vario grama
DESCRIPTION
variogramsTRANSCRIPT
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Oscar Rondon
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Contenido
Oscar Rondon
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Variograma Terico-DefinicinEs una herramienta que permite analizar el comportamiento espacial de una propiedad o variable sobre una zona dada
Oscar Rondon
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ABMEDIA = 5
VARIANZA=50/9
HISTOGRAMAS IGUALESVariograma Terico-DefinicinContinuidad espacial
Oscar Rondon
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Variograma Terico-DefinicinContinuidad espacial
Oscar Rondon
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Variograma Terico-DefinicinContinuidad espacial
Oscar Rondon
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Variograma Terico-DefinicinCurva de proporcin vertical
Oscar Rondon
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Variograma Terico-DefinicinCurva de proporcin vertical
Oscar Rondon
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Variograma Terico-Definicin
Oscar Rondon
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Variograma Terico-Caractersticas
Oscar Rondon
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Deteccin de caractersticas que varan segn la direccin y la distanciaVariograma Terico-Caractersticas
Oscar Rondon
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Variograma Terico-Caractersticas
Oscar Rondon
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Variograma Experimental-definicin Variograma TericoVariograma Experimental
Oscar Rondon
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Variograma Experimental-definicin Coordenadas estratigraficas La correlacin espacial se debe calcular dentro de la misma unidad estratigrfica
Oscar Rondon
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Se escoge una distancia o lag h Variograma Experimental-obtencin
Oscar Rondon
Grfico8
0.80296050040.6
0.8246423011.2140731004
1.36098901441.7338747577
2.14187926752.1738773611
2.32660916782.5463315239
2.80747282762.861607166
2.97315709433.1284822353
3.71418279943.3543871043
3.70814485523.5456114475
3.54356734743.7074793594
3.6464293323.8444975886
3.86185091923.9604810157
3.87760536044.0586588671
4.64055413544.141764624
4.61349715234.2121121285
4.03021186064.2716600055
4.59415510174.3220661951
4.57750855464.3647341134
4.8490836454.4008517265
4.35743415464.431424626
4.31229814434.4573040266
Variograma experimental
Modelo de variograma
Distancia
variograma experimental
Hoja1
0.200.802960500400.80296050040.641
0.20.09956531330.72507698770.8246423011.2140731004
0.40.04226919851.31871981591.36098901441.7338747577
0.60.33712581181.80475345562.14187926752.1738773611
0.80.12392502432.20268414352.32660916782.5463315239
10.27899059232.52848223532.80747282762.861607166
1.20.17793394192.79522315242.97315709433.1284822353
1.40.70057065513.01361214423.71418279943.3543871043
1.60.51573092723.1924139283.70814485523.5456114475
1.80.20476290033.33880444713.54356734743.7074793594
20.1877704653.45865886713.6464293323.8444975886
2.20.30506355263.55678736663.86185091923.9604810157
2.40.24047717363.63712818683.87760536044.0586588671
2.60.93764844833.70290568714.64055413544.141764624
2.80.85673740283.75675974954.61349715234.2121121285
30.22936013413.80085172654.03021186064.2716600055
3.20.75720391763.83695118414.59415510174.3220661951
3.40.71100163443.86650692024.57750855464.3647341134
3.60.95837853483.89070511024.8490836454.4008517265
3.80.4469172423.91051691264.35743415464.431424626
40.38556069993.92673744444.31229814434.4573040266
4.20.4295994083.94001769274.36961710070.8029605004
4.40.20144972993.95089064044.15234037030.824642301
4.60.04346104653.9597926574.00325370361.3609890144
4.80.43660146053.96708101184.40368247232.1418792675
50.46860735523.9730482124.44165556722.3266091678
5.20.29849888213.97793374234.27643262442.8074728276
5.40.16318437333.98193367624.14511804952.9731570943
5.60.23939384963.98520854514.22460239483.7141827994
5.80.1926607623.9878897814.18055054313.7081448552
60.22700742913.99008499134.21709242043.5435673474
6.20.04562517263.99188227754.037507453.646429332
6.40.19048342383.99335377094.18383719473.8618509192
6.60.34336822413.99455852784.3379267523.8776053604
6.80.32499262093.99554489944.32053752034.6405541354
70.3581932883.99635247214.35454576024.6134971523
7.20.42194515413.99701365684.41895881094.0302118606
7.40.02902217973.9975549894.02657716874.5941551017
7.60.13249060943.99799819434.13048880374.5775085546
7.80.29593861313.99836106014.29429967324.849083645
80.01878246853.99865814954.0174406184.3574341546
8.20.06828646293.99890138574.06718784864.3122981443
8.40.24701526663.99910053074.2461157973
8.60.04259633543.99926357684.0418599122
8.80.44427297643.99939706774.4436700441
90.31056459833.99950636084.3100709591
9.20.16058337873.99959584244.1601792211
9.40.19502548943.99966910374.1946945931
9.60.4509949633.99972908514.4507240481
9.80.3271955473.99977819364.3269737406
100.49313100243.99981840034.4929494027
10.20.14523779423.99985131874.1450891129
10.40.4860401973.99987827014.485918467
10.60.006437963.9999003364.0063382959
10.80.33286817733.9999184024.3327865793
110.20403269433.99993319324.2039658875
11.20.41075403873.99994530324.4106993419
11.40.12107739473.99995521814.1210326127
11.60.20675640693.99996333564.2067197425
11.80.16033551553.99996998184.1603054973
120.26076109623.99997542324.2607365193
12.20.04038901253.99997987824.0403688907
12.40.26615522363.99998352564.2661387492
12.60.01611434723.99998651194.0161008591
12.80.36466704353.99998895694.3646560004
130.00069742833.99999095874.0006883869
13.20.45510644313.99999259764.4550990407
13.40.20604119143.99999393944.2060351308
13.60.13620431823.9999950384.1361993562
13.80.26827245163.99999593754.2682683891
140.30941075623.99999667394.3094074301
14.20.32870035753.99999727684.3286976344
14.40.2718749943.99999777044.2718727644
14.60.1899795033.99999817464.1899776776
14.80.3943623673.99999850554.3943608724
150.13846949723.99999877644.1384682736
15.20.01459522673.99999899824.0145942249
15.40.44538472943.99999917984.4453839092
15.60.22909120963.99999932854.229090538
15.80.01043275683.99999945024.010432207
160.06576820343.99999954994.0657677533
Hoja1
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
Variograma experimental
Modelo de variograma
Distancia
Hoja2
Hoja3
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Datos Igualmente espaciados:Variograma Experimental-obtencin
Oscar Rondon
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Datos Igualmente espaciados:Variograma Experimental-obtencin
Oscar Rondon
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Datos Irregularmente espaciados: Puede ocurrir que no existan valores de la variable a la distancia hVariograma Experimental-obtencin
Oscar Rondon
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Variograma Experimental-distancia Clases de distancia:
Oscar Rondon
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Variograma Experimental-distancia Clases de distancia: Las clases de distancia no se superponen No hay valores de la variable fuera de una clase de distancia
Oscar Rondon
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Variograma Experimental-distancia
Oscar Rondon
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Variograma Experimental-distancia
Oscar Rondon
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Clases de direccin :Variograma Experimental-direccin
Oscar Rondon
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Variograma Experimental-direccin
Oscar Rondon
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b = ancho de bandaVariograma Experimental-direccin
Oscar Rondon
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Variograma Experimental-distancia & direccin
Oscar Rondon
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Variograma Experimental-obtencin
Oscar Rondon
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Variograma Experimental-obtencin
Oscar Rondon
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Lag h muy grandeLag h pequeo, n muy grandeVariograma Experimental-lagLag h adecuado, valor de n ?
