus119862in (119904)
119862tot (119905 119904)= 1 minus
13145
13456= 00231 (23)
The indicator of the structural seismic performance of theisolated building ismuch lower in value than that of the struc-tural seismic performance of the fixed-base building There-fore isolated buildings are safer and less risky than fixed-basebuildings
6 Computational Intelligence and Neuroscience
Table 5 Conditional probability of failure
119861119894
Minor earthquake Moderate earthquake Strong earthquakeSeismic isolation Not isolated Seismic isolation Not isolated Seismic isolation Not isolated
None 00489 00015 02710 1 04643 1Slight 0 01098 08683 03427 09965 1Moderate 0 0 0 00705 04740 1Severe 0 0 0 0 0 07287Collapsed 0 0 0 0 0 0
Table 6 Lifetime losses from damage in isolated and fixed-base buildings (10000 yuan)
119861119894
Minor earthquake Moderate earthquake Major earthquakeSeismic isolation Not isolated Seismic isolation Seismic isolation Not isolated Seismic isolation
None 0000 0000 0000 0000 0000 0000Slight 0000 10946 31471 12299 6450 6409Moderate 0000 0000 0000 11235 13609 28457Severe 0000 0000 0000 0000 0000 70203Collapsed 0000 0000 0000 0000 0000 0000Total 0000 10946 31471 23534 20059 105069
5 Conclusion
This paper proposes an indicator of structural seismic per-formance based on life-cycle cost The indicator is expressedas a ratio of lifetime damage loss to life-cycle cost Thusmajor factors are considered including the uncertainty inhazard demand and structural capacity nonlinear structuralresponse behavior balance of costs and loss from earth-quakes Therefore a high indicator value indicates the poorseismic performance of a building We take an actual seven-story isolated hospital building during an earthquake atGulang Gansu China as an example and conduct a randomvibration analysis to determine the dynamic reliability andconditional failure probability By substituting the dynamicreliability of the building we evaluate the expected loss andlife-cycle cost of the isolated building The study conclusionscan be summarized as follows
(1) The initial costs in the isolated case are higher by 1than those in the corresponding fixed-base case Thesample building is a hospital thus the superstructureseismic measures are strengthened by the require-ments of Chinese seismic design provisions
(2) Base isolation reduces conditional failure probabilitytherefore the expected loss of the isolated building isonly 37 of that of the fixed-base building Moreoverthe life-cycle cost of the isolated building decreases tonearly 1 of that of the fixed-base building The baseisolation reduces earthquake response and protectsagainst such calamities Hence the isolated buildingeffectively withstands future earthquakes
(3) The optimum design balances building reliability andbuilding investment The indicator based on life-cycle cost assists owners and engineers in makinginvestment decisions in consideration of structuraldesign construction and expected loss
Conflict of Interests
The authors declare that there is no conflict of interestsregarding the publication of this paper
Acknowledgments
This project was funded by the National Natural ScienceFoundation of China (Grant no 61262016) the NationalNatural Science Foundation of China (Grant no 51368039)and the Open Grant of the Key Laboratory of Concrete andPrestressed Concrete Structure Ministry of Education
References
[1] N D Lagaros A D Fotis and S A Krikos ldquoAssessment ofseismic design procedures based on the total costrdquo EarthquakeEngineering and Structural Dynamics vol 35 no 11 pp 1381ndash1401 2006
[2] J S Nathwani N C Lind and M D Pandey Affordable Safetyby Choice The Life Quality Method Institute for Risk ResearchUniversity of Waterloo Waterloo Canada 1997
[3] M D Pandey and J S Nathwani ldquoLife quality index for the esti-mation of societal willingness-to-pay for safetyrdquo StructuralSafety vol 26 no 2 pp 181ndash199 2004
[4] R Rackwitz ldquoOptimizationmdashthe basis of code-making andreliability verificationrdquo Structural Safety vol 22 no 1 pp 27ndash60 2000
[5] M Liu Y K Wen and S A Burns ldquoLife cycle cost orientedseismic design optimization of steel moment frame structureswith risk-taking preferencerdquo Engineering Structures vol 26 no10 pp 1407ndash1421 2004
[6] D M Frangopol and M Liu ldquoMaintenance and managementof civil infrastructure based on condition safety optimizationand life-cycle costrdquo Structure and Infrastructure Engineeringvol 3 no 1 pp 29ndash41 2007
Computational Intelligence and Neuroscience 7
[7] A J Kappos and E G Dimitrakopoulos ldquoFeasibility of pre-earthquake strengthening of buildings based on cost-benefitand life-cycle cost analysis with the aid of fragility curvesrdquoNatural Hazards vol 45 no 1 pp 33ndash54 2008
[8] S Pei and J W van de Lindt ldquoMethodology for earthquake-induced loss estimation an application to woodframe build-ingsrdquo Structural Safety vol 31 no 1 pp 31ndash42 2009
[9] C S Lee K Goda and H P Hong ldquoCost-effectiveness of tunedmass damper and base isolationrdquo in Proceedings of the 14thWorld Conference on Earthquake Engineering Beijing China2008
[10] M Sarkisian P Lee L Hu and C Doo ldquoEnhanced seismicdesign of the New San Bernardino Courtrdquo in Proceedings of theStructures Congress (ASCE rsquo11) pp 994ndash1006 April 2011
[11] F Chatzidaki Optimum design of base isolated RC structures[Postgraduate diploma thesis] National Technical University ofAthens Athens Greece 2013
[12] Code for Seismic Design of Buildings GB 50010-2010 2010[13] E M Lapointe An Investigation of the Principles and Practices
of Seismic Isolation in Bridge Structures Massachusetts Instituteof Technology 2004
[14] F Naeim The Seismic Design Handbook Kluwer AcademicBoston Mass USA 2nd edition 2001
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2 Computational Intelligence and Neuroscience
[11] optimized the design of and economically evaluated rein-forced-concrete (RC) isolated structures Generally theresearchers have a similar conclusion the life-cycle cost ofisolated buildings is less than that of the fixed-base buildings
In the current study structural seismic performance ismeasured according to indicator-based life-cycle cost Thiscost can synthesize all factors including structural designconstruction and expected loss from earthquakes The indi-cator of an isolated building is analyzed in detail in com-parison with that of a fixed-base building in the followingsections Practical construction complexity important butdifficult to be included in initial cost analysis is taken into dueaccount by a proposed diversity index as another objectivethis approximation data is best used for the preliminarydesign stage and the large pools of alternatives leave to adesign maker much freedom to select the one that best meetshisher goals
2 Indicator-Based Life-Cycle Cost ofStructural Seismic Performance
21 Life-Cycle Cost of Structures The life-cycle cost of astructure may refer either to the design life of a new structureor to the remaining life of an existing or retrofitted structureThis cost can be expressed as a function of time and of thedesign vector [1]
119862tot (119905 119904) = 119862in (119904) + 119890minus120582119905
119862ls (119905 119904) (1)
where 119862tot is the total cost of a structure 119862in is the initial costof a new or retrofitted structure 119862ls is expected loss 119905 is thetime period 119904 is the design vector corresponding to the designloads resistance and material properties that influence theperformance of the structural system and 120582 is the constantannual discount rate and is usually equal to 3 [1]
119862ls can be written as [1]
119862ls (119905 119904) = sum
119895
sum
119894
[119862ls (119861119894) 119875 (119861119894 | 119868)] 119875 (119868119895) (2)
where 119875(119861119894
| 119868) is the conditional probability of failurewhich can be obtained through dynamic reliability analysis119868 is fortification intensity 119875(119868
119895
) is the probability of seismichazard and 119868
119895
denotes the three seismic design levels namelyminor (119868
119904
) moderate (119868119898
) and major earthquakes (119868119897
) Thecumulative distribution function of fortification intensity isa type III extreme value distribution during the design refer-ence period in Mainland China Thus 119875(119868
119904
) 119875(119868119898
) and 119875(119868119897
)
are approximately equal to 70 252 and 45 respectively[12]
119861 represents structural damage and can be divided intofive levels that is none slight moderate severe and col-lapsed These structural damage states are defined by specificquantities Interstory drift can be a reliable limit-state cri-terion according to which expected damage can be deter-mined Thus maximum interstory drift (120579) is considered theresponse parameter that best characterizes structural dam-age The damage index limits of isolated superstructures aresimilar to those of fixed-base buildings however these limitshave not been determined for the isolated layer The damage
Table 1 Damage index limits for RC frames
Damage state None Slight Moderate Severe CollapsedDriftratio
Superstructure 0002 0004 0008 002 005Isolated layer 051 090 128 179 205
states are quantitatively defined in terms of interstory driftgiven that the isolator may be damaged when its shear strainexceeds the acceptable value as shown in Table 1
119862ls corresponds to the limit-state economic and noneco-nomic loss from earthquakes The economic loss consistsof direct and indirect economic loss relief costs and long-term investment Noneconomic loss mainly involves the lossof human life The economic quantification of these lossesdepends on several socioeconomic parameters and the mostdifficult cost to quantify is that which corresponds to theloss of human life This loss can be estimated using variousapproaches that range from purely economic reasoning tomore sensitive concepts that consider human loss to be irre-placeable These cost components are related to RC buildingdamage 119862 is initial building cost 119875 is the total number ofhuman beings in the building and 119886 119890 and 119889 are the ratiosof indirect economic loss relief cost and structural contentrespectively These data are derived from [13] as shown inTable 2Thus119862ls can be determined based on initial cost andbuilding function
22 Indicator of Structural Seismic Performance As with thecoefficient of investment risk the indicator of structural seis-mic performance can be expressed as
