flexible buildings in low-voltage network...
TRANSCRIPT
FLEXIBLE BUILDINGS IN LOW-VOLTAGE NETWORK ENVIRONMENT
– PRELIMINARY STUDIES AND IDEAS FOR FUTURE WORK
ANNA MARSZAL-POMIANOWSKA (AJM@CIVIL .AAU.DK) IKER DIAZ DE ZERIO MENDAZA
AALBORG UNIVERSITY
MOTIVATION
Bruttoenergiforbrug fordelt på anvendelser
DFF POSTDOC
RESEARCH QUESTION: How can operational bottlenecks in the interaction between Near Zero Energy Building and the power grid interaction be avoided and what performance indicators can optimize NearZEB design for an intelligent interaction with the power grid? PARTICIPANTS: AAU - Civil Engineering and Energy Technology Department Uppsala University, Sweden Insero Energy DURATION: January 2013 – July 2016
Input Data Operational elements of the model
Output data
Specific household hourly electricity load curve from measurements
Statistical data analysis
Calculated Pseason
Calculated Psocial
Hourly probabilities of use for each appliance - Phr
Household appliances penetration rates
Appliances unitary cycles consumption
Appliances standby consumption
Appliances frequency of use
Appliances load curve calculations (one loop for each appliance)
Number of occupants in the household (between 1-5)
Type of household (low, medium, high) O
ccup
ants
Ap
plia
nces
Annual appliances load curve
Total household specific electricity load curve
Household specific set of appliances
ENERGY LOAD MODEL Empirical-probabilistic bottom-up approach model
OUTPUT OF THE MODEL
0 500 1000 15000
0.5
1
1.5
2
2.5
3
3.5
4
day(:,1)day(:,2)day(:,3)
1min 10min 1h
kW
Minute of the day
CASE STUDY – SØRUP ST
STRING 4
STRING 2
STRING 3
STRING 5 STRING 1 STRING 6
STRING 7
WHAT DO WE EXPECT TO GET FROM THIS MODEL?
No users C onnected
Not specified
Not specified NCNCNC
C om ercial
D om estic+EH
D om estic+EH
Agriculture
AgricultureAgriculture
D om estic+EH C om ercial
Agriculture
1 Industrial Uss er: 0.75%9 Agricutural Ussers: 6.76 %5 C om m ercial Us sers: 3 .75%