Oscar Rondon
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Variograma Experimental-lag
Oscar Rondon
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Variograma OmnidireccionalVariograma Omnidireccional:Es aquel que no depende de la direccinsean opuestas y perpendiculares a la direccin Se puede pensar como el promedio del variograma experimental en todas las direcciones posibles
Oscar Rondon
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Variograma direccionalVariograma omnidireccionalVariograma Omnidireccional
Oscar Rondon
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Variogram CloudVariogram Cloud:Al graficar el valor de los pares versus la distancia se obtiene el variogram cloud
Oscar Rondon
Grfico1
4.51.5
0.52.4
0.54.4444444444
0.56.625
0.57.5714285714
27.3333333333
0.5
4.5
0.5
2
0.5
8
2
2
2
0.5
0.5
2
2
0.5
4.5
12.5
4.5
4.5
0
0
8
0.5
8
2
18
8
0.5
0.5
4.5
4.5
4.5
12.5
24.5
2
2
2
2
12.5
8
12.5
4.5
0.5
0.5
8
18
Distancia
Hoja1
7916253244925
10142251649
11119691481
121694011001
25121169144529196256
144114492536
1211001916
1312141625
2814936
1149
91
8
23.318181818227.633.333333333357.12528.142857142934
791625364925
101491649
11149141
12140141
131109416
14411692536
12141916
13941625
10114
1149
91
8
2.44.44444444446.6257.57142857147.3333333333
11.523.3181818182
22.427.6
34.444444444433.3333333333
46.62557.125
57.571428571428.1428571429
67.333333333334
Hoja1
0
0
0
0
0
0
Distancia
Variograma experimental
Hoja2
1994.54.524.5
1110.50.5
1110.50.5
1169184.50.5
1121160.50.5
14422
1110.50.5
1121960.54.5
181140.50.5
14422
1110.50.5
2161688
24422
21964982
24422
2169184.50.5
2110.50.5
21004502
24422
249124.50.5
2994.54.5
3252512.512.5
32259112.54.5
3994.54.5
30000
31440720
314416728
3110.50.5
3161688
3364182
43243616218
4161688
4110.50.5
4110.50.5
45299264.54.5
4994.54.5
4994.54.5
4252512.512.5
5494924.524.5
54422
54422
51004502
51964982
5252512.512.5
5161688
6252512.512.5
6994.54.5
681140.50.5
6110.50.5
6256161288
636361818
Hoja2
01.5
02.4
04.4444444444
06.625
07.5714285714
07.3333333333
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
Distancia
Hoja3
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Variogram CloudVariogram Cloud:Permite detectar valores atpicos o cambios bruscosPermite escoger un valor inicial del lag
Oscar Rondon
Grfico2
4.523.3181818182
0.527.6
0.533.3333333333
84.557.125
60.528.1428571429
234
0.5
60.5
40.5
2
0.5
8
2
98
2
84.5
0.5
50
2
24.5
4.5
12.5
112.5
4.5
0
72
72
0.5
8
18
162
8
0.5
0.5
264.5
4.5
4.5
12.5
24.5
2
2
50
98
12.5
8
12.5
4.5
40.5
0.5
128
18
Distancia
Hoja1
7916253244925
10142251649
11119691481
121694011001
25121169144529196256
144114492536
1211001916
1312141625
2814936
1149
91
8
23.318181818227.633.333333333357.12528.142857142934
791625364925
101491649
11149141
12140141
131109416
14411692536
12141916
13941625
10114
1149
91
8
2.44.44444444446.6257.57142857147.3333333333
11.523.3181818182
22.427.6
34.444444444433.3333333333
46.62557.125
57.571428571428.1428571429
67.333333333334
Hoja1
0
0
0
0
0
0
Distancia
Variograma experimental
Hoja2
1994.54.524.5
1110.50.5
1110.50.5
1169184.50.5
1121160.50.5
14422
1110.50.5
1121960.54.5
181140.50.5
14422
1110.50.5
2161688
24422
21964982
24422
2169184.50.5
2110.50.5
21004502
24422
249124.50.5
2994.54.5
3252512.512.5
32259112.54.5
3994.54.5
30000
31440720
314416728
3110.50.5
3161688
3364182
43243616218
4161688
4110.50.5
4110.50.5
45299264.54.5
4994.54.5
4994.54.5
4252512.512.5
5494924.524.5
54422
54422
51004502
51964982
5252512.512.5
5161688
6252512.512.5
6994.54.5
681140.50.5
6110.50.5
6256161288
636361818
Hoja2
23.3181818182
27.6
33.3333333333
57.125
28.1428571429
34
Distancia
Hoja3
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Variogram Cloud
Oscar Rondon
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Mapa de VariogramaMapa de Variograma :Es una herramienta que permite determinar las direcciones de anisotropa de la variable en estudio
Oscar Rondon
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Mapa de VariogramaDefinir una malla (2n+1)*(2n+1)Definir el valor del lag h
Oscar Rondon
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Mapa de Variograma
Oscar Rondon
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Variograma Experimental-tolerancia angularTolerancia angular
Oscar Rondon
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Oscar Rondon
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Variograma-Caractersticas Bsicas
Oscar Rondon
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Variograma-Rango & Sill
Oscar Rondon
Grfico1
0
0.1211738744
0.2350061948
0.3419417636
0.4423984339
0.5367687421
0.6254214424
0.7087029471
0.7869386806
0.8604343505
0.929477143
0.9943368441
1.0552668945
1.1125053798
1.1662759606
1.2167887466
1.2642411177
1.3088184948
1.3506950653
1.3900344626
1.4269904063
1.4617073025
1.4943208084
1.5249583618
1.5537396797
1.5807772257
1.6061766496
1.6300372002
1.6524521131
1.6735089751
1.6932900663
1.7118726818
1.7293294335
1.7457285341
1.7611340635
1.775606219
1.7892015509
1.8019731833
1.8139710216
1.8252419476
1.8358300028
1.8457765601
1.8551204859
1.8638982919
1.8721442776
1.8798906642
1.887167721
1.8940038832
1.9004258633
1.9064587552
1.9121261328
1.9174501412
1.9224515843
1.9271500053
1.9315637634
1.9357101053
1.9396052332
1.9432643671
1.9467018053
1.9499309797
1.9529645083
1.9558142447
1.9584913243
1.9610062078
1.9633687222
1.9655880991
1.9676730108
1.9696316041
1.9714715322
1.9731999847
1.9748237155
1.9763490695
1.9777820069
1.9791281271
1.9803926899
1.9815806368
1.9826966096
1.983744969
1.9847298116
1.9856549855
1.986524106
1.9873405691
1.9881075653
1.9888280915
1.9895049632
1.9901408253
1.9907381625
1.9912993089
1.9918264571
1.9923216671
1.9927868737
1.993223895
1.9936344384
1.9940201083
1.9943824116
1.9947227641
1.9950424956
1.9953428557
1.9956250178
1.9958900845
1.9961390917
1.9963730123
1.9965927604
1.9967991946
1.9969931216
1.9971752992
1.9973464391
1.9975072103
1.9976582408
1.9978001208
1.9979334047
1.9980586134
1.9981762361
1.9982867323
1.998390534
1.9984880466
1.9985796512
1.9986657058
1.9987465466
1.9988224895
1.9988938313
1.9989608506
1.9990238095
1.9990829539
1.9991385149
1.9991907097
1.9992397421
1.9992858038
1.9993290747
1.9993697241
1.9994079105
1.9994437834
1.9994774829
1.9995091406
1.9995388803
1.9995668181
1.9995930633
1.9996177183
1.9996408796
1.9996626376
1.9996830773
1.9997022787
1.9997203167
1.9997372619
1.9997531804
1.9997681344
1.9997821825
1.9997953794
1.9998077767
1.9998194229
1.9998303635
1.9998406413
1.9998502963
1.9998593664
1.999867887
1.9998758913
1.9998834107
1.9998904745
1.9998971103
1.9999033441
1.9999092001
1.9999147014
1.9999198694
1.9999247243
1.999929285
1.9999335694
1.9999375942
1.9999413752
1.9999449271
1.9999482638
1.9999513983
1.999954343
1.9999571092
1.9999597078
1.999962149
1.9999644423
1.9999665966
1.9999686204
1.9999705216
Distancia
Variograma
Hoja1
240000000
0.10.0250.00875-0.00027343750.0000000684-00.0084766309
0.20.050.035-0.00218750.0000021875-0.00000000120.0328146863
0.30.0750.07875-0.00738281250.0000166113-0.000000020.0713837788
0.40.10.14-0.01750.00007-0.000000150.12256985
0.50.1250.21875-0.03417968750.000213623-0.00000071530.1847832203
0.60.150.315-0.05906250.0005315625-0.00000256290.2564664996
0.70.1750.42875-0.09378906250.001148916-0.00000753980.3361023138
0.80.20.56-0.140.00224-0.00001920.4222208
0.90.2250.70875-0.19933593750.0040365527-0.00004378940.5134068258
10.250.875-0.27343750.0068359375-0.00009155270.6083068848
1.10.2751.05875-0.36394531250.0110093457-0.00017841040.7056356228
1.20.31.26-0.47250.01701-0.000328050.80418195
1.30.3251.47875-0.60074218750.0253813574-0.00057447980.9028146901
1.40.351.715-0.75031250.0367653125-0.00096508951.000487723
1.50.3751.96875-0.92285156250.0519104004-0.00156426431.0962445736
1.60.42.24-1.120.07168-0.00245761.1892224
1.70.4252.52875-1.34339843750.0970605371-0.00375676281.2786553369
1.80.452.835-1.59468750.1291696875-0.00560504181.3638771457
1.90.4753.15875-1.87550781250.1692645801-0.00818364021.4443231274
20.53.5-2.18750.21875-0.011718751.51953125
2.10.5253.85875-2.53230468750.2791865918-0.01648945811.5891424462
2.20.554.235-2.91156250.3522990625-0.02283652851.652900034
2.30.5754.62875-3.32691406250.4399843848-0.0311721081.7106482143
2.40.65.04-3.780.54432-0.04199041.7623296
2.50.6255.46875-4.27246093750.6675720215-0.05587935451.8079817295
2.60.655.915-4.80593750.8122034375-0.07353341841.8477325191
2.70.6756.37875-5.38207031250.9808823145-0.09576739381.8817946081
2.80.76.86-6.00251.17649-0.123531451.91045855
2.90.7257.35875-6.66886718751.4021293262-0.15792733441.9340848043
30.757.875-7.38281251.6611328125-0.20022583011.9530944824
3.10.7758.40875-8.14597656251.9570708691-0.25188550521.9679588015
3.20.88.96-8.962.29376-0.31457281.9791872
3.30.8259.52875-9.82652343752.6752710059-0.39018349891.9873140694
3.40.8510.115-10.74718753.1059371875-0.48086563241.9928840551
3.50.87510.71875-11.72363281253.5903625488-0.58904385571.9964358807
3.60.911.34-12.75754.13343-0.717445351.99848465
3.70.92511.97875-13.85042968754.7403095605-0.86912729311.99950258
3.80.9512.635-15.00406255.4164665625-1.04750594411.9998981184
3.90.97513.30875-16.22003906256.1676698535-1.25638739021.9999934008
4114-17.57-1.52
4.11.02514.70875-18.84558593757.9198574902-1.78302863052
4.21.0515.435-20.25843758.9339709375-2.1106506342
4.31.07516.17875-21.740195312510.0494052832-2.48857371012
4.41.116.94-23.292511.27357-2.923075652
4.51.12517.71875-24.916992187512.6142272949-3.42104601862
4.61.1518.515-26.615312514.0795003125-3.99002982072
4.71.17519.32875-28.389101562515.6778813379-4.63827319762
4.81.220.16-30.2417.41824-5.37477122
4.91.22521.00875-32.169648437519.3098314746-6.20931768362
51.2521.875-34.179687521.3623046875-7.1525573732
5.11.27522.75875-36.271757812523.5857105176-8.21604014152
5.21.323.66-38.447525.99051-9.412277552
5.31.32524.57875-40.708554687528.5875825293-10.75480169532
5.41.3525.515-43.056562531.3882340625-12.25822640982
5.51.37526.46875-45.493164062534.4042053223-13.93831086162
5.61.427.44-48.0237.64768-15.81202562
5.71.42528.42875-50.638710937541.131292959-17.89762109252