120593 = 1 minus119862in (119904)
119862tot (119905 119904)= 1 minus
119862in (119904)
119862in (119904) + 119890minus120582119905119862ls (119905 119904)
=119890minus120582119905
119862ls (119905 119904)
119862tot (119905 119904)
(3)
where 120593 is the indicator of structural seismic performancebased on life-cycle cost It represents the proportion ofexpected damage to life-cycle cost A high 120593 value increasesthe risk of the expected economic loss and indicates the poorseismic performance of a building
3 Conditional Failure Probability ofIsolated Buildings
The calculation of conditional failure probability is key tolife-cycle cost evaluation Thus random dynamic analysis isalso conducted in this study to determine dynamic reliabilityConsequently the conditional failure probability of isolatedbuildings can be calculated
31 Random Dynamic Analysis of Isolated Buildings Thenonlinear behavior of isolated buildings is presented in aBouc-Wen model The equivalent linearization method isapplied and the equations of motion can thus be obtained
MY + CY + KY + Kh120592 = minusMEug
+ CeqY + Keq120592 = 0(4)
Computational Intelligence and Neuroscience 3
Table 2 Limit-state parameters for cost evaluation (10000 yuan)
Damage state None Slight Moderate Severe CollapsedEconomic loss 0 01(1 + 119886 + 119890) times 119862 04(1 + 119886 + 119890) times 119862 [07(1 + 119886 + 119890) + 03119889] times 119862 (1 + 119886 + 119890 + 095119889) times 119862
Noneconomic loss 0 00011 times 119875 00268 times 119875 02050 times 119875 22350 times 119875
where
M =[[[
[
1198981
0 0 0
1198982
1198982
0 0
sdot sdot sdot
119898119899
119898119899
119898119899
119898119899
]]]
]
C =
[[[[[[[
[
1198881
minus1198882
0
1198882
minus1198883
1198883
minus1198884
sdot sdot sdot
119888119899minus1
minus119888119899
0 119888119899
]]]]]]]
]
K =
[[[[[[[
[
1205721
1198961
minus1205722
1198962
0
1205722
1198962
minus1205723
1198963
1205723
1198963
minus1205724
1198964
sdot sdot sdot
120572119899minus1
119896119899minus1
minus120572119899
119896119899
0 120572119899
119896119899
]]]]]]]
]
Kh =
[[[[[[[
[
(1 minus 1205721
) 1198961
minus (1 minus 1205722
) 1198962
0
(1 minus 1205722
) 1198962
minus (1 minus 1205723
) 1198963
(1 minus 1205723
) 1198963
minus (1 minus 1205724
) 1198964
sdot sdot sdot
(1 minus 120572119899minus1
) 119896119899minus1
minus (1 minus 120572119899
) 119896119899
0 (1 minus 120572119899
) 119896119899
]]]]]]]
]
Ceq =[[[
[
119862eq1 0
119862eq2d
0 119862eq119899
]]]
]
Keq =[[[
[
119870eq1 0
119870eq2d
0 119870eq119899
]]]
]
(5)
When the parameters of the Bouc-Wen model are 119860 = 1 119899 =2 then
119862eq119894 = minus1 +2
120587120573119894
1205902
120592119894
[120601 minus1
2sin (2120601) minus 120587
2] + 120574119894
1205902
120592119894
119870eq119894 =4
120587120573119894
120590119909119894120590120592119894 (1 minus 120588
2
119909119894120592119894
)15
+120588119909119894120592119894[120601 minus
1
2sin (2120601) minus 120587
2]
+ 2120574119894
119864 [119894
120592119894
]
120601 = arctg(radic1 minus 120588
2
119909119894120592119894
120588119909119894120592119894
) 120588119909119894119911119894=119864 [119894
120592119894
]
120590119909119894120590120592119894
(6)
whereE = 1 0 sdot sdot sdot 0119879 119888119894
= 2119898119894
120596120577119894
and120596 and 120577119894
are thefundamental frequencies and the damping ratio of a buildingrespectively Consider 120577
119894
= 005Assuming that the ground motion is stationary with
zero mean and that the power spectral density of groundacceleration is expressed as the Kanai-Tajimi spectrum the
4 Computational Intelligence and Neuroscience
pseudoexcitation method can then be used to analyze therandom response of a building
Given pseudoexcitation 119906119892
= radic119878119892(120596)119890119894120596119905 the response
of (4) can be written as
Y = B119890119894120596119905 Y = 119894120596B119890119894120596119905 Y = minus1205962B119890119894120596119905
= B1015840119890119894120596119905(7)
where B is the amplitude vector of the pseudoresponse Con-sider
B = Br + 119894Bi
Br =minusGr
G2r + G2iEradic119878119892(120596) Bi =
GiG2r + G2i
Eradic119878119892(120596)
Gr = Mminus1K minus 1205962I + 120596Mminus1KhTiCeq
Gi = 120596Mminus1C minus 120596Mminus1KhTrCeq
(8)
where Ti and Tr are the diagonal matrices The respectivediagonal elements are then obtained by
119879119894119895=
minus120596
1198702
eq119895 + 1205962
119879119903119895=
119870eq119895
1198702
eq119895 + 1205962
119895 = 1 2 119899
B1015840 = (120596Ti minus 119894120596Tr)CeqB
(9)
If a set of 120596 can be generated then the pseudoresponsecan be determined Finally the power spectral density of theresponse is written as
119878
119884
(120596) =Ylowast
sdotY119879
119878120592
(120596) = lowast
sdot 119879
119878
119884120592
(120596) =Ylowast
sdot 119879
(10)
If the input is a stationary process with zero mean thenthe response is a stationary process with zero mean as wellThus
120583119910
= 0 1205902
119910
= 119864 [ 1199102
] = int
+infin
minusinfin
119878
119884
(120596) 119889120596
120583120592
= 0 1205902
120592
= 119864 [1205922
] = int
+infin
minusinfin
119878120592
(120596) 119889120596
119864 [ 119910120592] = int
+infin
minusinfin
119878
119884120592
(120596) 119889120596
(11)
The power spectral density of the structural responseis computed using (4)sim(11) Iteration may be required toproduce a solution We therefore obtain the mean squarevalue of the displacement in each layer with
1205902
119910
= 119864 [1199102
] = int
+infin
minusinfin
119878119884
(120596) 119889120596 (12)
Themean variance and coefficient variation of themaxi-mum interstory drift may be calculated using
120583120579119898119894
=120583119910119898119894
ℎ119894
120590120579119898119894
=120590119910119898119894
ℎ119894
120575120579119898119894
=120590119910119898119894
120583119910119898119894
(13)
where ℎ119894
is the height of each story and 120583119910119898119894
and 120590119910119898119894
are themean and variance of the maximum displacement in eachstory respectively 120583
119910119898119894and 120590
119910119898119894can be written as [14]
120583119910119898119894
= 119901119894
120590119910119894 120590
119910119898119894= 119891119894
120590119910119894 (14)
119901119894
and119891119894
are the factors of maximum earthquake accelerationand are expressed as
119901119894
= radic2 ln (]119894
120591) +05772
radic2 ln (]119894
120591)
119891119894
=120587
radic12 ln (]119894
120591)
(15)
]119894
is the zero rate of earthquake response ]119894
= 120590119910119894120587120590119910119894 120591 is
the characteristic value of earthquake groundmotion 120591 = 55
for hard soil [12]
32 Conditional Probability of Failure in Isolated BuildingsThe limit-state equation of isolated buildings can be ex-pressed as
119885 = 120579 minus 120579119898
= 0 (16)
The conditional failure probability is computed by
119875119891
= 119875 (119885 lt 0) = 119875 (120579 lt 120579119898
| 119868 = 1198680
120591) = 1 minus Φ (120573) (17)
where 1198680
and 120573120579119894
are the seismic fortification intensity and thereliability of the structure respectively The seismic responseof the structuremeets log-normal distribution if the structureis an RC frame As per the JC method 120573
120579119894
is written as
120573120579119894
=
ln [120583120579119894radic1 + 120575
2
120579119898119894
120583120579119898119894radic1 + 120575
2
120579119894
]
radicln (1 + 1205752120579119894
) (1 + 1205752
120579119898119894
)
(18)
where 120583120579119894is the mean value of the seismic isolation layer and
120583120579119894= 120579119894
and 120575120579119894is the variation coefficient of the maximum
interstory drift ratio 1205751205790
= 035 for the isolation layer and120575120579119894= 03642 for the 119894th story 120583
120579119898119894and 120575
120579119898119894can be computed
with (13)An isolated building fails if any floor fails therefore the
reliability of this building can be determined using
120573 =
119899
prod
119894=1
120573120579119894
(19)
4 Numerical Example and Analysis
The structural seismic performance of isolated buildings iscompared with that of fixed-base buildings by taking theisolated building as a numerical example
Computational Intelligence and Neuroscience 5
Table 3 Structural parameters of the numerical example
119896 (kNm) 120573 120574 Mass (103 kg) ℎ (m)Isolation Fixed-base Isolation Fixed-base Isolation Fixed-base
Isolation layer 1513071 mdash 05 mdash 05 mdash 21429 031 1390000 1946000 3729 3729 minus1243 minus1243 20464 422 1470000 2058000 5302 5302 minus1767 minus1767 19572 333 1370000 1918000 6848 6848 minus2283 minus2283 18388 334 1290000 1806000 8237 8237 minus2746 minus2746 14887 335 1070000 1498000 11191 11191 minus3730 minus3730 8788 336 1660000 2324000 93468 93468 minus31156 minus31156 4354 157 204000 285600 30632 30632 minus10211 minus10211 1354 3
Table 4 Economic and noneconomic losses in different damage states (10000 yuan)
Damage state None Slight Moderate Severe CollapsedEconomic loss 0 0106 times 119862 0424 times 119862 1192 times 119862 2485 times 119862
Noneconomic loss 0 308 7504 574 6258
41 Numerical Example Aseven-story hospital buildingwitha reinforced-concrete frame is designed for Gulang ChinaThe following design parameters are applied seismic pre-cautionary intensity 9 basic acceleration of ground motion040 g site class II and total building area of 778951m2 Table3 shows the other parameters for both isolated and fixed-base buildings In addition the parameters of the Bouc-Wenmodel for a superstructure are as follows
119860119894
= 1 119899119894
= 2 120572119894
= 002 (20)
The parameter of the Bouc-Wen model for an isolatedlayer is
120572 = 01 (21)
42 Seismic Performance of Isolated Buildings Based onLife-Cycle Cost
421 Initial Costs The initial cost of the isolated buildingis 13278 million yuan Specifically the isolators cost 810000yuan This initial cost is higher than that of a fixed-basebuilding because the seismic measures of the superstructurehospital building are strengthened by the requirements ofChinese seismic design provisions The initial cost of a fixed-base building is reduced by 1 of that of an isolated buildingthat is 13145 million yuan as per the statistical data [13]
422 Expected Loss from Earthquakes The building housesapproximately 2800 people Table 4 depicts the economiclosses and the casualties under different situations accordingto the analysis above 119862 is the initial cost of the structure