118 D om estic Us sers: 88.72%133 Users
11 D om es tic Uss er w ith EH: 12.5%
C om ercialAgriculture
Agriculture
AgricultureAgriculture
D om estic+ EHIndustria lC om ercial
D om estic+EH
C om ercialC om ercial
Mixed
D om estic+EH
D om estic+EH
D om estic+EH
D om estic+EH
D om estic+EH
D om estic+EH
Agriculture
S0 3CB22
S0 3CB21
S0 3CB15
S0 4CB02
S0 4CB01
S0 3CB26
S0 3CB25
S0 3CB24
S0 3CB23S0 3CB20
S0 3CB19
S0 3CB18
S0 3CB14
S0 3CB17
S0 3CB16
S0 3CB13
S0 3CB12
S0 3CB11
S0 3CB10
S0 3CB09
S0 3CB08
S0 3CB07
S0 3CB06
S0 3CB05
S0 3CB04
S0 3CB03
S0 3CB02
S0 3CB01
S0 2CB09
S0 2CB14
S0 2CB18
S0 2CB17
S0 2CB16
S0 2CB15
S0 2CB13
S0 2CB12
S0 2CB11
S0 2CB10
S0 2CB08
S0 2CB07
S0 2CB06
S0 2CB05
S0 2CB04
S0 2CB03
S0 2CB02S0 1CB09
S0 1CB11
S0 2CB01
S0 1CB10
S0 1CB08
S0 1CB07
S0 1CB06
S0 1CB05
S0 1CB04
S0 1CB03
S0 1CB02
S0 1CB01 S0 7CB01S0 6CB01S0 5CB01
TF _HV
TF _LV
S0 3 CB2 3 H0 3 PVS0 3 CB2 3 H0 2 PVS0 3 CB2 3 H0 1 PV
S0 3 CB2 2 H0 4 PVS0 3 CB2 2 H0 3 PVS0 3 CB2 2 H0 2 PVS0 3 CB2 2 H0 1 PV
S0 3 CB2 1 H0 2 PVS0 3 CB2 1 H0 1 PV
S0 3 CB2 0 H0 4 PVS0 3 CB2 0 H0 3 PVS0 3 CB2 0 H0 2 PVS0 3 CB2 0 H0 1 PV
S0 3 CB1 9 H0 3 PVS0 3 CB1 9 H0 2 PVS0 3 CB1 9 H0 1 PV
S0 3 CB1 8 H0 4 PVS0 3 CB1 8 H0 3 PVS0 3 CB1 8 H0 2 PVS0 3 CB1 8 H0 1 PV
S0 3 CB1 6 H0 2 PVS0 3 CB1 6 H0 1 PV
S0 3 CB1 7 H0 4 PVS0 3 CB1 7 H0 3 PVS0 3 CB1 7 H0 2 PVS0 3 CB1 7 H0 1 PVS0 3 CB1 5 H0 2 PVS0 3 CB1 5 H0 1 PV
S0 3 CB1 4 H0 6 PVS0 3 CB1 4 H0 5 PVS0 3 CB1 4 H0 4 PVS0 3 CB1 4 H0 3 PVS0 3 CB1 4 H0 2 PVS0 3 CB1 4 H0 1 PV
S0 3 CB1 3 H0 4 PVS0 3 CB1 3 H0 3 PVS0 3 CB1 3 H0 2 PVS0 3 CB1 3 H0 1 PV
S0 3 CB1 2 H0 3 PVS0 3 CB1 2 H0 2 PVS0 3 CB1 2 H0 1 PV
S0 3 CB1 0 H0 4 PVS0 3 CB1 0 H0 3 PVS0 3 CB1 0 H0 2 PVS0 3 CB1 0 H0 1 PV
S0 3 CB0 9 H0 2 PVS0 3 CB0 9 H0 1 PV
S0 3 CB0 8 H0 4 PVS0 3 CB0 8 H0 3 PVS0 3 CB0 8 H0 2 PVS0 3 CB0 8 H0 1 PV
S0 3 CB0 7 H0 1 PV
S0 3 CB0 5 H0 2 PVS0 3 CB0 5 H0 1 PV
S0 3 CB0 4 H0 3 PVS0 3 CB0 4 H0 2 PVS0 3 CB0 4 H0 1 PV
S0 3 CB0 3 H0 1 PV
S0 7 CB0 1 H0 1 PV
S0 6 CB0 1 H0 1 PV
S0 5 CB0 1 H0 1 PV