5.81.4529.435-53.350937544.8681384375-20.21469879962
5.91.47530.45875-56.158320312548.871778252-22.78428483422
61.531.5-59.062553.15625-25.628906252
6.11.52532.55875-62.065117187557.7360752637-28.77267000752
6.21.5533.635-65.167812562.6262678125-32.24134466132
6.31.57534.72875-68.372226562567.8423418066-36.06244481662
6.41.635.84-71.6873.40032-40.26531842
6.51.62536.96875-75.092773437579.3167419434-44.88123679162
6.651.77544.10875-97.8662890625123.335990791-83.268311997
6.81.92551.87875-124.8332421875185.0340732324-146.9286187761
6.952.07560.27875-156.3480078125269.2703564551-248.437966824
7.12.22569.30875-192.7649609375381.7228138965-404.9499654742
7.252.37578.96875-234.4384765625528.9518127441-639.3468897343
7.42.52589.25875-281.7229296875718.4639014355-981.569231055
7.552.675100.17875-334.9726953125958.7755971582-1470.1368498032
7.72.825111.72875-394.54214843751259.4771733496-2153.8746464064
7.852.975123.90875-460.78566406251631.2964471973-3093.8556681376
83.125136.71875-534.05761718752086.1625671387-4365.57456851
8.153.275150.15875-614.71238281252637.2698003613-6061.3643362501
8.33.425164.22875-703.10433593753299.1413203027-8293.0692108163
8.453.575178.92875-799.58785156254087.6929941504-11194.9867014349
8.63.725194.25875-904.51730468755020.2971703418-14927.0916266193
8.753.875210.21875-1018.24707031256115.8464660644-19678.5550911425
Hoja1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
Distancia
Variograma
Hoja2
0.2500048
0.250.00032550490.1211738744
0.50.0013018290.2350061948
0.750.00292840030.3419417636
10.00520426580.4423984339
1.250.00812809250.5367687421
1.50.01169816790.6254214424
1.750.01591240140.7087029471
20.0207683260.7869386806
2.250.02626309940.8604343505
2.50.03239350670.929477143
2.750.03915596210.9943368441
30.04654651151.0552668945
3.250.05456083571.1125053798
3.50.06319425281.1662759606
3.750.07244172161.2167887466
40.08229784561.2642411177
4.250.0927568761.3088184948
4.50.10381271631.3506950653
4.750.11545892631.3900344626
50.12768872661.4269904063
5.250.14049500321.4617073025
5.50.15387031271.4943208084
5.750.16780688721.5249583618
60.18229663991.5537396797
6.250.19733117071.5807772257
6.50.21290177171.6061766496
6.750.22899943361.6300372002
70.2456148521.6524521131
7.250.26273843351.6735089751
7.50.28036030241.6932900663
7.750.29847030781.7118726818
80.31705803041.7293294335
8.250.33611278971.7457285341
8.50.35562365151.7611340635
8.750.37557943511.775606219
90.39596872161.7892015509
9.250.41677986111.8019731833
9.50.43800098121.8139710216
9.750.4596199951.8252419476
100.4816246091.8358300028
10.250.50400233251.8457765601
10.50.5267404851.8551204859
10.750.54982620591.8638982919
110.57324646251.8721442776
11.250.59698805941.8798906642
11.50.62103764741.887167721
11.750.64538173231.8940038832
120.67000668451.9004258633
12.250.69489874821.9064587552
12.50.72004405031.9121261328
12.750.74542861051.9174501412
130.77103835011.9224515843
13.250.7968591021.9271500053
13.50.822876621.9315637634
13.750.84907658851.9357101053
140.87544463211.9396052332
14.250.90196632541.9432643671
14.50.92862720241.9467018053
14.750.95541276641.9499309797
150.98230849961.9529645083
15.251.00929987291.9558142447
15.51.03637235521.9584913243
15.751.06351142381.9610062078
161.09070257321.9633687222
16.251.11793132511.9655880991
16.51.1451832381.9676730108
16.751.17244391661.9696316041
171.19969902131.9714715322
17.251.22693427751.9731999847
17.51.2541354851.9748237155
17.751.28128852731.9763490695
181.30837938051.9777820069
18.251.3353941231.9791281271
18.51.36231894371.9803926899
18.751.38914015151.9815806368
191.41584418361.9826966096
19.251.44241761481.983744969
19.51.46884716521.9847298116
19.751.49511970961.9856549855
201.52122228471.986524106
20.251.54714209831.9873405691
20.51.57286653661.9881075653
20.751.59838317241.9888280915
211.62367977251.9895049632
21.251.64874430561.9901408253
21.51.67356494951.9907381625
21.751.69813009831.9912993089
221.72242836941.9918264571
22.251.74644861051.9923216671
22.51.77017990611.9927868737
22.751.79361158411.993223895
231.8167332221.9936344384
23.251.8395346531.9940201083
23.51.86200597191.9943824116
23.751.88413754081.9947227641
241.90591999461.9950424956
24.251.92734424611.9953428557
24.51.94840149111.9956250178
24.751.96908321341.9958900845
251.9893811891.9961390917
25.252.00928749091.9963730123
25.52.0287944931.9965927604
25.752.04789487411.9967991946
262.06658162121.9969931216
26.252.08484803381.9971752992
26.52.10268772591.9973464391
26.752.12009463031.9975072103
272.13706299991.9976582408
27.252.15358741161.9978001208
27.52.16966276731.9979334047
27.752.18528429671.9980586134
282.20044755871.9981762361
28.252.21514844281.9982867323
28.52.22938317081.998390534
28.752.24314829731.9984880466
292.25644071061.9985796512
29.252.26925763351.9986657058
29.52.2815966231.9987465466
29.752.2934555711.9988224895
302.30483270331.9988938313
30.252.315726581.9989608506
30.52.32613609391.9990238095
30.752.33606047031.9990829539
312.34549926521.9991385149
31.252.35445236411.9991907097
31.52.36291998061.9992397421
31.752.37090265411.9992858038
322.37840124771.9993290747
32.252.38541694591.9993697241
32.52.39195125231.9994079105
32.752.39800598611.9994437834
332.40358327981.9994774829
33.252.40868557521.9995091406
33.52.41331562071.9995388803
33.752.41747646671.9995668181
342.42117146271.9995930633
34.252.42440425231.9996177183
34.52.42717876931.9996408796
34.752.42949923341.9996626376
352.43137014511.9996830773
35.252.43279628071.9997022787
35.52.43378268791.9997203167
35.752.43433467981.9997372619
362.43445783011.9997531804
36.252.43415796681.9997681344
36.52.43344116711.9997821825
36.752.4323137511.9997953794
372.43078227571.9998077767
37.252.42885352861.9998194229
37.52.42653452171.9998303635
37.752.42383248481.9998406413
382.42075485851.9998502963
38.252.4173092881.9998593664
38.52.41350361591.999867887
38.752.40934587491.9998758913
392.40484428131.9998834107
39.252.40000722731.9998904745
39.52.39484327371.9998971103
39.752.38936114261.9999033441
402.38356970991.9999092001
40.252.37747799751.9999147014
40.52.37109516591.9999198694
40.752.36443050621.9999247243
412.35749343261.999929285
41.252.35029347411.9999335694
41.52.3428402671.9999375942
41.752.33514354691.9999413752
422.32721314041.9999449271
42.252.31905895741.9999482638
42.52.31069098291.9999513983
42.752.30211926931.999954343
432.29335392761.9999571092
43.252.284405121.9999597078
43.52.27528305151.999962149
43.752.26599796211.9999644423
442.25656011841.9999665966
44.252.24697980581.9999686204
44.52.23726732041.9999705216
Hoja2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
Distancia
Variograma
Hoja3
-
Si para una distancia dada d las variables Z(x) y Z(x+h) son no correlacionas entonces el variograma es constanteRango: Distancia a partir de la cual no hay correlacinSill:Varianza de la funcin aleatoria ZVariograma-Rango & Sill
Oscar Rondon
-
Variograma-Rango & Sill
Oscar Rondon
-
COMPORTAMIENTO A PEQUEAS DISTANCIASComportamiento1) DISCONTINUO2) LINEAL3) CUADRTICOPermite estudiar cun rpido puede variar la variable en estudio a pequeas distancias. Bsicamente el variograma presenta las 4 formas siguientes:4) HBRIDOS
Oscar Rondon
-
Comportamiento discontinuo Puede ocurrir que para distancias cercanas a cero el valor del variograma no se aproxima a ceroEfecto pepita o nugget effect
Oscar Rondon
-
Comportamiento discontinuo Interpretacin del nugget effect1) Variable muy irregular a distancias cortas Z(x) y Z(x+h) difieren muchono se aproxima a cero
Oscar Rondon
-
Interpretacin del nugget effect2) Errores de medicin en las variablesComportamiento discontinuo
Oscar Rondon
Grfico1
10
1.23500619480.2350061948
1.44239843390.4423984339
1.62542144240.6254214424
1.78693868060.7869386806
1.9294771430.929477143
2.05526689451.0552668945
2.16627596061.1662759606
2.26424111771.2642411177
2.35069506531.3506950653
2.42699040631.4269904063
2.49432080841.4943208084
2.55373967971.5537396797
2.60617664961.6061766496
2.65245211311.6524521131
2.69329006631.6932900663
2.72932943351.7293294335
2.76113406351.7611340635
2.78920155091.7892015509
2.81397102161.8139710216
2.83583000281.8358300028
2.85512048591.8551204859
2.87214427761.8721442776
2.8871677211.887167721
2.90042586331.9004258633
2.91212613281.9121261328
2.92245158431.9224515843
2.93156376341.9315637634
2.93960523321.9396052332
2.94670180531.9467018053
2.95296450831.9529645083
2.95849132431.9584913243
2.96336872221.9633687222
2.96767301081.9676730108
2.97147153221.9714715322
2.97482371551.9748237155
2.97778200691.9777820069
Valores observados
Valores reales
Distancia
Variograma
Hoja1
0.5024011
0.50.23500619481.2350061948
10.44239843391.4423984339
1.50.62542144241.6254214424
20.78693868061.7869386806
2.50.9294771431.929477143
31.05526689452.0552668945
3.51.16627596062.1662759606
41.26424111772.2642411177
4.51.35069506532.3506950653
51.42699040632.4269904063
5.51.49432080842.4943208084
61.55373967972.5537396797
6.51.60617664962.6061766496
71.65245211312.6524521131
7.51.69329006632.6932900663
81.72932943352.7293294335
8.51.76113406352.7611340635
91.78920155092.7892015509
9.51.81397102162.8139710216
101.83583000282.8358300028
10.51.85512048592.8551204859
111.87214427762.8721442776
11.51.8871677212.887167721
121.90042586332.9004258633
12.51.91212613282.9121261328
131.92245158432.9224515843
13.51.93156376342.9315637634
141.93960523322.9396052332
14.51.94670180532.9467018053
151.95296450832.9529645083
15.51.95849132432.9584913243
161.96336872222.9633687222
16.51.96767301082.9676730108
171.97147153222.9714715322
17.51.97482371552.9748237155
181.97778200692.9777820069
Hoja1
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
Valores observados
Valores reales
Distancia
Variograma
Hoja2
Hoja3
-
Interpretacin del nugget effectComportamiento discontinuo 3) presencia de estructuras o ausencia de valores en distancias inferiores a las que se tomaron las muestras
Oscar Rondon
-
Comportamiento Lineal Comportamiento linealIndica que para distancias pequeas, el variograma tiene un comportamiento lineal.Representa variables continuas pero no diferenciables. As, la propiedad puede cambiar rpidamente de un punto a otro.