When the precautionary seismic intensity of the buildingis grade 9 the peak accelerations of the different earthquakelevels that is minor moderate and strong earthquakes are14 40 and 62mS2 respectively Table 5 displays the condi-tional probability of failures in the isolated and the fixed-basebuildings at various earthquake-risk levels
Assuming that the lifetime of the building is 50 yearsthe probabilities of exceeding this lifetime are 70 252and 45 given the varied earthquake levels Table 6 exhibitsthe expected loss at these levels The total expected loss isexpressed as the sum of the losses at the different risk levelsthus
the expected loss of the isolated building 119862ls = 0 +
31471 + 20059 = 51530 (10000 yuan)the expected loss of the fixed-base building 119862ls =
10946 + 23534 + 105069 = 139549 (10000 yuan)
423 Life-Cycle Costs Life-cycle cost is the sum of the initialcost and the expected loss Given the discounted factor overtime 119905 = 50 and annual constant discount rate 120582 = 003 then
the life-cycle cost of the isolation building is 119862tot =
13278 + 26436119890minus003times50
= 13337 (10000 yuan)the life-cycle cost of the fixed-base building is 119862tot =
13145 + 139549119890minus003times50
= 13456 (10000 yuan)
424 Indicator of Structural Seismic Performance By sub-stituting the initial and the life-cycle costs into (3) we candetermine the seismic performance of the isolated and thefixed-base buildings
Isolated building
120593 = 1 minus119862in (119904)
119862tot (119905 119904)= 1 minus
13278
13337= 00044 (22)
Fixed-base building
120593 = 1 minus119862in (119904)
119862tot (119905 119904)= 1 minus
13145
13456= 00231 (23)
The indicator of the structural seismic performance of theisolated building ismuch lower in value than that of the struc-tural seismic performance of the fixed-base building There-fore isolated buildings are safer and less risky than fixed-basebuildings
6 Computational Intelligence and Neuroscience
Table 5 Conditional probability of failure
119861119894
Minor earthquake Moderate earthquake Strong earthquakeSeismic isolation Not isolated Seismic isolation Not isolated Seismic isolation Not isolated
None 00489 00015 02710 1 04643 1Slight 0 01098 08683 03427 09965 1Moderate 0 0 0 00705 04740 1Severe 0 0 0 0 0 07287Collapsed 0 0 0 0 0 0
Table 6 Lifetime losses from damage in isolated and fixed-base buildings (10000 yuan)
119861119894
Minor earthquake Moderate earthquake Major earthquakeSeismic isolation Not isolated Seismic isolation Seismic isolation Not isolated Seismic isolation
None 0000 0000 0000 0000 0000 0000Slight 0000 10946 31471 12299 6450 6409Moderate 0000 0000 0000 11235 13609 28457Severe 0000 0000 0000 0000 0000 70203Collapsed 0000 0000 0000 0000 0000 0000Total 0000 10946 31471 23534 20059 105069
5 Conclusion
This paper proposes an indicator of structural seismic per-formance based on life-cycle cost The indicator is expressedas a ratio of lifetime damage loss to life-cycle cost Thusmajor factors are considered including the uncertainty inhazard demand and structural capacity nonlinear structuralresponse behavior balance of costs and loss from earth-quakes Therefore a high indicator value indicates the poorseismic performance of a building We take an actual seven-story isolated hospital building during an earthquake atGulang Gansu China as an example and conduct a randomvibration analysis to determine the dynamic reliability andconditional failure probability By substituting the dynamicreliability of the building we evaluate the expected loss andlife-cycle cost of the isolated building The study conclusionscan be summarized as follows
(1) The initial costs in the isolated case are higher by 1than those in the corresponding fixed-base case Thesample building is a hospital thus the superstructureseismic measures are strengthened by the require-ments of Chinese seismic design provisions
(2) Base isolation reduces conditional failure probabilitytherefore the expected loss of the isolated building isonly 37 of that of the fixed-base building Moreoverthe life-cycle cost of the isolated building decreases tonearly 1 of that of the fixed-base building The baseisolation reduces earthquake response and protectsagainst such calamities Hence the isolated buildingeffectively withstands future earthquakes
(3) The optimum design balances building reliability andbuilding investment The indicator based on life-cycle cost assists owners and engineers in makinginvestment decisions in consideration of structuraldesign construction and expected loss
Conflict of Interests
The authors declare that there is no conflict of interestsregarding the publication of this paper
Acknowledgments
This project was funded by the National Natural ScienceFoundation of China (Grant no 61262016) the NationalNatural Science Foundation of China (Grant no 51368039)and the Open Grant of the Key Laboratory of Concrete andPrestressed Concrete Structure Ministry of Education
References
[1] N D Lagaros A D Fotis and S A Krikos ldquoAssessment ofseismic design procedures based on the total costrdquo EarthquakeEngineering and Structural Dynamics vol 35 no 11 pp 1381ndash1401 2006
[2] J S Nathwani N C Lind and M D Pandey Affordable Safetyby Choice The Life Quality Method Institute for Risk ResearchUniversity of Waterloo Waterloo Canada 1997
[3] M D Pandey and J S Nathwani ldquoLife quality index for the esti-mation of societal willingness-to-pay for safetyrdquo StructuralSafety vol 26 no 2 pp 181ndash199 2004
[4] R Rackwitz ldquoOptimizationmdashthe basis of code-making andreliability verificationrdquo Structural Safety vol 22 no 1 pp 27ndash60 2000
[5] M Liu Y K Wen and S A Burns ldquoLife cycle cost orientedseismic design optimization of steel moment frame structureswith risk-taking preferencerdquo Engineering Structures vol 26 no10 pp 1407ndash1421 2004
[6] D M Frangopol and M Liu ldquoMaintenance and managementof civil infrastructure based on condition safety optimizationand life-cycle costrdquo Structure and Infrastructure Engineeringvol 3 no 1 pp 29ndash41 2007
Computational Intelligence and Neuroscience 7
[7] A J Kappos and E G Dimitrakopoulos ldquoFeasibility of pre-earthquake strengthening of buildings based on cost-benefitand life-cycle cost analysis with the aid of fragility curvesrdquoNatural Hazards vol 45 no 1 pp 33ndash54 2008
[8] S Pei and J W van de Lindt ldquoMethodology for earthquake-induced loss estimation an application to woodframe build-ingsrdquo Structural Safety vol 31 no 1 pp 31ndash42 2009
[9] C S Lee K Goda and H P Hong ldquoCost-effectiveness of tunedmass damper and base isolationrdquo in Proceedings of the 14thWorld Conference on Earthquake Engineering Beijing China2008
[10] M Sarkisian P Lee L Hu and C Doo ldquoEnhanced seismicdesign of the New San Bernardino Courtrdquo in Proceedings of theStructures Congress (ASCE rsquo11) pp 994ndash1006 April 2011
[11] F Chatzidaki Optimum design of base isolated RC structures[Postgraduate diploma thesis] National Technical University ofAthens Athens Greece 2013
[12] Code for Seismic Design of Buildings GB 50010-2010 2010[13] E M Lapointe An Investigation of the Principles and Practices
of Seismic Isolation in Bridge Structures Massachusetts Instituteof Technology 2004
[14] F Naeim The Seismic Design Handbook Kluwer AcademicBoston Mass USA 2nd edition 2001
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Computational Intelligence and Neuroscience 3
Table 2 Limit-state parameters for cost evaluation (10000 yuan)
Damage state None Slight Moderate Severe CollapsedEconomic loss 0 01(1 + 119886 + 119890) times 119862 04(1 + 119886 + 119890) times 119862 [07(1 + 119886 + 119890) + 03119889] times 119862 (1 + 119886 + 119890 + 095119889) times 119862
Noneconomic loss 0 00011 times 119875 00268 times 119875 02050 times 119875 22350 times 119875
where
M =[[[
[
1198981
0 0 0
1198982
1198982
0 0
sdot sdot sdot
119898119899
119898119899
119898119899
119898119899
]]]
]
C =
[[[[[[[
[
1198881
minus1198882
0
1198882
minus1198883
1198883
minus1198884
sdot sdot sdot
119888119899minus1
minus119888119899
0 119888119899
]]]]]]]
]
K =
[[[[[[[
[
1205721
1198961
minus1205722
1198962
0
1205722
1198962
minus1205723
1198963
1205723
1198963
minus1205724
1198964
sdot sdot sdot
120572119899minus1
119896119899minus1
minus120572119899
119896119899
0 120572119899
119896119899
]]]]]]]
]
Kh =
[[[[[[[
[
(1 minus 1205721
) 1198961
minus (1 minus 1205722
) 1198962
0
(1 minus 1205722
) 1198962
minus (1 minus 1205723
) 1198963
(1 minus 1205723
) 1198963
minus (1 minus 1205724
) 1198964
sdot sdot sdot
(1 minus 120572119899minus1
) 119896119899minus1
minus (1 minus 120572119899
) 119896119899
0 (1 minus 120572119899
) 119896119899
]]]]]]]
]
Ceq =[[[
[
119862eq1 0
119862eq2d
0 119862eq119899
]]]
]
Keq =[[[
[
119870eq1 0
119870eq2d
0 119870eq119899
]]]
]
(5)
When the parameters of the Bouc-Wen model are 119860 = 1 119899 =2 then
119862eq119894 = minus1 +2
120587120573119894
1205902
120592119894
[120601 minus1
2sin (2120601) minus 120587
2] + 120574119894
1205902
120592119894
119870eq119894 =4
120587120573119894
120590119909119894120590120592119894 (1 minus 120588
2
119909119894120592119894
)15
+120588119909119894120592119894[120601 minus
1
2sin (2120601) minus 120587
2]
+ 2120574119894
119864 [119894
120592119894
]
120601 = arctg(radic1 minus 120588
2
119909119894120592119894
120588119909119894120592119894
) 120588119909119894119911119894=119864 [119894
120592119894
]
120590119909119894120590120592119894
(6)
whereE = 1 0 sdot sdot sdot 0119879 119888119894
= 2119898119894
120596120577119894
and120596 and 120577119894
are thefundamental frequencies and the damping ratio of a buildingrespectively Consider 120577
119894
= 005Assuming that the ground motion is stationary with
zero mean and that the power spectral density of groundacceleration is expressed as the Kanai-Tajimi spectrum the
4 Computational Intelligence and Neuroscience
pseudoexcitation method can then be used to analyze therandom response of a building
Given pseudoexcitation 119906119892
= radic119878119892(120596)119890119894120596119905 the response
of (4) can be written as
Y = B119890119894120596119905 Y = 119894120596B119890119894120596119905 Y = minus1205962B119890119894120596119905
= B1015840119890119894120596119905(7)
where B is the amplitude vector of the pseudoresponse Con-sider
B = Br + 119894Bi
Br =minusGr
G2r + G2iEradic119878119892(120596) Bi =
GiG2r + G2i
Eradic119878119892(120596)
Gr = Mminus1K minus 1205962I + 120596Mminus1KhTiCeq