S0 4 CB0 1 H0 2 PVS0 4 CB0 1 H0 1 PV
S0 4 CB0 2 H0 2 PVS0 4 CB0 2 H0 1 PVS0 3 CB2 6 H0 2 PVS0 3 CB2 6 H0 1 PV
S0 3 CB0 2 H0 2 PVS0 3 CB0 2 H0 1 PV
S0 3 CB2 5 H0 2 PVS0 3 CB2 5 H0 1 PV
S0 3 CB2 4 H0 2 PVS0 3 CB2 4 H0 1 PV
S0 7 CB0 1 H0 1 GB
S0 6 CB0 1 H0 1 GB
S0 5 CB0 1 H0 1 GB
S0 4 CB0 1 H0 2 GBS0 4 CB0 1 H0 1 GB
S0 4 CB0 2 H0 2 GBS0 4 CB0 2 H0 1 GB
S0 3 CB2 3 H0 3 GBS0 3 CB2 3 H0 2 GBS0 3 CB2 3 H0 1 GBS0 3 CB2 0 H0 4 GBS0 3 CB2 0 H0 3 GBS0 3 CB2 0 H0 2 GBS0 3 CB2 0 H0 1 GB
S0 3 CB2 1 H0 2 GBS0 3 CB2 1 H0 1 GB
S0 3 CB2 2 H0 4 GBS0 3 CB2 2 H0 3 GBS0 3 CB2 2 H0 1 GBS0 3 CB2 2 H0 2 GB
S0 3 CB1 9 H0 3 GBS0 3 CB1 9 H0 2 GBS0 3 CB1 9 H0 1 GB
S0 3 CB1 8 H0 4 GBS0 3 CB1 8 H0 3 GBS0 3 CB1 8 H0 2 GBS0 3 CB1 8 H0 1 GB
S0 3 CB1 7 H0 4 GBS0 3 CB1 7 H0 3 GBS0 3 CB1 7 H0 2 GB
S0 3 CB1 6 H0 2 GBS0 3 CB1 6 H0 1 GB
S0 3 CB1 7 H0 1 GBS0 3 CB1 5 H0 2 GBS0 3 CB1 5 H0 1 GB
S0 3 CB1 4 H0 6 GBS0 3 CB1 4 H0 5 GBS0 3 CB1 4 H0 4 GBS0 3 CB1 4 H0 3 GBS0 3 CB1 4 H0 2 GBS0 3 CB1 4 H0 1 GBS0 3 CB1 2 H0 3 GBS0 3 CB1 2 H0 2 GBS0 3 CB1 2 H0 1 GB
S0 3 CB1 3 H0 4 GBS0 3 CB1 3 H0 3 GBS0 3 CB1 3 H0 2 GBS0 3 CB1 3 H0 1 GBS0 3 CB1 0 H0 4 GBS0 3 CB1 0 H0 3 GBS0 3 CB1 0 H0 2 GBS0 3 CB1 0 H0 1 GB
S0 3 CB0 9 H0 2 GBS0 3 CB0 9 H0 1 GB
S0 3 CB0 8 H0 4 GBS0 3 CB0 8 H0 3 GBS0 3 CB0 8 H0 2 GBS0 3 CB0 8 H0 1 GB
S0 3 CB0 7 H0 1 GB
S0 3 CB0 5 H0 2 GBS0 3 CB0 5 H0 1 GB
S0 3 CB0 4 H0 3 GBS0 3 CB0 4 H0 2 GBS0 3 CB0 4 H0 1 GB
S0 3 CB0 3 H0 1 GB
S0 3 CB0 2 H0 2 GBS0 3 CB0 2 H0 1 GB
S0 3 CB2 6 H0 2 GBS0 3 CB2 6 H0 1 GB
S0 3 CB2 5 H0 2 GBS0 3 CB2 5 H0 1 GB
S0 3 CB2 4 H0 2 GBS0 3 CB2 4 H0 1 GB
S0 2 CB1 8 H0 4 PVS0 2 CB1 8 H0 3 PVS0 2 CB1 8 H0 2 PVS0 2 CB1 8 H0 1 PV
S0 2 CB1 7 H0 2 PVS0 2 CB1 7 H0 1 PV
S0 2 CB1 1 H0 2 PVS0 2 CB1 1 H0 1 PV
S0 2 CB1 6 H0 2 PVS0 2 CB1 6 H0 1 PVS0 2 CB1 2 H0 1 PV
S0 2 CB1 3 H0 2 PVS0 2 CB1 3 H0 1 PV
S0 2 CB1 4 H0 3 PVS0 2 CB1 4 H0 2 PVS0 2 CB1 4 H0 1 PV
S0 2 CB1 5 H0 1 PV
S0 2 CB1 0 H0 2 PVS0 2 CB1 0 H0 1 PV
S0 2 CB0 9 H0 2 PVS0 2 CB0 9 H0 1 PV
S0 2 CB0 8 H0 1 PV