Oscar Rondon
Grfico2
00
0.44239843390.5
0.78693868061
1.05526689451.5
1.26424111772
1.42699040632.5
1.55373967973
1.6524521131
1.7293294335
1.7892015509
1.8358300028
1.8721442776
1.9004258633
1.9224515843
1.9396052332
1.9529645083
1.9633687222
1.9714715322
1.9777820069
1.9826966096
1.986524106
1.9895049632
1.9918264571
1.9936344384
1.9950424956
1.9961390917
1.9969931216
1.9976582408
1.9981762361
1.9985796512
1.9988938313
1.9991385149
1.9993290747
1.9994774829
1.9995930633
1.9996830773
1.9997531804
Valores reales
Distancia
Variograma
Hoja1
0.50220110
0.50.44239843391.44239843390.2350061948
10.78693868061.78693868060.4423984339
1.51.05526689452.05526689450.6254214424
21.26424111772.26424111770.7869386806
2.51.42699040632.42699040630.929477143
31.55373967972.55373967971.0552668945
3.51.65245211312.65245211311.1662759606
41.72932943352.72932943351.2642411177
4.51.78920155092.78920155091.3506950653
51.83583000282.83583000281.4269904063
5.51.87214427762.87214427761.4943208084
61.90042586332.90042586331.5537396797
6.51.92245158432.92245158431.6061766496
71.93960523322.93960523321.6524521131
7.51.95296450832.95296450831.6932900663
81.96336872222.96336872221.7293294335
8.51.97147153222.97147153221.7611340635
91.97778200692.97778200691.7892015509
9.51.98269660962.98269660961.8139710216
101.9865241062.9865241061.8358300028
10.51.98950496322.98950496321.8551204859
111.99182645712.99182645711.8721442776
11.51.99363443842.99363443841.887167721
121.99504249562.99504249561.9004258633
12.51.99613909172.99613909171.9121261328
131.99699312162.99699312161.9224515843
13.51.99765824082.99765824081.9315637634
141.99817623612.99817623611.9396052332
14.51.99857965122.99857965121.9467018053
151.99889383132.99889383131.9529645083
15.51.99913851492.99913851491.9584913243
161.99932907472.99932907471.9633687222
16.51.99947748292.99947748291.9676730108
171.99959306332.99959306331.9714715322
17.51.99968307732.99968307731.9748237155
181.99975318042.99975318041.9777820069
Hoja1
00
00
00
00
00
00
00
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
Valores reales
Distancia
Variograma
Hoja2
00
0.50.929477143
11.0552668945
1.51.1662759606
21.4269904063
2.51.4943208084
31.5537396797
3.51.6061766496
41.6524521131
4.51.6932900663
51.7293294335
5.51.7611340635
61.7892015509
6.51.8139710216
71.8358300028
7.51.8551204859
81.8721442776
8.51.887167721
91.9004258633
9.51.9121261328
101.9224515843
10.51.9315637634
111.9396052332
11.51.9467018053
121.9529645083
12.51.9584913243
131.9633687222
13.51.9676730108
141.9714715322
14.51.9748237155
151.9777820069
15.5
16
16.5
17
17.5
18
Hoja3
-
Comportamiento linealLa variabilidad de la propiedad depender de la pendiente de la recta en el origenA mayor pendiente, mayor variabilidadA menor pendiente, menor variabilidadComportamiento Lineal
Oscar Rondon
Grfico2
00
0.44239843390.5
0.78693868061
1.05526689451.5
1.26424111772
1.42699040632.5
1.55373967973
1.6524521131
1.7293294335
1.7892015509
1.8358300028
1.8721442776
1.9004258633
1.9224515843
1.9396052332
1.9529645083
1.9633687222
1.9714715322
1.9777820069
1.9826966096
1.986524106
1.9895049632
1.9918264571
1.9936344384
1.9950424956
1.9961390917
1.9969931216
1.9976582408
1.9981762361
1.9985796512
1.9988938313
1.9991385149
1.9993290747
1.9994774829
1.9995930633
1.9996830773
1.9997531804
Valores reales
Distancia
Variograma
Hoja1
0.50220110
0.50.44239843391.44239843390.2350061948
10.78693868061.78693868060.4423984339
1.51.05526689452.05526689450.6254214424
21.26424111772.26424111770.7869386806
2.51.42699040632.42699040630.929477143
31.55373967972.55373967971.0552668945
3.51.65245211312.65245211311.1662759606
41.72932943352.72932943351.2642411177
4.51.78920155092.78920155091.3506950653
51.83583000282.83583000281.4269904063
5.51.87214427762.87214427761.4943208084
61.90042586332.90042586331.5537396797
6.51.92245158432.92245158431.6061766496
71.93960523322.93960523321.6524521131
7.51.95296450832.95296450831.6932900663
81.96336872222.96336872221.7293294335
8.51.97147153222.97147153221.7611340635
91.97778200692.97778200691.7892015509
9.51.98269660962.98269660961.8139710216
101.9865241062.9865241061.8358300028
10.51.98950496322.98950496321.8551204859
111.99182645712.99182645711.8721442776
11.51.99363443842.99363443841.887167721
121.99504249562.99504249561.9004258633
12.51.99613909172.99613909171.9121261328
131.99699312162.99699312161.9224515843
13.51.99765824082.99765824081.9315637634
141.99817623612.99817623611.9396052332
14.51.99857965122.99857965121.9467018053
151.99889383132.99889383131.9529645083
15.51.99913851492.99913851491.9584913243
161.99932907472.99932907471.9633687222
16.51.99947748292.99947748291.9676730108
171.99959306332.99959306331.9714715322
17.51.99968307732.99968307731.9748237155
181.99975318042.99975318041.9777820069
Hoja1
00
00
00
00
00
00
00
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
Valores reales
Distancia
Variograma
Hoja2
00
0.50.929477143
11.0552668945
1.51.1662759606
21.4269904063
2.51.4943208084
31.5537396797
3.51.6061766496
41.6524521131
4.51.6932900663
51.7293294335
5.51.7611340635
61.7892015509
6.51.8139710216
71.8358300028
7.51.8551204859
81.8721442776
8.51.887167721
91.9004258633
9.51.9121261328
101.9224515843
10.51.9315637634
111.9396052332
11.51.9467018053
121.9529645083
12.51.9584913243
131.9633687222
13.51.9676730108
141.9714715322
14.51.9748237155
151.9777820069
15.5
16
16.5
17
17.5
18
Hoja3
Grfico4
00
0.18176081160.1875
0.35250929220.375
0.51291264550.5625
0.66359765080.75
0.80515311320.9375
0.93813216361.125
1.06305442071.3125
1.18040802091.5
1.29065152581.6875
1.39421571441.875
1.49150526612.0625
1.5829003418
1.6687580698
1.749413941
1.82518312
1.8963616765
1.9632277423
2.0260425979
2.0850516939
2.1404856094
2.1925609538
2.2414812126
2.2874375427
2.3306095196
2.3711658385
2.4092649744
2.4450558003
2.4786781696
2.5102634626
2.5399350995
2.5678090227
2.5939941503
2.6185928012
2.6417010952
2.6634093284
2.6838023263
Valores reales
Distancia
Variograma
Hoja1
00.50380110
0.18750.50.18176081161.18176081160.2350061948
0.37510.35250929221.35250929220.4423984339
0.56251.50.51291264551.51291264550.6254214424
0.7520.66359765081.66359765080.7869386806
0.93752.50.80515311321.80515311320.929477143
1.12530.93813216361.93813216361.0552668945
1.31253.51.06305442072.06305442071.1662759606
1.541.18040802092.18040802091.2642411177
1.68754.51.29065152582.29065152581.3506950653
1.87551.39421571442.39421571441.4269904063
2.06255.51.49150526612.49150526611.4943208084
61.58290034182.58290034181.5537396797
6.51.66875806982.66875806981.6061766496
71.7494139412.7494139411.6524521131
7.51.825183122.825183121.6932900663
81.89636167652.89636167651.7293294335
8.51.96322774232.96322774231.7611340635
92.02604259793.02604259791.7892015509
9.52.08505169393.08505169391.8139710216
102.14048560943.14048560941.8358300028
10.52.19256095383.19256095381.8551204859
112.24148121263.24148121261.8721442776
11.52.28743754273.28743754271.887167721
122.33060951963.33060951961.9004258633
12.52.37116583853.37116583851.9121261328
132.40926497443.40926497441.9224515843
13.52.44505580033.44505580031.9315637634
142.47867816963.47867816961.9396052332
14.52.51026346263.51026346261.9467018053
152.53993509953.53993509951.9529645083
15.52.56780902273.56780902271.9584913243
162.59399415033.59399415031.9633687222
16.52.61859280123.61859280121.9676730108
172.64170109523.64170109521.9714715322
17.52.66340932843.66340932841.9748237155
182.68380232633.68380232631.9777820069
Hoja1
00
00
00
00
00
00
00
00
00
00
00
00
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
Valores reales
Distancia
Variograma
Hoja2
00
0.50.929477143
11.0552668945
1.51.1662759606
21.4269904063
2.51.4943208084
31.5537396797
3.51.6061766496
41.6524521131
4.51.6932900663
51.7293294335
5.51.7611340635
61.7892015509
6.51.8139710216
71.8358300028
7.51.8551204859
81.8721442776
8.51.887167721
91.9004258633
9.51.9121261328
101.9224515843
10.51.9315637634
111.9396052332
11.51.9467018053
121.9529645083
12.51.9584913243
131.9633687222
13.51.9676730108
141.9714715322
14.51.9748237155
151.9777820069
15.5
16
16.5
17
17.5
18
Hoja3
-
Comportamiento CuadrticoComportamiento CuadrticoIndica que para distancias pequeas, el variograma tiene un comportamiento cuadrtico.Representa variables sumamente continuas e infinitamente diferenciables. As, la propiedad NO puede cambiar rpidamente de un punto a otro.