Gi = 120596Mminus1C minus 120596Mminus1KhTrCeq
(8)
where Ti and Tr are the diagonal matrices The respectivediagonal elements are then obtained by
119879119894119895=
minus120596
1198702
eq119895 + 1205962
119879119903119895=
119870eq119895
1198702
eq119895 + 1205962
119895 = 1 2 119899
B1015840 = (120596Ti minus 119894120596Tr)CeqB
(9)
If a set of 120596 can be generated then the pseudoresponsecan be determined Finally the power spectral density of theresponse is written as
119878
119884
(120596) =Ylowast
sdotY119879
119878120592
(120596) = lowast
sdot 119879
119878
119884120592
(120596) =Ylowast
sdot 119879
(10)
If the input is a stationary process with zero mean thenthe response is a stationary process with zero mean as wellThus
120583119910
= 0 1205902
119910
= 119864 [ 1199102
] = int
+infin
minusinfin
119878
119884
(120596) 119889120596
120583120592
= 0 1205902
120592
= 119864 [1205922
] = int
+infin
minusinfin
119878120592
(120596) 119889120596
119864 [ 119910120592] = int
+infin
minusinfin
119878
119884120592
(120596) 119889120596
(11)
The power spectral density of the structural responseis computed using (4)sim(11) Iteration may be required toproduce a solution We therefore obtain the mean squarevalue of the displacement in each layer with
1205902
119910
= 119864 [1199102
] = int
+infin
minusinfin
119878119884
(120596) 119889120596 (12)
Themean variance and coefficient variation of themaxi-mum interstory drift may be calculated using
120583120579119898119894
=120583119910119898119894
ℎ119894
120590120579119898119894
=120590119910119898119894
ℎ119894
120575120579119898119894
=120590119910119898119894
120583119910119898119894
(13)
where ℎ119894
is the height of each story and 120583119910119898119894
and 120590119910119898119894
are themean and variance of the maximum displacement in eachstory respectively 120583
119910119898119894and 120590
119910119898119894can be written as [14]
120583119910119898119894
= 119901119894
120590119910119894 120590
119910119898119894= 119891119894
120590119910119894 (14)
119901119894
and119891119894
are the factors of maximum earthquake accelerationand are expressed as
119901119894
= radic2 ln (]119894
120591) +05772
radic2 ln (]119894
120591)
119891119894
=120587
radic12 ln (]119894
120591)
(15)
]119894
is the zero rate of earthquake response ]119894
= 120590119910119894120587120590119910119894 120591 is
the characteristic value of earthquake groundmotion 120591 = 55
for hard soil [12]
32 Conditional Probability of Failure in Isolated BuildingsThe limit-state equation of isolated buildings can be ex-pressed as
119885 = 120579 minus 120579119898
= 0 (16)
The conditional failure probability is computed by
119875119891
= 119875 (119885 lt 0) = 119875 (120579 lt 120579119898
| 119868 = 1198680
120591) = 1 minus Φ (120573) (17)
where 1198680
and 120573120579119894
are the seismic fortification intensity and thereliability of the structure respectively The seismic responseof the structuremeets log-normal distribution if the structureis an RC frame As per the JC method 120573
120579119894
is written as
120573120579119894
=
ln [120583120579119894radic1 + 120575
2
120579119898119894
120583120579119898119894radic1 + 120575
2
120579119894
]
radicln (1 + 1205752120579119894
) (1 + 1205752
120579119898119894
)
(18)
where 120583120579119894is the mean value of the seismic isolation layer and
120583120579119894= 120579119894
and 120575120579119894is the variation coefficient of the maximum
interstory drift ratio 1205751205790
= 035 for the isolation layer and120575120579119894= 03642 for the 119894th story 120583
120579119898119894and 120575
120579119898119894can be computed
with (13)An isolated building fails if any floor fails therefore the
reliability of this building can be determined using
120573 =
119899
prod
119894=1
120573120579119894
(19)
4 Numerical Example and Analysis
The structural seismic performance of isolated buildings iscompared with that of fixed-base buildings by taking theisolated building as a numerical example
Computational Intelligence and Neuroscience 5
Table 3 Structural parameters of the numerical example
119896 (kNm) 120573 120574 Mass (103 kg) ℎ (m)Isolation Fixed-base Isolation Fixed-base Isolation Fixed-base
Isolation layer 1513071 mdash 05 mdash 05 mdash 21429 031 1390000 1946000 3729 3729 minus1243 minus1243 20464 422 1470000 2058000 5302 5302 minus1767 minus1767 19572 333 1370000 1918000 6848 6848 minus2283 minus2283 18388 334 1290000 1806000 8237 8237 minus2746 minus2746 14887 335 1070000 1498000 11191 11191 minus3730 minus3730 8788 336 1660000 2324000 93468 93468 minus31156 minus31156 4354 157 204000 285600 30632 30632 minus10211 minus10211 1354 3
Table 4 Economic and noneconomic losses in different damage states (10000 yuan)
Damage state None Slight Moderate Severe CollapsedEconomic loss 0 0106 times 119862 0424 times 119862 1192 times 119862 2485 times 119862
Noneconomic loss 0 308 7504 574 6258
41 Numerical Example Aseven-story hospital buildingwitha reinforced-concrete frame is designed for Gulang ChinaThe following design parameters are applied seismic pre-cautionary intensity 9 basic acceleration of ground motion040 g site class II and total building area of 778951m2 Table3 shows the other parameters for both isolated and fixed-base buildings In addition the parameters of the Bouc-Wenmodel for a superstructure are as follows
119860119894
= 1 119899119894
= 2 120572119894
= 002 (20)
The parameter of the Bouc-Wen model for an isolatedlayer is
120572 = 01 (21)
42 Seismic Performance of Isolated Buildings Based onLife-Cycle Cost
421 Initial Costs The initial cost of the isolated buildingis 13278 million yuan Specifically the isolators cost 810000yuan This initial cost is higher than that of a fixed-basebuilding because the seismic measures of the superstructurehospital building are strengthened by the requirements ofChinese seismic design provisions The initial cost of a fixed-base building is reduced by 1 of that of an isolated buildingthat is 13145 million yuan as per the statistical data [13]
422 Expected Loss from Earthquakes The building housesapproximately 2800 people Table 4 depicts the economiclosses and the casualties under different situations accordingto the analysis above 119862 is the initial cost of the structure
When the precautionary seismic intensity of the buildingis grade 9 the peak accelerations of the different earthquakelevels that is minor moderate and strong earthquakes are14 40 and 62mS2 respectively Table 5 displays the condi-tional probability of failures in the isolated and the fixed-basebuildings at various earthquake-risk levels
Assuming that the lifetime of the building is 50 yearsthe probabilities of exceeding this lifetime are 70 252and 45 given the varied earthquake levels Table 6 exhibitsthe expected loss at these levels The total expected loss isexpressed as the sum of the losses at the different risk levelsthus
the expected loss of the isolated building 119862ls = 0 +
31471 + 20059 = 51530 (10000 yuan)the expected loss of the fixed-base building 119862ls =
10946 + 23534 + 105069 = 139549 (10000 yuan)
423 Life-Cycle Costs Life-cycle cost is the sum of the initialcost and the expected loss Given the discounted factor overtime 119905 = 50 and annual constant discount rate 120582 = 003 then
the life-cycle cost of the isolation building is 119862tot =
13278 + 26436119890minus003times50
= 13337 (10000 yuan)the life-cycle cost of the fixed-base building is 119862tot =
13145 + 139549119890minus003times50
= 13456 (10000 yuan)
424 Indicator of Structural Seismic Performance By sub-stituting the initial and the life-cycle costs into (3) we candetermine the seismic performance of the isolated and thefixed-base buildings
Isolated building
120593 = 1 minus119862in (119904)
119862tot (119905 119904)= 1 minus
13278
13337= 00044 (22)
Fixed-base building
120593 = 1 minus119862in (119904)
119862tot (119905 119904)= 1 minus
13145
13456= 00231 (23)
The indicator of the structural seismic performance of theisolated building ismuch lower in value than that of the struc-tural seismic performance of the fixed-base building There-fore isolated buildings are safer and less risky than fixed-basebuildings
6 Computational Intelligence and Neuroscience
Table 5 Conditional probability of failure
119861119894
Minor earthquake Moderate earthquake Strong earthquakeSeismic isolation Not isolated Seismic isolation Not isolated Seismic isolation Not isolated
None 00489 00015 02710 1 04643 1Slight 0 01098 08683 03427 09965 1Moderate 0 0 0 00705 04740 1Severe 0 0 0 0 0 07287Collapsed 0 0 0 0 0 0
Table 6 Lifetime losses from damage in isolated and fixed-base buildings (10000 yuan)
119861119894
Minor earthquake Moderate earthquake Major earthquakeSeismic isolation Not isolated Seismic isolation Seismic isolation Not isolated Seismic isolation
None 0000 0000 0000 0000 0000 0000Slight 0000 10946 31471 12299 6450 6409Moderate 0000 0000 0000 11235 13609 28457Severe 0000 0000 0000 0000 0000 70203Collapsed 0000 0000 0000 0000 0000 0000Total 0000 10946 31471 23534 20059 105069
5 Conclusion
This paper proposes an indicator of structural seismic per-formance based on life-cycle cost The indicator is expressedas a ratio of lifetime damage loss to life-cycle cost Thusmajor factors are considered including the uncertainty inhazard demand and structural capacity nonlinear structuralresponse behavior balance of costs and loss from earth-quakes Therefore a high indicator value indicates the poorseismic performance of a building We take an actual seven-story isolated hospital building during an earthquake atGulang Gansu China as an example and conduct a randomvibration analysis to determine the dynamic reliability andconditional failure probability By substituting the dynamicreliability of the building we evaluate the expected loss andlife-cycle cost of the isolated building The study conclusionscan be summarized as follows
(1) The initial costs in the isolated case are higher by 1than those in the corresponding fixed-base case Thesample building is a hospital thus the superstructureseismic measures are strengthened by the require-ments of Chinese seismic design provisions
(2) Base isolation reduces conditional failure probabilitytherefore the expected loss of the isolated building isonly 37 of that of the fixed-base building Moreoverthe life-cycle cost of the isolated building decreases tonearly 1 of that of the fixed-base building The baseisolation reduces earthquake response and protectsagainst such calamities Hence the isolated buildingeffectively withstands future earthquakes