S0 2 CB0 7 H0 3 PVS0 2 CB0 7 H0 2 PVS0 2 CB0 7 H0 1 PV
S0 2 CB0 6 H0 3 PVS0 2 CB0 6 H0 2 PVS0 2 CB0 6 H0 1 PV
S0 2 CB0 5 H0 3 PVS0 2 CB0 5 H0 2 PVS0 2 CB0 5 H0 1 PV
S0 2 CB0 4 H0 3 PVS0 2 CB0 4 H0 2 PVS0 2 CB0 4 H0 1 PV
S0 2 CB0 3 H0 4 PVS0 2 CB0 3 H0 3 PVS0 2 CB0 3 H0 2 PVS0 2 CB0 3 H0 1 PV
S0 2 CB0 2 H0 3 PVS0 2 CB0 2 H0 2 PVS0 2 CB0 2 H0 1 PV
S0 2 CB0 1 H0 2 PVS0 2 CB0 1 H0 1 PV
S0 2 CB1 0 H0 2 GBS0 2 CB1 0 H0 1 GB
S0 2 CB1 5 H0 1 GBS0 2 CB0 9 H0 2 GBS0 2 CB0 9 H0 1 GB
S0 2 CB1 4 H0 3 GBS0 2 CB1 4 H0 2 GBS0 2 CB1 4 H0 1 GBS0 2 CB0 8 H0 1 GB
S0 2 CB1 3 H0 2 GBS0 2 CB1 3 H0 1 GBS0 2 CB0 7 H0 3 GBS0 2 CB0 7 H0 2 GBS0 2 CB0 7 H0 1 GB
S0 2 CB1 6 H0 2 GBS0 2 CB1 6 H0 1 GBS0 2 CB1 2 H0 1 GBS0 2 CB0 6 H0 3 GBS0 2 CB0 6 H0 2 GBS0 2 CB0 6 H0 1 GB
S0 2 CB1 1 H0 2 GBS0 2 CB1 1 H0 1 GBS0 2 CB0 5 H0 3 GBS0 2 CB0 5 H0 2 GBS0 2 CB0 5 H0 1 GB
S0 2 CB1 7 H0 2 GBS0 2 CB1 7 H0 1 GBS0 2 CB0 4 H0 3 GBS0 2 CB0 4 H0 2 GBS0 2 CB0 4 H0 1 GB
S0 2 CB1 8 H0 4 GBS0 2 CB1 8 H0 3 GBS0 2 CB1 8 H0 2 GBS0 2 CB1 8 H0 1 GBS0 2 CB0 3 H0 4 GBS0 2 CB0 3 H0 3 GBS0 2 CB0 3 H0 2 GBS0 2 CB0 3 H0 1 GB
S0 2 CB0 2 H0 3 GBS0 2 CB0 2 H0 2 GBS0 2 CB0 2 H0 1 GB
S0 2 CB0 1 H0 2 GBS0 2 CB0 1 H0 1 GB
S0 1 CB1 1 H0 2 PVS0 1 CB1 1 H0 1 PVS0 1 CB1 0 H0 4 PVS0 1 CB1 0 H0 3 PVS0 1 CB1 0 H0 2 PVS0 1 CB1 0 H0 1 PV
S0 1 CB0 9 H0 2 PVS0 1 CB0 9 H0 1 PV
S0 1 CB1 1 H0 2 GBS0 1 CB1 1 H0 1 GBS0 1 CB1 0 H0 4 GBS0 1 CB1 0 H0 3 GBS0 1 CB1 0 H0 2 GBS0 1 CB1 0 H0 1 GB
S0 1 CB0 9 H0 2 GBS0 1 CB0 9 H0 1 GB
S0 1 CB0 7 H0 1 PVS0 1 CB0 7 H0 1 GB
S0 1 CB0 6 H0 2 PVS0 1 CB0 6 H0 1 PVS0 1 CB0 6 H0 2 GBS0 1 CB0 6 H0 1 GB
S0 1 CB0 8 H0 1 PVS0 1 CB0 5 H0 1 PV S0 1 CB0 8 H0 1 GBS0 1 CB0 5 H0 1 GB
S0 1 CB0 4 H0 3 PVS0 1 CB0 4 H0 2 PVS0 1 CB0 4 H0 1 PV S0 1 CB0 4 H0 3 GBS0 1 CB0 4 H0 2 GBS0 1 CB0 4 H0 1 GB
S0 1 CB0 3 H0 2 PVS0 1 CB0 3 H0 2 GBS0 1 CB0 3 H0 1 PVS0 1 CB0 3 H0 1 GB
S0 1 CB0 2 H0 3 PVS0 1 CB0 2 H0 3 GBS0 1 CB0 2 H0 2 PVS0 1 CB0 2 H0 2 GBS0 1 CB0 2 H0 1 PVS0 1 CB0 2 H0 1 GB
S0 7 CB0 1 H0 1 CL