Oscar Rondon
Grfico1
00
0.02489612210.03
0.09835169860.12
0.2167695410.27
0.37448004290.48
0.56419096150.75
0.7775453381.08
1.00572823161.47
1.24006134151.92
1.47253073822.43
1.6962053745
1.905520448
2.0964173643
2.2663484163
2.4141673115
2.5399350995
2.644674513
2.7301046654
2.7983834618
2.8518782998
2.89297802
2.9239517834
2.9468544575
2.9634736384
2.9753107589
2.9835876478
2.9892701
2.9931010614
2.9956375482
2.9972870564
2.9983407469
2.9990019638
2.9994096064
2.9996565221
2.999803475
2.9998894144
2.9999388015
Distancia
Variograma
Hoja1
00.5033001100
0.050.50.04958563851.04958563850.02489612210.03
0.110.09835169861.09835169860.09835169860.12
0.151.50.14631172651.14631172650.2167695410.27
0.220.19347904491.19347904490.37448004290.48
0.252.50.23986675611.23986675610.56419096150.75
0.330.28548774591.28548774590.7775453381.08
0.353.50.3303546871.3303546871.00572823161.47
0.440.37448004291.37448004291.24006134151.92
0.454.50.41787607071.41787607071.47253073822.43
0.550.46055482531.46055482531.69620537453
0.555.50.50252816221.50252816221.9055204483.63
60.54380774081.54380774082.09641736434.32
6.50.58440502791.58440502792.26634841635.07
70.6243313011.6243313012.41416731155.88
7.50.66359765081.66359765082.53993509956.75
80.70221498491.70221498492.6446745137.68
8.50.74019403061.74019403062.73010466548.67
90.7775453381.7775453382.79838346189.72
9.50.81427928251.81427928252.851878299810.83
100.85040606831.85040606832.8929780212
10.50.88593573081.88593573082.923951783413.23
110.92087813971.92087813972.946854457514.52
11.50.95524300141.95524300142.963473638415.87
120.98903986191.98903986192.975310758917.28
12.51.02227810942.02227810942.983587647818.75
131.0549669772.0549669772.989270120.28
13.51.08711554512.08711554512.993101061421.87
141.11873274422.11873274422.995637548223.52
14.51.14982735692.14982735692.997287056425.23
151.18040802092.18040802092.998340746927
15.51.21048323092.21048323092.999001963828.83
161.24006134152.24006134152.999409606430.72
16.51.26915056892.26915056892.999656522132.67
171.29775899362.29775899362.99980347534.68
17.51.32589456272.32589456272.999889414436.75
181.35356509172.35356509172.999938801538.88
Hoja1
Distancia
Variograma
Hoja2
0.5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
Hoja3
-
Comportamiento Hbrido: Variacin ms suave a distancias cortasVariacin ms fuerte a distancias grandesIndica presencia de estructuras actuando a diferentes escalasComportamiento Hbrido
Oscar Rondon
Grfico2
0
0.4697667859
1.4334303133
2.559033789
3.542055892
4.2449976698
4.6888517265
4.9635396394
5.1522437556
5.3048164815
5.4434829665
5.5758884757
5.7039754232
5.8279413843
5.947555233
6.0624999712
6.1724444423
6.2770555554
6.376
6.4689444444
6.5555555556
6.6355
6.7084444444
6.7740555556
6.832
6.8819444444
6.9235555556
6.9565
6.9804444444
6.9950555556
7
7
7
7
7
7
7
Distancia
Variograma
Hoja1
00.5033001100
0.050.50.04958563851.04958563850.02489612210.03
0.110.09835169861.09835169860.09835169860.12
0.151.50.14631172651.14631172650.2167695410.27
0.220.19347904491.19347904490.37448004290.48
0.252.50.23986675611.23986675610.56419096150.75
0.330.28548774591.28548774590.7775453381.08
0.353.50.3303546871.3303546871.00572823161.47
0.440.37448004291.37448004291.24006134151.92
0.454.50.41787607071.41787607071.47253073822.43
0.550.46055482531.46055482531.69620537453
0.555.50.50252816221.50252816221.9055204483.63
60.54380774081.54380774082.09641736434.32
6.50.58440502791.58440502792.26634841635.07
70.6243313011.6243313012.41416731155.88
7.50.66359765081.66359765082.53993509956.75
80.70221498491.70221498492.6446745137.68
8.50.74019403061.74019403062.73010466548.67
90.7775453381.7775453382.79838346189.72
9.50.81427928251.81427928252.851878299810.83
100.85040606831.85040606832.8929780212
10.50.88593573081.88593573082.923951783413.23
110.92087813971.92087813972.946854457514.52
11.50.95524300141.95524300142.963473638415.87
120.98903986191.98903986192.975310758917.28
12.51.02227810942.02227810942.983587647818.75
131.0549669772.0549669772.989270120.28
13.51.08711554512.08711554512.993101061421.87
141.11873274422.11873274422.995637548223.52
14.51.14982735692.14982735692.997287056425.23
151.18040802092.18040802092.998340746927
15.51.21048323092.21048323092.999001963828.83
161.24006134152.24006134152.999409606430.72
16.51.26915056892.26915056892.999656522132.67
171.29775899362.29775899362.99980347534.68
17.51.32589456272.32589456272.999889414436.75
181.35356509172.35356509172.999938801538.88
Hoja2
0.5043031500
0.50.31982234150.14994444440.4697667859
11.13387475770.29955555561.4334303133
1.52.1105337890.44852.559033789
22.94561144750.59644444443.542055892
2.53.50194211420.74305555564.2449976698
33.80085172650.8884.6888517265
3.53.9325951951.03094444444.9635396394
43.98068821.17155555565.1522437556
4.53.99531648151.30955.3048164815
53.99903852211.44444444445.4434829665
5.53.99983292021.57605555565.5758884757
63.99997542321.7045.7039754232
6.53.99999693981.82794444445.8279413843
73.99999967751.94755555565.947555233
7.53.99999997122.06256.0624999712
83.99999999782.17244444446.1724444423
8.53.99999999992.27705555566.2770555554
942.3766.376
9.542.46894444446.4689444444
1042.55555555566.5555555556
10.542.63556.6355
1142.70844444446.7084444444
11.542.77405555566.7740555556
1242.8326.832
12.542.88194444446.8819444444
1342.92355555566.9235555556
13.542.95656.9565
1442.98044444446.9804444444
14.542.99505555566.9950555556
15437
15.5437
16437
16.5437
17437
17.5437
18437
Hoja2
Distancia
Variograma
Hoja3
-
Comportamiento-grandes distanciasNO TODOS LOS VARIOGRAMAS POSEEN UN RANGO Y UN SILL FINITOINDICA LA PRESENCIA DE UNA DERIVA O DRIFTVARIABLE NO ESTACIONARIAComportamiento a grandes distancias :
Oscar Rondon
Grfico1
000
1.170513730.0131529830.1725
1.54450212640.04580134690.345
1.81645655110.09502601480.5175
2.0379827740.15948955340.69
2.22825307250.23832536420.8625
2.39682878880.33089980281.035
2.54926937250.43671763521.2075
2.68913439230.55537488231.38
2.81886005910.68653198361.5525
2.94019755630.82989712031.725
3.0544539810.98521517131.8975
3.16263454761.15226003882.07
3.26553131811.33082910972.2425
3.36378110381.52073913342.415
3.45790466811.72182307582.5875
3.54833410381.93392766652.76
3.63543246192.1569114512.9325
3.71950814732.39064322023.105
3.80082568852.63500072683.2775
3.87961393482.88986962233.45
3.95607239253.1551425693.6225
4.03037619113.43071848943.795
4.10268002293.71650192823.9675
4.17312130444.01240250354.14
4.24182273784.31833443344.3125
4.30889440714.63421612444.485
4.37443550624.95996981064.6575
4.43853577655.29552123684.83
4.50127671025.64079937895.0025
4.56273256425.99573619435.175
4.62297122066.36026640095.3475
4.682054926.73432727795.52
4.74004089127.11785848765.6925
4.79698189257.51080191455.865
4.85292668197.91310151966.0375
4.90792042468.32470320816.21
4.96200504998.74555470966.3825
5.01521956359.17560546816.555
5.06760032249.61480654166.7275
5.119181277710.06311051036.9
5.169994189310.52047139177.0725
5.220068817510.98684456287.245
5.269433092611.46218668837.4175
5.318113267511.94645565397.59
5.366134054112.43961050487.7625
5.413518745612.94161138837.935
5.460289326813.45241950098.1075
5.506466573813.97199703828.28
5.552070144214.50030714968.4525
5.597118658715.03731389418.625
5.641629775215.58298220078.7975
5.685620256816.13727783028.97
5.729106032816.70016733999.1425
5.772102255517.27161805019.315
5.814623351617.85159801299.4875
5.856683069418.44007598279.66
5.89829452219.03702138839.8325
5.939470227719.642404306810.005
5.980222146320.256195438910.1775
6.020561713220.878366085310.35
6.060499870721.508888124410.5225
6.100047096822.14773399210.695
6.139213432422.794876660510.8675
6.178008505723.450289620711.04
6.216441555624.113946863611.2125
6.254521453324.785822863411.385
s=2.5, p=0.4
s=0.4, p=1.8
s=1.15, p=1
Distancia
Variograma
Hoja1
00001.15
0.151.170513730.0131529830.1725
0.31.54450212640.04580134690.345
0.451.81645655110.09502601480.5175
0.62.0379827740.15948955340.69
0.752.22825307250.23832536420.8625
0.92.39682878880.33089980281.035
1.052.54926937250.43671763521.2075
1.22.68913439230.55537488231.38
1.352.81886005910.68653198361.5525