(3) The optimum design balances building reliability andbuilding investment The indicator based on life-cycle cost assists owners and engineers in makinginvestment decisions in consideration of structuraldesign construction and expected loss
Conflict of Interests
The authors declare that there is no conflict of interestsregarding the publication of this paper
Acknowledgments
This project was funded by the National Natural ScienceFoundation of China (Grant no 61262016) the NationalNatural Science Foundation of China (Grant no 51368039)and the Open Grant of the Key Laboratory of Concrete andPrestressed Concrete Structure Ministry of Education
References
[1] N D Lagaros A D Fotis and S A Krikos ldquoAssessment ofseismic design procedures based on the total costrdquo EarthquakeEngineering and Structural Dynamics vol 35 no 11 pp 1381ndash1401 2006
[2] J S Nathwani N C Lind and M D Pandey Affordable Safetyby Choice The Life Quality Method Institute for Risk ResearchUniversity of Waterloo Waterloo Canada 1997
[3] M D Pandey and J S Nathwani ldquoLife quality index for the esti-mation of societal willingness-to-pay for safetyrdquo StructuralSafety vol 26 no 2 pp 181ndash199 2004
[4] R Rackwitz ldquoOptimizationmdashthe basis of code-making andreliability verificationrdquo Structural Safety vol 22 no 1 pp 27ndash60 2000
[5] M Liu Y K Wen and S A Burns ldquoLife cycle cost orientedseismic design optimization of steel moment frame structureswith risk-taking preferencerdquo Engineering Structures vol 26 no10 pp 1407ndash1421 2004
[6] D M Frangopol and M Liu ldquoMaintenance and managementof civil infrastructure based on condition safety optimizationand life-cycle costrdquo Structure and Infrastructure Engineeringvol 3 no 1 pp 29ndash41 2007
Computational Intelligence and Neuroscience 7
[7] A J Kappos and E G Dimitrakopoulos ldquoFeasibility of pre-earthquake strengthening of buildings based on cost-benefitand life-cycle cost analysis with the aid of fragility curvesrdquoNatural Hazards vol 45 no 1 pp 33ndash54 2008
[8] S Pei and J W van de Lindt ldquoMethodology for earthquake-induced loss estimation an application to woodframe build-ingsrdquo Structural Safety vol 31 no 1 pp 31ndash42 2009
[9] C S Lee K Goda and H P Hong ldquoCost-effectiveness of tunedmass damper and base isolationrdquo in Proceedings of the 14thWorld Conference on Earthquake Engineering Beijing China2008
[10] M Sarkisian P Lee L Hu and C Doo ldquoEnhanced seismicdesign of the New San Bernardino Courtrdquo in Proceedings of theStructures Congress (ASCE rsquo11) pp 994ndash1006 April 2011
[11] F Chatzidaki Optimum design of base isolated RC structures[Postgraduate diploma thesis] National Technical University ofAthens Athens Greece 2013
[12] Code for Seismic Design of Buildings GB 50010-2010 2010[13] E M Lapointe An Investigation of the Principles and Practices
of Seismic Isolation in Bridge Structures Massachusetts Instituteof Technology 2004
[14] F Naeim The Seismic Design Handbook Kluwer AcademicBoston Mass USA 2nd edition 2001
Submit your manuscripts athttpwwwhindawicom
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Human-ComputerInteraction
Advances in
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4 Computational Intelligence and Neuroscience
pseudoexcitation method can then be used to analyze therandom response of a building
Given pseudoexcitation 119906119892
= radic119878119892(120596)119890119894120596119905 the response
of (4) can be written as
Y = B119890119894120596119905 Y = 119894120596B119890119894120596119905 Y = minus1205962B119890119894120596119905
= B1015840119890119894120596119905(7)
where B is the amplitude vector of the pseudoresponse Con-sider
B = Br + 119894Bi
Br =minusGr
G2r + G2iEradic119878119892(120596) Bi =
GiG2r + G2i
Eradic119878119892(120596)
Gr = Mminus1K minus 1205962I + 120596Mminus1KhTiCeq
Gi = 120596Mminus1C minus 120596Mminus1KhTrCeq
(8)
where Ti and Tr are the diagonal matrices The respectivediagonal elements are then obtained by
119879119894119895=
minus120596
1198702
eq119895 + 1205962
119879119903119895=
119870eq119895
1198702
eq119895 + 1205962
119895 = 1 2 119899
B1015840 = (120596Ti minus 119894120596Tr)CeqB
(9)
If a set of 120596 can be generated then the pseudoresponsecan be determined Finally the power spectral density of theresponse is written as
119878
119884
(120596) =Ylowast
sdotY119879
119878120592
(120596) = lowast
sdot 119879
119878
119884120592
(120596) =Ylowast
sdot 119879
(10)
If the input is a stationary process with zero mean thenthe response is a stationary process with zero mean as wellThus
120583119910
= 0 1205902
119910
= 119864 [ 1199102
] = int
+infin
minusinfin
119878
119884
(120596) 119889120596
120583120592
= 0 1205902
120592
= 119864 [1205922
] = int
+infin
minusinfin
119878120592
(120596) 119889120596
119864 [ 119910120592] = int
+infin
minusinfin
119878
119884120592
(120596) 119889120596
(11)
The power spectral density of the structural responseis computed using (4)sim(11) Iteration may be required toproduce a solution We therefore obtain the mean squarevalue of the displacement in each layer with
1205902
119910
= 119864 [1199102
] = int
+infin
minusinfin
119878119884
(120596) 119889120596 (12)
Themean variance and coefficient variation of themaxi-mum interstory drift may be calculated using
120583120579119898119894
=120583119910119898119894
ℎ119894
120590120579119898119894
=120590119910119898119894
ℎ119894
120575120579119898119894
=120590119910119898119894
120583119910119898119894
(13)
where ℎ119894
is the height of each story and 120583119910119898119894
and 120590119910119898119894
are themean and variance of the maximum displacement in eachstory respectively 120583
119910119898119894and 120590
119910119898119894can be written as [14]
120583119910119898119894
= 119901119894
120590119910119894 120590
119910119898119894= 119891119894
120590119910119894 (14)
119901119894
and119891119894
are the factors of maximum earthquake accelerationand are expressed as
119901119894
= radic2 ln (]119894
120591) +05772
radic2 ln (]119894
120591)
119891119894
=120587
radic12 ln (]119894
120591)
(15)
]119894
is the zero rate of earthquake response ]119894
= 120590119910119894120587120590119910119894 120591 is
the characteristic value of earthquake groundmotion 120591 = 55
for hard soil [12]
32 Conditional Probability of Failure in Isolated BuildingsThe limit-state equation of isolated buildings can be ex-pressed as
119885 = 120579 minus 120579119898
= 0 (16)
The conditional failure probability is computed by
119875119891
= 119875 (119885 lt 0) = 119875 (120579 lt 120579119898
| 119868 = 1198680
120591) = 1 minus Φ (120573) (17)
where 1198680
and 120573120579119894
are the seismic fortification intensity and thereliability of the structure respectively The seismic responseof the structuremeets log-normal distribution if the structureis an RC frame As per the JC method 120573
120579119894
is written as
120573120579119894
=
ln [120583120579119894radic1 + 120575
2
120579119898119894
120583120579119898119894radic1 + 120575
2
120579119894
]
radicln (1 + 1205752120579119894
) (1 + 1205752
120579119898119894
)
(18)
where 120583120579119894is the mean value of the seismic isolation layer and
120583120579119894= 120579119894
and 120575120579119894is the variation coefficient of the maximum
interstory drift ratio 1205751205790
= 035 for the isolation layer and120575120579119894= 03642 for the 119894th story 120583
120579119898119894and 120575
120579119898119894can be computed
with (13)An isolated building fails if any floor fails therefore the
reliability of this building can be determined using
120573 =
119899
prod
119894=1
120573120579119894
(19)
4 Numerical Example and Analysis
The structural seismic performance of isolated buildings iscompared with that of fixed-base buildings by taking theisolated building as a numerical example
Computational Intelligence and Neuroscience 5
Table 3 Structural parameters of the numerical example
119896 (kNm) 120573 120574 Mass (103 kg) ℎ (m)Isolation Fixed-base Isolation Fixed-base Isolation Fixed-base
Isolation layer 1513071 mdash 05 mdash 05 mdash 21429 031 1390000 1946000 3729 3729 minus1243 minus1243 20464 422 1470000 2058000 5302 5302 minus1767 minus1767 19572 333 1370000 1918000 6848 6848 minus2283 minus2283 18388 334 1290000 1806000 8237 8237 minus2746 minus2746 14887 335 1070000 1498000 11191 11191 minus3730 minus3730 8788 336 1660000 2324000 93468 93468 minus31156 minus31156 4354 157 204000 285600 30632 30632 minus10211 minus10211 1354 3
Table 4 Economic and noneconomic losses in different damage states (10000 yuan)
Damage state None Slight Moderate Severe CollapsedEconomic loss 0 0106 times 119862 0424 times 119862 1192 times 119862 2485 times 119862
Noneconomic loss 0 308 7504 574 6258
41 Numerical Example Aseven-story hospital buildingwitha reinforced-concrete frame is designed for Gulang ChinaThe following design parameters are applied seismic pre-cautionary intensity 9 basic acceleration of ground motion040 g site class II and total building area of 778951m2 Table3 shows the other parameters for both isolated and fixed-base buildings In addition the parameters of the Bouc-Wenmodel for a superstructure are as follows
119860119894
= 1 119899119894
= 2 120572119894
= 002 (20)
The parameter of the Bouc-Wen model for an isolatedlayer is
120572 = 01 (21)
42 Seismic Performance of Isolated Buildings Based onLife-Cycle Cost
421 Initial Costs The initial cost of the isolated buildingis 13278 million yuan Specifically the isolators cost 810000yuan This initial cost is higher than that of a fixed-basebuilding because the seismic measures of the superstructurehospital building are strengthened by the requirements ofChinese seismic design provisions The initial cost of a fixed-base building is reduced by 1 of that of an isolated buildingthat is 13145 million yuan as per the statistical data [13]
422 Expected Loss from Earthquakes The building housesapproximately 2800 people Table 4 depicts the economiclosses and the casualties under different situations accordingto the analysis above 119862 is the initial cost of the structure
When the precautionary seismic intensity of the buildingis grade 9 the peak accelerations of the different earthquakelevels that is minor moderate and strong earthquakes are14 40 and 62mS2 respectively Table 5 displays the condi-tional probability of failures in the isolated and the fixed-basebuildings at various earthquake-risk levels