S0 3 CB1 4 H0 6 CLS0 3 CB1 4 H0 4 CLS0 3 CB1 4 H0 3 CL
S01
C26
S01
C25
S0 4 CB0 2 H0 2 CLS0 4 CB0 2 H0 1 CL
S0 4 CB0 1 H0 2 CLS0 4 CB0 1 H0 1 CL
S04
C06
S04
C05
S04
C04
S04
C03
S04
C02
S04
C01
S0 3 CB2 5 H0 2 CL
S0 3 CB2 6 H0 2 CLS0 3 CB2 6 H0 1 CL
S03
C92
S03
C91
S03
C90
S0 3 CB2 5 H0 1 CL
S0 3 CB2 4 H0 2 CLS0 3 CB2 4 H0 1 CL
S03
C89
S03
C88
S03
C87
S03
C86
S03
C85
S03
C84
S0 3 CB2 3 H0 3 CLS0 3 CB2 3 H0 2 CLS0 3 CB2 3 H0 1 CL
S03
C83
S03
C82
S03
C81
S03
C80
S0 3 CB2 2 H0 4 CLS0 3 CB2 2 H0 3 CLS0 3 CB2 2 H0 2 CLS0 3 CB2 2 H0 1 CL
S0 3 CB2 1 H0 2 CLS0 3 CB2 1 H0 1 CL
S0 3 CB2 0 H0 4 CLS0 3 CB2 0 H0 3 CLS0 3 CB2 0 H0 2 CLS0 3 CB2 0 H0 1 CL
S03
C79
S03
C78
S03
C77
S03
C76
S03
C75
S03
C74
S03
C73
S03
C72
S03
C71
S03
C70
S03
C69
S03
C68
S03
C67
S0 3 CB1 9 H0 3 CLS0 3 CB1 9 H0 2 CLS0 3 CB1 9 H0 1 CL
S03
C66
S03
C65
S03
C64
S03
C63
S0 3 CB1 8 H0 4 CLS0 3 CB1 8 H0 3 CLS0 3 CB1 8 H0 2 CLS0 3 CB1 8 H0 1 CL
S03
C62
S03
C61
S03
C60
S03
C59
S03
C58
S0 3 CB1 7 H0 4 CLS0 3 CB1 7 H0 3 CLS0 3 CB1 7 H0 2 CLS0 3 CB1 7 H0 1 CL
S0 3 CB1 6 H0 2 CLS0 3 CB1 6 H0 1 CL
S03
C57
S03
C56
S03
C55
S03
C54
S03
C53
S03
C52
S03
C51
S03
C50
S0 3 CB1 5 H0 2 CLS0 3 CB1 5 H0 1 CL
S03
C49
S03
C48
S03
C47
S0 3 CB1 4 H0 5 CLS0 3 CB1 4 H0 2 CLS0 3 CB1 4 H0 1 CL
S03
C46
S03
C45
S03
C44
S03
C43
S03
C42
S03
C41
S03
C40
S0 3 CB1 3 H0 4 CLS0 3 CB1 3 H0 3 CLS0 3 CB1 3 H0 2 CLS0 3 CB1 3 H0 1 CL
S03
C39
S03
C38
S03
C37
S03
C36
S0 3 CB1 2 H0 3 CLS0 3 CB1 2 H0 2 CLS0 3 CB1 2 H0 1 CL
S03
C35
S03
C34
S03
C33
S03
C32
S03
C31
S03
C30
S0 3 CB1 0 H0 4 CLS0 3 CB1 0 H0 3 CLS0 3 CB1 0 H0 2 CLS0 3 CB1 0 H0 1 CL
S03
C29
S03
C28
S03
C27
S03
C26
S0 3 CB0 9 H0 2 CLS0 3 CB0 9 H0 1 CL
S03
C25
S03
C24
S03
C23
S0 3 CB0 8 H0 4 CLS0 3 CB0 8 H0 3 CLS0 3 CB0 8 H0 2 CLS0 3 CB0 8 H0 1 CL
S03
C22
S03
C21
S03
C20
S03
C19
S03
C18
S0 3 CB0 7 H0 1 CL
S03
C17
S03
C16
S03
C15
S0 3 CB0 5 H0 2 CLS0 3 CB0 5 H0 1 CL
S03
C14
S03
C13
S03
C12
S0 3 CB0 4 H0 3 CLS0 3 CB0 4 H0 2 CLS0 3 CB0 4 H0 1 CL
S03
C11
S03
C10
S03
C09
S03
C08
S0 3 CB0 3 H0 1 CL