1.52.94019755630.82989712031.725
1.653.0544539810.98521517131.8975
1.83.16263454761.15226003882.07
1.953.26553131811.33082910972.2425
2.13.36378110381.52073913342.415
2.253.45790466811.72182307582.5875
2.43.54833410381.93392766652.76
2.553.63543246192.1569114512.9325
2.73.71950814732.39064322023.105
2.853.80082568852.63500072683.2775
33.87961393482.88986962233.45
3.153.95607239253.1551425693.6225
3.34.03037619113.43071848943.795
3.454.10268002293.71650192823.9675
3.64.17312130444.01240250354.14
3.754.24182273784.31833443344.3125
3.94.30889440714.63421612444.485
4.054.37443550624.95996981064.6575
4.24.43853577655.29552123684.83
4.354.50127671025.64079937895.0025
4.54.56273256425.99573619435.175
4.654.62297122066.36026640095.3475
4.84.682054926.73432727795.52
4.954.74004089127.11785848765.6925
5.14.79698189257.51080191455.865
5.254.85292668197.91310151966.0375
5.44.90792042468.32470320816.21
5.554.96200504998.74555470966.3825
5.75.01521956359.17560546816.555
5.855.06760032249.61480654166.7275
65.119181277710.06311051036.9
6.155.169994189310.52047139177.0725
6.35.220068817510.98684456287.245
6.455.269433092611.46218668837.4175
6.65.318113267511.94645565397.59
6.755.366134054112.43961050487.7625
6.95.413518745612.94161138837.935
7.055.460289326813.45241950098.1075
7.25.506466573813.97199703828.28
7.355.552070144214.50030714968.4525
7.55.597118658715.03731389418.625
7.655.641629775215.58298220078.7975
7.85.685620256816.13727783028.97
7.955.729106032816.70016733999.1425
8.15.772102255517.27161805019.315
8.255.814623351617.85159801299.4875
8.45.856683069418.44007598279.66
8.555.89829452219.03702138839.8325
8.75.939470227719.642404306810.005
8.855.980222146320.256195438910.1775
96.020561713220.878366085310.35
9.156.060499870721.508888124410.5225
9.36.100047096822.14773399210.695
9.456.139213432422.794876660510.8675
9.66.178008505723.450289620711.04
9.756.216441555624.113946863611.2125
9.96.254521453324.785822863411.385
10.0511.535
10.211.685
10.3511.835
10.511.985
10.6512.135
10.812.285
10.9512.435
11.112.585
11.2512.735
11.412.885
11.5513.035
11.713.185
11.8513.335
1213.485
Hoja1
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
s=2.5, =0.4
s=0.4, =1.8
s=1.15, =1
Distancia
Variograma
Hoja2
Hoja3
-
Comportamiento-grandes distancias
Oscar Rondon
-
D1=E-OD2=N-SComportamiento-grandes distancias
Oscar Rondon
-
AnisotropasAnisotropas :Generalmente cuando el variograma experimental es calculado en distintas direcciones presenta distintos comportamientos con la variacin de la distancia.Anisotropa GeomtricaAnisotropa ZonalAnisotropa Hbrida
Oscar Rondon
-
Anisotropa GeomtricaAnisotropa Geomtrica :Es aquella en la que el variograma en distintas direcciones presenta el mismo sill pero rangos distintosMayor continuidad espacial en la direccin de mayor rangoMenor continuidad espacial en la direccin de menor rango
Oscar Rondon
Grfico4
0.09802640210
0.43260216510.0331120955
0.72057419310.1534236383
0.96843401450.2678675179
1.18176893990.3767299036
1.36538801180.4802830082
1.52343041160.5787857682
1.65945876570.672484492
1.77653945520.761613475
1.87731173840.8463955863
1.96404724640.9270428252
2.038701191.0037568518
2.10295643471.0767294913
2.15826143641.1461432131
2.20586289241.2121715877
2.24683384541.2749797205
2.28209787131.3347246645
2.31244989981.3915558133
2.33857413281.4456152742
2.36105946851.497038224
2.38041277631.5459532471
2.39707032271.5924826563
2.41140760571.6367427994
2.42374781961.6788443499
2.43436914011.7188925835
2.44351099541.7569876417
2.45137946311.793224782
2.45815191611.8276946162
2.46398102041.8604833366
2.46899817691.8916729324
2.47331648361.9213413935
2.47703328461.9495629068
2.48023236491.9764080406
2.48298583882.0019439218
2.48535577572.0262344034
2.48739559942.0493402242
2.48915129182.0713191608
2.49066243032.092226172
2.49196307932.1121135363
2.49308255832.1310309823
2.49404610272.1490258137
2.49487543312.1661430267
2.49558924442.1824254234
2.49620362752.1979137183
2.49673243192.2126466401
2.49718757812.2266610289
2.4975793262.2399919278
2.49791650662.2526726711
2.49820672062.2647349673
2.49845651012.2762089783
2.49867150592.2871233952
2.49885655462.2975055098
2.49901582742.3073812826
2.49915291482.3167754083
2.4992709072.3257113771
2.49937246382.3342115335
2.49945987462.3422971324
2.49953510982.349988392
2.49959986532.3573045445
2.49965560092.364263884
2.49970357292.3708838125
2.49974486282.3771808832
2.49978040142.3831708422
2.49981098972.3888686675
2.49983731742.3942886065
2.49985997782.399444212
2.49987948172.4043483757
2.4998962692.4090133605
2.49991071792.4134508312
2.49992315422.417671884
2.49993385822.4216870736
2.49994307122.4255064401
2.49995100092.4291395339
2.49995782612.4325954396
2.49996370062.4358827988
2.49996875682.4390098316
2.49997310872.4419843572
2.49997685452.4448138135
2.49998007852.4475052756
2.49998285342.4500654735
11.892.4525008091
N-S
E-O
Distancia
Variograma
Hoja1
000
0.040.09802640210.0331120955
0.190.43260216510.1534236383
0.340.72057419310.2678675179
0.490.96843401450.3767299036
0.641.18176893990.4802830082
0.791.36538801180.5787857682
0.941.52343041160.672484492
1.091.65945876570.761613475
1.241.77653945520.8463955863
1.391.87731173840.9270428252
1.541.96404724641.0037568518
1.692.038701191.0767294913
1.842.10295643471.1461432131
1.992.15826143641.2121715877
2.142.20586289241.2749797205
2.292.24683384541.3347246645
2.442.28209787131.3915558133
2.592.31244989981.4456152742
2.742.33857413281.497038224
2.892.36105946851.5459532471
3.042.38041277631.5924826563
3.192.39707032271.6367427994
3.342.41140760571.6788443499
3.492.42374781961.7188925835
3.642.43436914011.7569876417
3.792.44351099541.793224782
3.942.45137946311.8276946162
4.092.45815191611.8604833366
4.242.46398102041.8916729324
4.392.46899817691.9213413935
4.542.47331648361.9495629068
4.692.47703328461.9764080406
4.842.48023236492.0019439218
4.992.48298583882.0262344034
5.142.48535577572.0493402242
5.292.48739559942.0713191608
5.442.48915129182.092226172
5.592.49066243032.1121135363
5.742.49196307932.1310309823
5.892.49308255832.1490258137
6.042.49404610272.1661430267
6.192.49487543312.1824254234
6.342.49558924442.1979137183
6.492.49620362752.2126466401
6.642.49673243192.2266610289
6.792.49718757812.2399919278
6.942.4975793262.2526726711
7.092.49791650662.2647349673
7.242.49820672062.2762089783
7.392.49845651012.2871233952
7.542.49867150592.2975055098
7.692.49885655462.3073812826
7.842.49901582742.3167754083
7.992.49915291482.3257113771
8.142.4992709072.3342115335
8.292.49937246382.3422971324
8.442.49945987462.349988392
8.592.49953510982.3573045445
8.742.49959986532.364263884
8.892.49965560092.3708838125
9.042.49970357292.3771808832
9.192.49974486282.3831708422
9.342.49978040142.3888686675
9.492.49981098972.3942886065
9.642.49983731742.399444212
9.792.49985997782.4043483757
9.942.49987948172.4090133605
10.092.4998962692.4134508312
10.242.49991071792.417671884
10.392.49992315422.4216870736
10.542.49993385822.4255064401
10.692.49994307122.4291395339
10.842.49995100092.4325954396
10.992.49995782612.4358827988
11.142.49996370062.4390098316
11.292.49996875682.4419843572
11.442.49997310872.4448138135
11.592.49997685452.4475052756
11.742.49998007852.4500654735
11.892.49998285342.4525008091
Hoja1
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
N-S
E-O
Distancia
Variograma
Hoja2
Hoja3
-
Anisotropa Geomtrica
Oscar Rondon
Grfico4
0.09802640210
0.43260216510.0331120955
0.72057419310.1534236383
0.96843401450.2678675179
1.18176893990.3767299036
1.36538801180.4802830082
1.52343041160.5787857682
1.65945876570.672484492
1.77653945520.761613475
1.87731173840.8463955863
1.96404724640.9270428252
2.038701191.0037568518
2.10295643471.0767294913
2.15826143641.1461432131
2.20586289241.2121715877
2.24683384541.2749797205
2.28209787131.3347246645
2.31244989981.3915558133
2.33857413281.4456152742
2.36105946851.497038224
2.38041277631.5459532471
2.39707032271.5924826563
2.41140760571.6367427994
2.42374781961.6788443499
2.43436914011.7188925835
2.44351099541.7569876417
2.45137946311.793224782
2.45815191611.8276946162
2.46398102041.8604833366
2.46899817691.8916729324