Assuming that the lifetime of the building is 50 yearsthe probabilities of exceeding this lifetime are 70 252and 45 given the varied earthquake levels Table 6 exhibitsthe expected loss at these levels The total expected loss isexpressed as the sum of the losses at the different risk levelsthus
the expected loss of the isolated building 119862ls = 0 +
31471 + 20059 = 51530 (10000 yuan)the expected loss of the fixed-base building 119862ls =
10946 + 23534 + 105069 = 139549 (10000 yuan)
423 Life-Cycle Costs Life-cycle cost is the sum of the initialcost and the expected loss Given the discounted factor overtime 119905 = 50 and annual constant discount rate 120582 = 003 then
the life-cycle cost of the isolation building is 119862tot =
13278 + 26436119890minus003times50
= 13337 (10000 yuan)the life-cycle cost of the fixed-base building is 119862tot =
13145 + 139549119890minus003times50
= 13456 (10000 yuan)
424 Indicator of Structural Seismic Performance By sub-stituting the initial and the life-cycle costs into (3) we candetermine the seismic performance of the isolated and thefixed-base buildings
Isolated building
120593 = 1 minus119862in (119904)
119862tot (119905 119904)= 1 minus
13278
13337= 00044 (22)
Fixed-base building
120593 = 1 minus119862in (119904)
119862tot (119905 119904)= 1 minus
13145
13456= 00231 (23)
The indicator of the structural seismic performance of theisolated building ismuch lower in value than that of the struc-tural seismic performance of the fixed-base building There-fore isolated buildings are safer and less risky than fixed-basebuildings
6 Computational Intelligence and Neuroscience
Table 5 Conditional probability of failure
119861119894
Minor earthquake Moderate earthquake Strong earthquakeSeismic isolation Not isolated Seismic isolation Not isolated Seismic isolation Not isolated
None 00489 00015 02710 1 04643 1Slight 0 01098 08683 03427 09965 1Moderate 0 0 0 00705 04740 1Severe 0 0 0 0 0 07287Collapsed 0 0 0 0 0 0
Table 6 Lifetime losses from damage in isolated and fixed-base buildings (10000 yuan)
119861119894
Minor earthquake Moderate earthquake Major earthquakeSeismic isolation Not isolated Seismic isolation Seismic isolation Not isolated Seismic isolation
None 0000 0000 0000 0000 0000 0000Slight 0000 10946 31471 12299 6450 6409Moderate 0000 0000 0000 11235 13609 28457Severe 0000 0000 0000 0000 0000 70203Collapsed 0000 0000 0000 0000 0000 0000Total 0000 10946 31471 23534 20059 105069
5 Conclusion
This paper proposes an indicator of structural seismic per-formance based on life-cycle cost The indicator is expressedas a ratio of lifetime damage loss to life-cycle cost Thusmajor factors are considered including the uncertainty inhazard demand and structural capacity nonlinear structuralresponse behavior balance of costs and loss from earth-quakes Therefore a high indicator value indicates the poorseismic performance of a building We take an actual seven-story isolated hospital building during an earthquake atGulang Gansu China as an example and conduct a randomvibration analysis to determine the dynamic reliability andconditional failure probability By substituting the dynamicreliability of the building we evaluate the expected loss andlife-cycle cost of the isolated building The study conclusionscan be summarized as follows
(1) The initial costs in the isolated case are higher by 1than those in the corresponding fixed-base case Thesample building is a hospital thus the superstructureseismic measures are strengthened by the require-ments of Chinese seismic design provisions
(2) Base isolation reduces conditional failure probabilitytherefore the expected loss of the isolated building isonly 37 of that of the fixed-base building Moreoverthe life-cycle cost of the isolated building decreases tonearly 1 of that of the fixed-base building The baseisolation reduces earthquake response and protectsagainst such calamities Hence the isolated buildingeffectively withstands future earthquakes
(3) The optimum design balances building reliability andbuilding investment The indicator based on life-cycle cost assists owners and engineers in makinginvestment decisions in consideration of structuraldesign construction and expected loss
Conflict of Interests
The authors declare that there is no conflict of interestsregarding the publication of this paper
Acknowledgments
This project was funded by the National Natural ScienceFoundation of China (Grant no 61262016) the NationalNatural Science Foundation of China (Grant no 51368039)and the Open Grant of the Key Laboratory of Concrete andPrestressed Concrete Structure Ministry of Education
References
[1] N D Lagaros A D Fotis and S A Krikos ldquoAssessment ofseismic design procedures based on the total costrdquo EarthquakeEngineering and Structural Dynamics vol 35 no 11 pp 1381ndash1401 2006
[2] J S Nathwani N C Lind and M D Pandey Affordable Safetyby Choice The Life Quality Method Institute for Risk ResearchUniversity of Waterloo Waterloo Canada 1997
[3] M D Pandey and J S Nathwani ldquoLife quality index for the esti-mation of societal willingness-to-pay for safetyrdquo StructuralSafety vol 26 no 2 pp 181ndash199 2004
[4] R Rackwitz ldquoOptimizationmdashthe basis of code-making andreliability verificationrdquo Structural Safety vol 22 no 1 pp 27ndash60 2000
[5] M Liu Y K Wen and S A Burns ldquoLife cycle cost orientedseismic design optimization of steel moment frame structureswith risk-taking preferencerdquo Engineering Structures vol 26 no10 pp 1407ndash1421 2004
[6] D M Frangopol and M Liu ldquoMaintenance and managementof civil infrastructure based on condition safety optimizationand life-cycle costrdquo Structure and Infrastructure Engineeringvol 3 no 1 pp 29ndash41 2007
Computational Intelligence and Neuroscience 7
[7] A J Kappos and E G Dimitrakopoulos ldquoFeasibility of pre-earthquake strengthening of buildings based on cost-benefitand life-cycle cost analysis with the aid of fragility curvesrdquoNatural Hazards vol 45 no 1 pp 33ndash54 2008
[8] S Pei and J W van de Lindt ldquoMethodology for earthquake-induced loss estimation an application to woodframe build-ingsrdquo Structural Safety vol 31 no 1 pp 31ndash42 2009
[9] C S Lee K Goda and H P Hong ldquoCost-effectiveness of tunedmass damper and base isolationrdquo in Proceedings of the 14thWorld Conference on Earthquake Engineering Beijing China2008
[10] M Sarkisian P Lee L Hu and C Doo ldquoEnhanced seismicdesign of the New San Bernardino Courtrdquo in Proceedings of theStructures Congress (ASCE rsquo11) pp 994ndash1006 April 2011
[11] F Chatzidaki Optimum design of base isolated RC structures[Postgraduate diploma thesis] National Technical University ofAthens Athens Greece 2013
[12] Code for Seismic Design of Buildings GB 50010-2010 2010[13] E M Lapointe An Investigation of the Principles and Practices
of Seismic Isolation in Bridge Structures Massachusetts Instituteof Technology 2004
[14] F Naeim The Seismic Design Handbook Kluwer AcademicBoston Mass USA 2nd edition 2001
Submit your manuscripts athttpwwwhindawicom
Computer Games Technology
International Journal of
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Distributed Sensor Networks
International Journal of
Advances in
FuzzySystems
Hindawi Publishing Corporationhttpwwwhindawicom
Volume 2014
International Journal of
ReconfigurableComputing
Hindawi Publishing Corporation httpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Applied Computational Intelligence and Soft Computing
thinspAdvancesthinspinthinsp
Artificial Intelligence
HindawithinspPublishingthinspCorporationhttpwwwhindawicom Volumethinsp2014
Advances inSoftware EngineeringHindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Electrical and Computer Engineering
Journal of
Journal of
Computer Networks and Communications
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporation
httpwwwhindawicom Volume 2014
Advances in
Multimedia
International Journal of
Biomedical Imaging
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
ArtificialNeural Systems
Advances in
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
RoboticsJournal of
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Computational Intelligence and Neuroscience
Industrial EngineeringJournal of
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Modelling amp Simulation in EngineeringHindawi Publishing Corporation httpwwwhindawicom Volume 2014
The Scientific World JournalHindawi Publishing Corporation httpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Human-ComputerInteraction
Advances in
Computer EngineeringAdvances in
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Computational Intelligence and Neuroscience 5
Table 3 Structural parameters of the numerical example
119896 (kNm) 120573 120574 Mass (103 kg) ℎ (m)Isolation Fixed-base Isolation Fixed-base Isolation Fixed-base
Isolation layer 1513071 mdash 05 mdash 05 mdash 21429 031 1390000 1946000 3729 3729 minus1243 minus1243 20464 422 1470000 2058000 5302 5302 minus1767 minus1767 19572 333 1370000 1918000 6848 6848 minus2283 minus2283 18388 334 1290000 1806000 8237 8237 minus2746 minus2746 14887 335 1070000 1498000 11191 11191 minus3730 minus3730 8788 336 1660000 2324000 93468 93468 minus31156 minus31156 4354 157 204000 285600 30632 30632 minus10211 minus10211 1354 3
Table 4 Economic and noneconomic losses in different damage states (10000 yuan)
Damage state None Slight Moderate Severe CollapsedEconomic loss 0 0106 times 119862 0424 times 119862 1192 times 119862 2485 times 119862
Noneconomic loss 0 308 7504 574 6258
41 Numerical Example Aseven-story hospital buildingwitha reinforced-concrete frame is designed for Gulang ChinaThe following design parameters are applied seismic pre-cautionary intensity 9 basic acceleration of ground motion040 g site class II and total building area of 778951m2 Table3 shows the other parameters for both isolated and fixed-base buildings In addition the parameters of the Bouc-Wenmodel for a superstructure are as follows
119860119894
= 1 119899119894
= 2 120572119894
= 002 (20)
The parameter of the Bouc-Wen model for an isolatedlayer is
120572 = 01 (21)
42 Seismic Performance of Isolated Buildings Based onLife-Cycle Cost
421 Initial Costs The initial cost of the isolated buildingis 13278 million yuan Specifically the isolators cost 810000yuan This initial cost is higher than that of a fixed-basebuilding because the seismic measures of the superstructurehospital building are strengthened by the requirements ofChinese seismic design provisions The initial cost of a fixed-base building is reduced by 1 of that of an isolated buildingthat is 13145 million yuan as per the statistical data [13]