S03
C07
S03
C06
S0 3 CB0 2 H0 2 CLS0 3 CB0 2 H0 1 CL
S03
C05
S03
C04
S03
C03
S03
C01
S03
C02
S01
C01
S0 2 CB1 8 H0 4 CLS0 2 CB1 8 H0 3 CLS0 2 CB1 8 H0 2 CLS0 2 CB1 8 H0 1 CL
S02
C61
S02
C60
S02
C59
S02
C58
S02
C57
S0 2 CB1 7 H0 2 CLS0 2 CB1 7 H0 1 CL
S02
C56
S02
C55
S02
C54
S0 2 CB1 6 H0 2 CLS0 2 CB1 6 H0 1 CL
S02
C53
S02
C52
S02
C51
S0 2 CB1 5 H0 1 CL
S02
C50
S0 2 CB1 4 H0 3 CLS0 2 CB1 4 H0 2 CLS0 2 CB1 4 H0 1 CL
S02
C49
S02
C48
S02
C47
S02
C46
S0 2 CB1 3 H0 2 CLS0 2 CB1 3 H0 1 CL
S02
C45
S02
C44
S02
C43
S0 2 CB1 2 H0 1 CL
S02
C42
S02
C41
S0 2 CB1 1 H0 2 CLS0 2 CB1 1 H0 1 CL
S02
C40
S02
C39
S02
C38
S02
C37
S0 2 CB1 0 H0 2 CLS0 2 CB1 0 H0 1 CL
S02
C36
S02
C35
S0 2 CB0 9 H0 2 CLS0 2 CB0 9 H0 1 CL
S02
C34
S02
C33
S02
C32
S0 2 CB0 8 H0 1 CL
S02
C31
S02
C30
S0 2 CB0 7 H0 3 CLS0 2 CB0 7 H0 2 CLS0 2 CB0 7 H0 1 CL
S02
C29
S02
C28
S02
C27
S02
C26
S0 2 CB0 6 H0 3 CLS0 2 CB0 6 H0 2 CLS0 2 CB0 6 H0 1 CL
S02
C25
S02
C24
S02
C23
S02
C22
S0 2 CB0 5 H0 3 CLS0 2 CB0 5 H0 2 CLS0 2 CB0 5 H0 1 CL
S02
C21
S02
C20
S02
C19
S02
C18
S0 2 CB0 4 H0 3 CLS0 2 CB0 4 H0 2 CLS0 2 CB0 4 H0 1 CL
S02
C17
S02
C16
S02
C15
S02
C14
S0 2 CB0 3 H0 4 CLS0 2 CB0 3 H0 3 CLS0 2 CB0 3 H0 2 CLS0 2 CB0 3 H0 1 CL
S02
C13
S02
C12
S02
C11
S02
C10
S02
C09
S0 2 CB0 2 H0 3 CLS0 2 CB0 2 H0 2 CLS0 2 CB0 2 H0 1 CL
S02
C08
S02
C07
S02
C06
S02
C05
S0 2 CB0 1 H0 2 CLS0 2 CB0 1 H0 1 CL
S02
C04
S02
C03
S02
C02
S02
C01
S0 1 C3 2
S0 1 CB1 1 H0 2 CLS0 1 CB1 1 H0 1 CL
S01
C31
S01
C30
S01
C29
S0 1 CB1 0 H0 4 CLS0 1 CB1 0 H0 3 CLS0 1 CB1 0 H0 2 CLS0 1 CB1 0 H0 1 CL
S0 1 CB0 9 H0 2 CLS0 1 CB0 9 H0 1 CL
S01
C24
S01
C23
S01
C28
S01
C27
S01
C22
S01
C21
S0 1 CB0 8 H0 1 CL
S01
C20
S01
C19
S0 1 CB0 7 H0 1 CL
S01
C18
S0 1 CB0 6 H0 2 CLS0 1 CB0 6 H0 1 CL
S01
C17
S01
C16
S01
C15
S0 1 CB0 5 H0 1 CL
S01
C14
S01
C13
S0 1 CB0 4 H0 3 CLS0 1 CB0 4 H0 2 CLS0 1 CB0 4 H0 1 CL
S01
C12
S01
C11
S01
C10
S0 1 CB0 3 H0 2 CLS0 1 CB0 3 H0 1 CL
S01
C09
S01
C08
S01
C07
S0 1 CB0 2 H0 3 CLS0 1 CB0 2 H0 2 CLS0 1 CB0 2 H0 1 CL
S01
C06