2.47331648361.9213413935
2.47703328461.9495629068
2.48023236491.9764080406
2.48298583882.0019439218
2.48535577572.0262344034
2.48739559942.0493402242
2.48915129182.0713191608
2.49066243032.092226172
2.49196307932.1121135363
2.49308255832.1310309823
2.49404610272.1490258137
2.49487543312.1661430267
2.49558924442.1824254234
2.49620362752.1979137183
2.49673243192.2126466401
2.49718757812.2266610289
2.4975793262.2399919278
2.49791650662.2526726711
2.49820672062.2647349673
2.49845651012.2762089783
2.49867150592.2871233952
2.49885655462.2975055098
2.49901582742.3073812826
2.49915291482.3167754083
2.4992709072.3257113771
2.49937246382.3342115335
2.49945987462.3422971324
2.49953510982.349988392
2.49959986532.3573045445
2.49965560092.364263884
2.49970357292.3708838125
2.49974486282.3771808832
2.49978040142.3831708422
2.49981098972.3888686675
2.49983731742.3942886065
2.49985997782.399444212
2.49987948172.4043483757
2.4998962692.4090133605
2.49991071792.4134508312
2.49992315422.417671884
2.49993385822.4216870736
2.49994307122.4255064401
2.49995100092.4291395339
2.49995782612.4325954396
2.49996370062.4358827988
2.49996875682.4390098316
2.49997310872.4419843572
2.49997685452.4448138135
2.49998007852.4475052756
2.49998285342.4500654735
11.892.4525008091
N-S
E-O
Distancia
Variograma
Hoja1
000
0.040.09802640210.0331120955
0.190.43260216510.1534236383
0.340.72057419310.2678675179
0.490.96843401450.3767299036
0.641.18176893990.4802830082
0.791.36538801180.5787857682
0.941.52343041160.672484492
1.091.65945876570.761613475
1.241.77653945520.8463955863
1.391.87731173840.9270428252
1.541.96404724641.0037568518
1.692.038701191.0767294913
1.842.10295643471.1461432131
1.992.15826143641.2121715877
2.142.20586289241.2749797205
2.292.24683384541.3347246645
2.442.28209787131.3915558133
2.592.31244989981.4456152742
2.742.33857413281.497038224
2.892.36105946851.5459532471
3.042.38041277631.5924826563
3.192.39707032271.6367427994
3.342.41140760571.6788443499
3.492.42374781961.7188925835
3.642.43436914011.7569876417
3.792.44351099541.793224782
3.942.45137946311.8276946162
4.092.45815191611.8604833366
4.242.46398102041.8916729324
4.392.46899817691.9213413935
4.542.47331648361.9495629068
4.692.47703328461.9764080406
4.842.48023236492.0019439218
4.992.48298583882.0262344034
5.142.48535577572.0493402242
5.292.48739559942.0713191608
5.442.48915129182.092226172
5.592.49066243032.1121135363
5.742.49196307932.1310309823
5.892.49308255832.1490258137
6.042.49404610272.1661430267
6.192.49487543312.1824254234
6.342.49558924442.1979137183
6.492.49620362752.2126466401
6.642.49673243192.2266610289
6.792.49718757812.2399919278
6.942.4975793262.2526726711
7.092.49791650662.2647349673
7.242.49820672062.2762089783
7.392.49845651012.2871233952
7.542.49867150592.2975055098
7.692.49885655462.3073812826
7.842.49901582742.3167754083
7.992.49915291482.3257113771
8.142.4992709072.3342115335
8.292.49937246382.3422971324
8.442.49945987462.349988392
8.592.49953510982.3573045445
8.742.49959986532.364263884
8.892.49965560092.3708838125
9.042.49970357292.3771808832
9.192.49974486282.3831708422
9.342.49978040142.3888686675
9.492.49981098972.3942886065
9.642.49983731742.399444212
9.792.49985997782.4043483757
9.942.49987948172.4090133605
10.092.4998962692.4134508312
10.242.49991071792.417671884
10.392.49992315422.4216870736
10.542.49993385822.4255064401
10.692.49994307122.4291395339
10.842.49995100092.4325954396
10.992.49995782612.4358827988
11.142.49996370062.4390098316
11.292.49996875682.4419843572
11.442.49997310872.4448138135
11.592.49997685452.4475052756
11.742.49998007852.4500654735
11.892.49998285342.4525008091
Hoja1
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
N-S
E-O
Distancia
Variograma
Hoja2
Hoja3
-
Anisotropa Geomtrica
Oscar Rondon
-
Anisotropa Zonal :Es aquella en la que el variograma en distintas direcciones presenta el mismo rango pero diferente sillPresencia de diferentes estructuras Anisotropa Zonal
Oscar Rondon
Grfico3
0.11763168250
0.51912259820.039471376
0.86468903170.1784590509
1.16212081740.3042202998
1.41812272790.4180137835
1.63846561420.5209783855
1.82811649390.6141446101
1.99135051890.6984448963
2.13184734620.7747229495
2.25277408610.8437421863
2.35685669570.9061933743
2.4464414280.962701546
2.52354772171.0138322541
2.58991372371.0600972321
2.64703547091.1019595153
2.69620061441.1398380756
2.73851744561.1741120142
2.77493987971.2051243564
2.80628895931.233185484
2.83327136221.2585762422
2.85649533151.2815507504
2.87648438721.302338945
2.89368912681.3211488813
2.90849738351.3381688156
2.92124296811.3535690889
2.93221319441.3675038325
2.94165535581.3801125099
2.94978229931.391521313
2.95677722451.401844425
2.96279781231.4111851629
2.96797978031.4196370121
2.97243994151.4272845615
2.97627883781.4342043504
2.97958300651.4404656343
2.98242693091.4461310783
2.98487471921.4512573839
2.98698155021.4558958571
2.98879491641.4600929213
2.99035569521.4638905819
2.99169906991.4673268474
2.99285532331.4704361089
2.99385051971.4732494851
2.99470709331.4757951332
2.9954443531.4780985308
2.99607891831.4801827312
2.99662509371.4820685936
2.99709519121.4837749926
2.99749980791.4853190062
2.99784806471.4867160874
2.99814781211.4879802189
2.99840580711.4891240523
2.99862786551.4901590355
2.99881899291.4910955271
2.99898349771.4919428998
2.99912508841.4927096342
2.99924695661.4934034043
2.99935184951.4940311533
2.99944213171.4945991642
2.99951983831.4951131217
2.9995867211.4955781696
2.99964428751.4959989624
2.99969383541.4963797115
2.99973648171.4967242275
2.99977318771.4970359585
2.99980478081.4973180243
2.99983197331.497573248
2.99985537811.497804184
2.99987552281.4980131435
2.99989286151.4982022179
2.9999077851.4983732995
2.99992062981.4985281005
2.99993168541.4986681703
2.99994120111.4987949106
2.99994939131.4989095901
2.99995644071.4990133563
2.99996250821.4991072478
2.99996773051.4991922044
2.99997222541.4992690764
2.99997609421.4993386329
2.99997942411.4994015703
11.891.4994585184
N-S
E-O
Distancia
Variograma
Hoja1
000
0.040.11763168250.039471376
0.190.51912259820.1784590509
0.340.86468903170.3042202998
0.491.16212081740.4180137835
0.641.41812272790.5209783855
0.791.63846561420.6141446101
0.941.82811649390.6984448963
1.091.99135051890.7747229495
1.242.13184734620.8437421863
1.392.25277408610.9061933743
1.542.35685669570.962701546
1.692.4464414281.0138322541
1.842.52354772171.0600972321
1.992.58991372371.1019595153
2.142.64703547091.1398380756
2.292.69620061441.1741120142
2.442.73851744561.2051243564
2.592.77493987971.233185484
2.742.80628895931.2585762422
2.892.83327136221.2815507504
3.042.85649533151.302338945
3.192.87648438721.3211488813
3.342.89368912681.3381688156
3.492.90849738351.3535690889
3.642.92124296811.3675038325
3.792.93221319441.3801125099
3.942.94165535581.391521313
4.092.94978229931.401844425
4.242.95677722451.4111851629
4.392.96279781231.4196370121
4.542.96797978031.4272845615
4.692.97243994151.4342043504
4.842.97627883781.4404656343
4.992.97958300651.4461310783
5.142.98242693091.4512573839
5.292.98487471921.4558958571
5.442.98698155021.4600929213
5.592.98879491641.4638905819
5.742.99035569521.4673268474
5.892.99169906991.4704361089
6.042.99285532331.4732494851
6.192.99385051971.4757951332
6.342.99470709331.4780985308
6.492.9954443531.4801827312
6.642.99607891831.4820685936
6.792.99662509371.4837749926
6.942.99709519121.4853190062
7.092.99749980791.4867160874
7.242.99784806471.4879802189
7.392.99814781211.4891240523
7.542.99840580711.4901590355
7.692.99862786551.4910955271
7.842.99881899291.4919428998
7.992.99898349771.4927096342
8.142.99912508841.4934034043
8.292.99924695661.4940311533
8.442.99935184951.4945991642
8.592.99944213171.4951131217
8.742.99951983831.4955781696
8.892.9995867211.4959989624
9.042.99964428751.4963797115
9.192.99969383541.4967242275
9.342.99973648171.4970359585
9.492.99977318771.4973180243
9.642.99980478081.497573248
9.792.99983197331.497804184
9.942.99985537811.4980131435
10.092.99987552281.4982022179
10.242.99989286151.4983732995
10.392.9999077851.4985281005
10.542.99992062981.4986681703
10.692.99993168541.4987949106
10.842.99994120111.4989095901