422 Expected Loss from Earthquakes The building housesapproximately 2800 people Table 4 depicts the economiclosses and the casualties under different situations accordingto the analysis above 119862 is the initial cost of the structure
When the precautionary seismic intensity of the buildingis grade 9 the peak accelerations of the different earthquakelevels that is minor moderate and strong earthquakes are14 40 and 62mS2 respectively Table 5 displays the condi-tional probability of failures in the isolated and the fixed-basebuildings at various earthquake-risk levels
Assuming that the lifetime of the building is 50 yearsthe probabilities of exceeding this lifetime are 70 252and 45 given the varied earthquake levels Table 6 exhibitsthe expected loss at these levels The total expected loss isexpressed as the sum of the losses at the different risk levelsthus
the expected loss of the isolated building 119862ls = 0 +
31471 + 20059 = 51530 (10000 yuan)the expected loss of the fixed-base building 119862ls =
10946 + 23534 + 105069 = 139549 (10000 yuan)
423 Life-Cycle Costs Life-cycle cost is the sum of the initialcost and the expected loss Given the discounted factor overtime 119905 = 50 and annual constant discount rate 120582 = 003 then
the life-cycle cost of the isolation building is 119862tot =
13278 + 26436119890minus003times50
= 13337 (10000 yuan)the life-cycle cost of the fixed-base building is 119862tot =
13145 + 139549119890minus003times50
= 13456 (10000 yuan)
424 Indicator of Structural Seismic Performance By sub-stituting the initial and the life-cycle costs into (3) we candetermine the seismic performance of the isolated and thefixed-base buildings
Isolated building
120593 = 1 minus119862in (119904)
119862tot (119905 119904)= 1 minus
13278
13337= 00044 (22)
Fixed-base building
120593 = 1 minus119862in (119904)
119862tot (119905 119904)= 1 minus
13145
13456= 00231 (23)
The indicator of the structural seismic performance of theisolated building ismuch lower in value than that of the struc-tural seismic performance of the fixed-base building There-fore isolated buildings are safer and less risky than fixed-basebuildings
6 Computational Intelligence and Neuroscience
Table 5 Conditional probability of failure
119861119894
Minor earthquake Moderate earthquake Strong earthquakeSeismic isolation Not isolated Seismic isolation Not isolated Seismic isolation Not isolated
None 00489 00015 02710 1 04643 1Slight 0 01098 08683 03427 09965 1Moderate 0 0 0 00705 04740 1Severe 0 0 0 0 0 07287Collapsed 0 0 0 0 0 0
Table 6 Lifetime losses from damage in isolated and fixed-base buildings (10000 yuan)
119861119894
Minor earthquake Moderate earthquake Major earthquakeSeismic isolation Not isolated Seismic isolation Seismic isolation Not isolated Seismic isolation
None 0000 0000 0000 0000 0000 0000Slight 0000 10946 31471 12299 6450 6409Moderate 0000 0000 0000 11235 13609 28457Severe 0000 0000 0000 0000 0000 70203Collapsed 0000 0000 0000 0000 0000 0000Total 0000 10946 31471 23534 20059 105069
5 Conclusion
This paper proposes an indicator of structural seismic per-formance based on life-cycle cost The indicator is expressedas a ratio of lifetime damage loss to life-cycle cost Thusmajor factors are considered including the uncertainty inhazard demand and structural capacity nonlinear structuralresponse behavior balance of costs and loss from earth-quakes Therefore a high indicator value indicates the poorseismic performance of a building We take an actual seven-story isolated hospital building during an earthquake atGulang Gansu China as an example and conduct a randomvibration analysis to determine the dynamic reliability andconditional failure probability By substituting the dynamicreliability of the building we evaluate the expected loss andlife-cycle cost of the isolated building The study conclusionscan be summarized as follows
(1) The initial costs in the isolated case are higher by 1than those in the corresponding fixed-base case Thesample building is a hospital thus the superstructureseismic measures are strengthened by the require-ments of Chinese seismic design provisions
(2) Base isolation reduces conditional failure probabilitytherefore the expected loss of the isolated building isonly 37 of that of the fixed-base building Moreoverthe life-cycle cost of the isolated building decreases tonearly 1 of that of the fixed-base building The baseisolation reduces earthquake response and protectsagainst such calamities Hence the isolated buildingeffectively withstands future earthquakes
(3) The optimum design balances building reliability andbuilding investment The indicator based on life-cycle cost assists owners and engineers in makinginvestment decisions in consideration of structuraldesign construction and expected loss
Conflict of Interests
The authors declare that there is no conflict of interestsregarding the publication of this paper
Acknowledgments
This project was funded by the National Natural ScienceFoundation of China (Grant no 61262016) the NationalNatural Science Foundation of China (Grant no 51368039)and the Open Grant of the Key Laboratory of Concrete andPrestressed Concrete Structure Ministry of Education
References
[1] N D Lagaros A D Fotis and S A Krikos ldquoAssessment ofseismic design procedures based on the total costrdquo EarthquakeEngineering and Structural Dynamics vol 35 no 11 pp 1381ndash1401 2006
[2] J S Nathwani N C Lind and M D Pandey Affordable Safetyby Choice The Life Quality Method Institute for Risk ResearchUniversity of Waterloo Waterloo Canada 1997
[3] M D Pandey and J S Nathwani ldquoLife quality index for the esti-mation of societal willingness-to-pay for safetyrdquo StructuralSafety vol 26 no 2 pp 181ndash199 2004
[4] R Rackwitz ldquoOptimizationmdashthe basis of code-making andreliability verificationrdquo Structural Safety vol 22 no 1 pp 27ndash60 2000
[5] M Liu Y K Wen and S A Burns ldquoLife cycle cost orientedseismic design optimization of steel moment frame structureswith risk-taking preferencerdquo Engineering Structures vol 26 no10 pp 1407ndash1421 2004
[6] D M Frangopol and M Liu ldquoMaintenance and managementof civil infrastructure based on condition safety optimizationand life-cycle costrdquo Structure and Infrastructure Engineeringvol 3 no 1 pp 29ndash41 2007
Computational Intelligence and Neuroscience 7
[7] A J Kappos and E G Dimitrakopoulos ldquoFeasibility of pre-earthquake strengthening of buildings based on cost-benefitand life-cycle cost analysis with the aid of fragility curvesrdquoNatural Hazards vol 45 no 1 pp 33ndash54 2008
[8] S Pei and J W van de Lindt ldquoMethodology for earthquake-induced loss estimation an application to woodframe build-ingsrdquo Structural Safety vol 31 no 1 pp 31ndash42 2009
[9] C S Lee K Goda and H P Hong ldquoCost-effectiveness of tunedmass damper and base isolationrdquo in Proceedings of the 14thWorld Conference on Earthquake Engineering Beijing China2008
[10] M Sarkisian P Lee L Hu and C Doo ldquoEnhanced seismicdesign of the New San Bernardino Courtrdquo in Proceedings of theStructures Congress (ASCE rsquo11) pp 994ndash1006 April 2011
[11] F Chatzidaki Optimum design of base isolated RC structures[Postgraduate diploma thesis] National Technical University ofAthens Athens Greece 2013
[12] Code for Seismic Design of Buildings GB 50010-2010 2010[13] E M Lapointe An Investigation of the Principles and Practices
of Seismic Isolation in Bridge Structures Massachusetts Instituteof Technology 2004
[14] F Naeim The Seismic Design Handbook Kluwer AcademicBoston Mass USA 2nd edition 2001
Submit your manuscripts athttpwwwhindawicom
Computer Games Technology
International Journal of
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Distributed Sensor Networks
International Journal of
Advances in
FuzzySystems
Hindawi Publishing Corporationhttpwwwhindawicom
Volume 2014
International Journal of
ReconfigurableComputing
Hindawi Publishing Corporation httpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Applied Computational Intelligence and Soft Computing
thinspAdvancesthinspinthinsp
Artificial Intelligence
HindawithinspPublishingthinspCorporationhttpwwwhindawicom Volumethinsp2014
Advances inSoftware EngineeringHindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Electrical and Computer Engineering
Journal of
Journal of
Computer Networks and Communications
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporation
httpwwwhindawicom Volume 2014
Advances in
Multimedia
International Journal of
Biomedical Imaging
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
ArtificialNeural Systems
Advances in
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
RoboticsJournal of
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Computational Intelligence and Neuroscience
Industrial EngineeringJournal of
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Modelling amp Simulation in EngineeringHindawi Publishing Corporation httpwwwhindawicom Volume 2014
The Scientific World JournalHindawi Publishing Corporation httpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Human-ComputerInteraction
Advances in
Computer EngineeringAdvances in
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
6 Computational Intelligence and Neuroscience
Table 5 Conditional probability of failure
119861119894
Minor earthquake Moderate earthquake Strong earthquakeSeismic isolation Not isolated Seismic isolation Not isolated Seismic isolation Not isolated
None 00489 00015 02710 1 04643 1Slight 0 01098 08683 03427 09965 1Moderate 0 0 0 00705 04740 1Severe 0 0 0 0 0 07287Collapsed 0 0 0 0 0 0
Table 6 Lifetime losses from damage in isolated and fixed-base buildings (10000 yuan)
119861119894
Minor earthquake Moderate earthquake Major earthquakeSeismic isolation Not isolated Seismic isolation Seismic isolation Not isolated Seismic isolation
None 0000 0000 0000 0000 0000 0000Slight 0000 10946 31471 12299 6450 6409Moderate 0000 0000 0000 11235 13609 28457Severe 0000 0000 0000 0000 0000 70203Collapsed 0000 0000 0000 0000 0000 0000Total 0000 10946 31471 23534 20059 105069
5 Conclusion