S01
C05
S01
C04
S0 6 CB0 1 H0 1 CL
S01
C03
S01
C02
S07
C01
S06
C02
S06
C01
S0 5 CB0 1 H0 1 CL
S05
C01
5 5 _ UNIO N_ 2 0 /0 .4 kV_ 2 WT
POWER GENERATION AND DEMAND MODEL
The residential costumers are represented by power consumption and generation profiles with 1 min resolutions:
• Load: • CL (1 hour based) – Original provided by the DSO • CL (1 min based) • HP (1 min based) – No yet
• Generation: • PV (1 min based) • WP (1 min based) –No yet
CL1h CL1min HP PV WT
RESOLUTION RESULTS FIRST WEEK OF FEBRUARY – 1 HOUR BASED PROFILES
Traf
o. L
od [p
.u.]
P, Q
& S
[M
W, M
VAr,
MVA
] Li
ne L
od. [
p.u.
] Vo
ltage
[p.u
.]
65 %
41 %
0.949 %
EN 50160: max ± 10 % DSO experience ± 6 %
Max 80%
RESOLUTION RESULTS FIRST WEEK OF FEBRUARY – 1 MIN BASED PROFILES
Traf
o. L
od [p
.u.]
P, Q
& S
[M
W, M
VAr,
MVA
] Li
ne L
od. [
p.u.
] Vo
ltage
[p.u
.]
82 %
63 %
0.922 %
EN 50160: max ± 10 % DSO experience ± 6 %
Max 80%
RESOLUTION RESULTS FIRST WEEK OF FEBRUARY – 50% OF PV
Traf
o. L
od [p
.u.]
P, Q
& S
[M
W, M
VAr,
MVA
] Li
ne L
od. [
p.u.
] Vo
ltage
[p.u
.]
82 %
71 %
0.924 %
Small Reverse Power Flow
EN 50160: max ± 10 % DSO experience ± 6 %
Max 80%
RESOLUTION RESULTS SECOND WEEK OF JULY – 50% OF PV
Traf
o. L
od [p
.u.]
P, Q
& S
[M
W, M
VAr,
MVA
] Li
ne L
od. [
p.u.
] Vo
ltage
[p.u
.]
58 %
51 %
0.942 p.u
1.028 p.u
Reverse Power Flow
EN 50160: max ± 10 % DSO experience ± 6 %
Max 80%
FLEXIBILITY FACTORS
BUILDING LEVEL : FFb = Load Shift Capability / Peak Load [W/W] Type 1: Construction + HVAC systems Type 2: Appliances – washing machine, dishwasher, tumble dryer
00,10,20,30,40,50,60,70,80,9
1
1 3 5 7 9 11 13 15 17 19 21 23
FF
t
Type 1 Type 2
FLEXIBILITY FACTORS
TRANSFORMER LEVEL : FFt = ∫ (Load Shift Capability) dt / ∫ (Load Shift Need) dt [Wh/Wh] Type 1: Too low Voltage – too low generation / too big demand Type 2: Too high Voltage – too big generation / too low demand
0
5
10
15
20
25
1 3 5 7 9 11 13 15 17 19 21 23
|P|
t
Type 1 Type 2 - wind Type 2 - PV
Thank you