10.992.99994939131.4990133563
11.142.99995644071.4991072478
11.292.99996250821.4991922044
11.442.99996773051.4992690764
11.592.99997222541.4993386329
11.742.99997609421.4994015703
11.892.99997942411.4994585184
Hoja1
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
N-S
E-O
Distancia
Variograma
Hoja2
Hoja3
-
Anisotropa Zonal
Oscar Rondon
Grfico3
0.11763168250
0.51912259820.039471376
0.86468903170.1784590509
1.16212081740.3042202998
1.41812272790.4180137835
1.63846561420.5209783855
1.82811649390.6141446101
1.99135051890.6984448963
2.13184734620.7747229495
2.25277408610.8437421863
2.35685669570.9061933743
2.4464414280.962701546
2.52354772171.0138322541
2.58991372371.0600972321
2.64703547091.1019595153
2.69620061441.1398380756
2.73851744561.1741120142
2.77493987971.2051243564
2.80628895931.233185484
2.83327136221.2585762422
2.85649533151.2815507504
2.87648438721.302338945
2.89368912681.3211488813
2.90849738351.3381688156
2.92124296811.3535690889
2.93221319441.3675038325
2.94165535581.3801125099
2.94978229931.391521313
2.95677722451.401844425
2.96279781231.4111851629
2.96797978031.4196370121
2.97243994151.4272845615
2.97627883781.4342043504
2.97958300651.4404656343
2.98242693091.4461310783
2.98487471921.4512573839
2.98698155021.4558958571
2.98879491641.4600929213
2.99035569521.4638905819
2.99169906991.4673268474
2.99285532331.4704361089
2.99385051971.4732494851
2.99470709331.4757951332
2.9954443531.4780985308
2.99607891831.4801827312
2.99662509371.4820685936
2.99709519121.4837749926
2.99749980791.4853190062
2.99784806471.4867160874
2.99814781211.4879802189
2.99840580711.4891240523
2.99862786551.4901590355
2.99881899291.4910955271
2.99898349771.4919428998
2.99912508841.4927096342
2.99924695661.4934034043
2.99935184951.4940311533
2.99944213171.4945991642
2.99951983831.4951131217
2.9995867211.4955781696
2.99964428751.4959989624
2.99969383541.4963797115
2.99973648171.4967242275
2.99977318771.4970359585
2.99980478081.4973180243
2.99983197331.497573248
2.99985537811.497804184
2.99987552281.4980131435
2.99989286151.4982022179
2.9999077851.4983732995
2.99992062981.4985281005
2.99993168541.4986681703
2.99994120111.4987949106
2.99994939131.4989095901
2.99995644071.4990133563
2.99996250821.4991072478
2.99996773051.4991922044
2.99997222541.4992690764
2.99997609421.4993386329
2.99997942411.4994015703
11.891.4994585184
N-S
E-O
Distancia
Variograma
Hoja1
000
0.040.11763168250.039471376
0.190.51912259820.1784590509
0.340.86468903170.3042202998
0.491.16212081740.4180137835
0.641.41812272790.5209783855
0.791.63846561420.6141446101
0.941.82811649390.6984448963
1.091.99135051890.7747229495
1.242.13184734620.8437421863
1.392.25277408610.9061933743
1.542.35685669570.962701546
1.692.4464414281.0138322541
1.842.52354772171.0600972321
1.992.58991372371.1019595153
2.142.64703547091.1398380756
2.292.69620061441.1741120142
2.442.73851744561.2051243564
2.592.77493987971.233185484
2.742.80628895931.2585762422
2.892.83327136221.2815507504
3.042.85649533151.302338945
3.192.87648438721.3211488813
3.342.89368912681.3381688156
3.492.90849738351.3535690889
3.642.92124296811.3675038325
3.792.93221319441.3801125099
3.942.94165535581.391521313
4.092.94978229931.401844425
4.242.95677722451.4111851629
4.392.96279781231.4196370121
4.542.96797978031.4272845615
4.692.97243994151.4342043504
4.842.97627883781.4404656343
4.992.97958300651.4461310783
5.142.98242693091.4512573839
5.292.98487471921.4558958571
5.442.98698155021.4600929213
5.592.98879491641.4638905819
5.742.99035569521.4673268474
5.892.99169906991.4704361089
6.042.99285532331.4732494851
6.192.99385051971.4757951332
6.342.99470709331.4780985308
6.492.9954443531.4801827312
6.642.99607891831.4820685936
6.792.99662509371.4837749926
6.942.99709519121.4853190062
7.092.99749980791.4867160874
7.242.99784806471.4879802189
7.392.99814781211.4891240523
7.542.99840580711.4901590355
7.692.99862786551.4910955271
7.842.99881899291.4919428998
7.992.99898349771.4927096342
8.142.99912508841.4934034043
8.292.99924695661.4940311533
8.442.99935184951.4945991642
8.592.99944213171.4951131217
8.742.99951983831.4955781696
8.892.9995867211.4959989624
9.042.99964428751.4963797115
9.192.99969383541.4967242275
9.342.99973648171.4970359585
9.492.99977318771.4973180243
9.642.99980478081.497573248
9.792.99983197331.497804184
9.942.99985537811.4980131435
10.092.99987552281.4982022179
10.242.99989286151.4983732995
10.392.9999077851.4985281005
10.542.99992062981.4986681703
10.692.99993168541.4987949106
10.842.99994120111.4989095901
10.992.99994939131.4990133563
11.142.99995644071.4991072478
11.292.99996250821.4991922044
11.442.99996773051.4992690764
11.592.99997222541.4993386329
11.742.99997609421.4994015703
11.892.99997942411.4994585184
Hoja1
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
N-S
E-O
Distancia
Variograma
Hoja2
Hoja3
-
Anisotropa Hbrida :Es aquella en la que el variograma en distintas direcciones presenta rangos diferentes y distintos sill.Presencia de diferentes estructuras Caracterstico de variogramas horizontales y verticalesAnisotropa Hbrida
Oscar Rondon
Grfico3
00
0.00532622850.598
0.0212199591.184
0.04742858051.746
0.08353850582.272
0.12898602992.75
0.18307196793.168
0.24497954193.514
0.31379487843.776
0.38852939633.942
0.46814332334
0.55156956164
0.63773714564
0.72559358434
0.81412545644
0.90237672784
0.98946437324
1.07459100844
1.15705437044
1.23625360314
1.31169242634
1.38297936994
1.44982533924
1.51203884964
1.56951931374
1.62224879434
1.67028264324
1.71373943584
1.75279058964
1.78765001364
1.81856409344
1.84580226184
1.86964835074
1.89039286644
1.90832627624
1.92373334694
1.93688853434
Distancia
Variograma
Hoja1
00.5033001100
0.050.50.04958563851.04958563850.02489612210.03
0.110.09835169861.09835169860.09835169860.12
0.151.50.14631172651.14631172650.2167695410.27
0.220.19347904491.19347904490.37448004290.48
0.252.50.23986675611.23986675610.56419096150.75
0.330.28548774591.28548774590.7775453381.08
0.353.50.3303546871.3303546871.00572823161.47
0.440.37448004291.37448004291.24006134151.92
0.454.50.41787607071.41787607071.47253073822.43
0.550.46055482531.46055482531.69620537453
0.555.50.50252816221.50252816221.9055204483.63
60.54380774081.54380774082.09641736434.32
6.50.58440502791.58440502792.26634841635.07
70.6243313011.6243313012.41416731155.88
7.50.66359765081.66359765082.53993509956.75
80.70221498491.70221498492.6446745137.68
8.50.74019403061.74019403062.73010466548.67
90.7775453381.7775453382.79838346189.72
9.50.81427928251.81427928252.851878299810.83
100.85040606831.85040606832.8929780212
10.50.88593573081.88593573082.923951783413.23
110.92087813971.92087813972.946854457514.52
11.50.95524300141.95524300142.963473638415.87
120.98903986191.98903986192.975310758917.28
12.51.02227810942.02227810942.983587647818.75
131.0549669772.0549669772.989270120.28
13.51.08711554512.08711554512.993101061421.87
141.11873274422.11873274422.995637548223.52
14.51.14982735692.14982735692.997287056425.23
151.18040802092.18040802092.998340746927
15.51.21048323092.21048323092.999001963828.83
161.24006134152.24006134152.999409606430.72
16.51.26915056892.26915056892.999656522132.67
171.29775899362.29775899362.99980347534.68
17.51.32589456272.32589456272.999889414436.75
181.35356509172.35356509172.999938801538.88
Hoja2
0.2021504200
0.20.00532622850.5980.6033262285
0.40.0212199591.1841.205219959
0.60.04742858051.7461.7934285805
0.80.08353850582.2722.3555385058
10.12898602992.752.8789860299
1.20.18307196793.1683.3510719679
1.40.24497954193.5143.7589795419
1.60.31379487843.7764.0897948784
1.80.38852939633.9424.3305293963
20.468143323344.4681433233
2.20.551569561644.5515695616
2.40.637737145644.6377371456
2.60.725593584344.7255935843
2.80.814125456444.8141254564
30.902376727844.9023767278
3.20.989464373244.9894643732
3.41.074591008445.0745910084
3.61.157054370445.1570543704
3.81.236253603145.2362536031
41.311692426345.3116924263
4.21.382979369945.3829793699
4.41.449825339245.4498253392
4.61.512038849645.5120388496
4.81.569519313745.5695193137
51.622248794345.6222487943
5.21.670282643245.6702826432
5.41.713739435845.7137394358
5.61.752790589645.7527905896
5.81.787650013645.7876