This paper proposes an indicator of structural seismic per-formance based on life-cycle cost The indicator is expressedas a ratio of lifetime damage loss to life-cycle cost Thusmajor factors are considered including the uncertainty inhazard demand and structural capacity nonlinear structuralresponse behavior balance of costs and loss from earth-quakes Therefore a high indicator value indicates the poorseismic performance of a building We take an actual seven-story isolated hospital building during an earthquake atGulang Gansu China as an example and conduct a randomvibration analysis to determine the dynamic reliability andconditional failure probability By substituting the dynamicreliability of the building we evaluate the expected loss andlife-cycle cost of the isolated building The study conclusionscan be summarized as follows
(1) The initial costs in the isolated case are higher by 1than those in the corresponding fixed-base case Thesample building is a hospital thus the superstructureseismic measures are strengthened by the require-ments of Chinese seismic design provisions
(2) Base isolation reduces conditional failure probabilitytherefore the expected loss of the isolated building isonly 37 of that of the fixed-base building Moreoverthe life-cycle cost of the isolated building decreases tonearly 1 of that of the fixed-base building The baseisolation reduces earthquake response and protectsagainst such calamities Hence the isolated buildingeffectively withstands future earthquakes
(3) The optimum design balances building reliability andbuilding investment The indicator based on life-cycle cost assists owners and engineers in makinginvestment decisions in consideration of structuraldesign construction and expected loss
Conflict of Interests
The authors declare that there is no conflict of interestsregarding the publication of this paper
Acknowledgments
This project was funded by the National Natural ScienceFoundation of China (Grant no 61262016) the NationalNatural Science Foundation of China (Grant no 51368039)and the Open Grant of the Key Laboratory of Concrete andPrestressed Concrete Structure Ministry of Education
References
[1] N D Lagaros A D Fotis and S A Krikos ldquoAssessment ofseismic design procedures based on the total costrdquo EarthquakeEngineering and Structural Dynamics vol 35 no 11 pp 1381ndash1401 2006
[2] J S Nathwani N C Lind and M D Pandey Affordable Safetyby Choice The Life Quality Method Institute for Risk ResearchUniversity of Waterloo Waterloo Canada 1997
[3] M D Pandey and J S Nathwani ldquoLife quality index for the esti-mation of societal willingness-to-pay for safetyrdquo StructuralSafety vol 26 no 2 pp 181ndash199 2004
[4] R Rackwitz ldquoOptimizationmdashthe basis of code-making andreliability verificationrdquo Structural Safety vol 22 no 1 pp 27ndash60 2000
[5] M Liu Y K Wen and S A Burns ldquoLife cycle cost orientedseismic design optimization of steel moment frame structureswith risk-taking preferencerdquo Engineering Structures vol 26 no10 pp 1407ndash1421 2004
[6] D M Frangopol and M Liu ldquoMaintenance and managementof civil infrastructure based on condition safety optimizationand life-cycle costrdquo Structure and Infrastructure Engineeringvol 3 no 1 pp 29ndash41 2007
Computational Intelligence and Neuroscience 7
[7] A J Kappos and E G Dimitrakopoulos ldquoFeasibility of pre-earthquake strengthening of buildings based on cost-benefitand life-cycle cost analysis with the aid of fragility curvesrdquoNatural Hazards vol 45 no 1 pp 33ndash54 2008
[8] S Pei and J W van de Lindt ldquoMethodology for earthquake-induced loss estimation an application to woodframe build-ingsrdquo Structural Safety vol 31 no 1 pp 31ndash42 2009
[9] C S Lee K Goda and H P Hong ldquoCost-effectiveness of tunedmass damper and base isolationrdquo in Proceedings of the 14thWorld Conference on Earthquake Engineering Beijing China2008
[10] M Sarkisian P Lee L Hu and C Doo ldquoEnhanced seismicdesign of the New San Bernardino Courtrdquo in Proceedings of theStructures Congress (ASCE rsquo11) pp 994ndash1006 April 2011
[11] F Chatzidaki Optimum design of base isolated RC structures[Postgraduate diploma thesis] National Technical University ofAthens Athens Greece 2013
[12] Code for Seismic Design of Buildings GB 50010-2010 2010[13] E M Lapointe An Investigation of the Principles and Practices
of Seismic Isolation in Bridge Structures Massachusetts Instituteof Technology 2004
[14] F Naeim The Seismic Design Handbook Kluwer AcademicBoston Mass USA 2nd edition 2001
Submit your manuscripts athttpwwwhindawicom
Computer Games Technology
International Journal of
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Distributed Sensor Networks
International Journal of
Advances in
FuzzySystems
Hindawi Publishing Corporationhttpwwwhindawicom
Volume 2014
International Journal of
ReconfigurableComputing
Hindawi Publishing Corporation httpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Applied Computational Intelligence and Soft Computing
thinspAdvancesthinspinthinsp
Artificial Intelligence
HindawithinspPublishingthinspCorporationhttpwwwhindawicom Volumethinsp2014
Advances inSoftware EngineeringHindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Electrical and Computer Engineering
Journal of
Journal of
Computer Networks and Communications
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporation
httpwwwhindawicom Volume 2014
Advances in
Multimedia
International Journal of
Biomedical Imaging
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
ArtificialNeural Systems
Advances in
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
RoboticsJournal of
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Computational Intelligence and Neuroscience
Industrial EngineeringJournal of
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Modelling amp Simulation in EngineeringHindawi Publishing Corporation httpwwwhindawicom Volume 2014
The Scientific World JournalHindawi Publishing Corporation httpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Human-ComputerInteraction
Advances in
Computer EngineeringAdvances in
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Computational Intelligence and Neuroscience 7
[7] A J Kappos and E G Dimitrakopoulos ldquoFeasibility of pre-earthquake strengthening of buildings based on cost-benefitand life-cycle cost analysis with the aid of fragility curvesrdquoNatural Hazards vol 45 no 1 pp 33ndash54 2008
[8] S Pei and J W van de Lindt ldquoMethodology for earthquake-induced loss estimation an application to woodframe build-ingsrdquo Structural Safety vol 31 no 1 pp 31ndash42 2009
[9] C S Lee K Goda and H P Hong ldquoCost-effectiveness of tunedmass damper and base isolationrdquo in Proceedings of the 14thWorld Conference on Earthquake Engineering Beijing China2008
[10] M Sarkisian P Lee L Hu and C Doo ldquoEnhanced seismicdesign of the New San Bernardino Courtrdquo in Proceedings of theStructures Congress (ASCE rsquo11) pp 994ndash1006 April 2011
[11] F Chatzidaki Optimum design of base isolated RC structures[Postgraduate diploma thesis] National Technical University ofAthens Athens Greece 2013
[12] Code for Seismic Design of Buildings GB 50010-2010 2010[13] E M Lapointe An Investigation of the Principles and Practices
of Seismic Isolation in Bridge Structures Massachusetts Instituteof Technology 2004
[14] F Naeim The Seismic Design Handbook Kluwer AcademicBoston Mass USA 2nd edition 2001
Submit your manuscripts athttpwwwhindawicom
Computer Games Technology
International Journal of
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Distributed Sensor Networks
International Journal of
Advances in
FuzzySystems
Hindawi Publishing Corporationhttpwwwhindawicom
Volume 2014
International Journal of
ReconfigurableComputing
Hindawi Publishing Corporation httpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Applied Computational Intelligence and Soft Computing
thinspAdvancesthinspinthinsp
Artificial Intelligence
HindawithinspPublishingthinspCorporationhttpwwwhindawicom Volumethinsp2014
Advances inSoftware EngineeringHindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Electrical and Computer Engineering
Journal of
Journal of
Computer Networks and Communications
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporation
httpwwwhindawicom Volume 2014
Advances in
Multimedia
International Journal of
Biomedical Imaging
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
ArtificialNeural Systems
Advances in
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
RoboticsJournal of
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Computational Intelligence and Neuroscience
Industrial EngineeringJournal of
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Modelling amp Simulation in EngineeringHindawi Publishing Corporation httpwwwhindawicom Volume 2014
The Scientific World JournalHindawi Publishing Corporation httpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Human-ComputerInteraction
Advances in
Computer EngineeringAdvances in
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Submit your manuscripts athttpwwwhindawicom
Computer Games Technology
International Journal of
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Distributed Sensor Networks
International Journal of
Advances in
FuzzySystems
Hindawi Publishing Corporationhttpwwwhindawicom
Volume 2014
International Journal of
ReconfigurableComputing
Hindawi Publishing Corporation httpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Applied Computational Intelligence and Soft Computing
thinspAdvancesthinspinthinsp
Artificial Intelligence
HindawithinspPublishingthinspCorporationhttpwwwhindawicom Volumethinsp2014
Advances inSoftware EngineeringHindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Electrical and Computer Engineering
Journal of
Journal of
Computer Networks and Communications
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporation
httpwwwhindawicom Volume 2014
Advances in
Multimedia
International Journal of
Biomedical Imaging
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
ArtificialNeural Systems
Advances in
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
RoboticsJournal of
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Computational Intelligence and Neuroscience
Industrial EngineeringJournal of
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Modelling amp Simulation in EngineeringHindawi Publishing Corporation httpwwwhindawicom Volume 2014
The Scientific World JournalHindawi Publishing Corporation httpwwwhindawicom Volume 2014
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014
Human-ComputerInteraction
Advances in
Computer EngineeringAdvances in
Hindawi Publishing Corporationhttpwwwhindawicom Volume 2014