Energy Management Systems for smart electrical and thermal ...
Electrical Management Energy
112
Modelling of Energy Systems-Renewables and Efficiency Rangan Banerjee Department of Energy Science and Engineering IIT Bombay Seminar at Strathclyde University, June 2, 2009
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electrical management energi
Transcript of Electrical Management Energy
-
Modelling of Energy Systems-Renewables and Efficiency Rangan BanerjeeDepartment of Energy Science and Engineering IIT BombaySeminar at Strathclyde University, June 2, 2009
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Indian ExamplesAnalysis of wind integration into power systemPV- Battery storage Design spaceSolar Water Heater DiffusionOptimal response to time of use tariff - process scheduling - cool storage -cogenerationBenchmarking of glass furnaceDecision Support System for energy planning
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Issues in grid integrationConventional power planning- hydro-thermal schedulingHow do we deal with renewables?Capacity creditNew methodology based on Load Duration CurveIllustrated for Wind in Tamil Nadu
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Tamil Nadu location
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Tamil Nadu Grid Details
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TN Installed wind power and wind energy generated
Chart1
83.8131.508282476
274.8369.0171428571
556.8631.3442622951
676.8706.0954495006
707.8745.8223140496
725.8921.42578125
771.81243.3453299057
813.81433.2597014925
858.81483.237861094
991.81964.4860813704
1362.82513.7430527588
2037.83447.3633834168
2895.84804.6419475655
3460.85468.7743568115
Installed wind power
Wind energy generated
Year
Installed capacity (MW)
Energy generated (MU)
Fig.1
Fig.1
83.8131.508282476
274.8369.0171428571
556.8631.3442622951
676.8706.0954495006
707.8745.8223140496
725.8921.42578125
771.81243.3453299057
813.81433.2597014925
858.81483.237861094
991.81964.4860813704
1362.82513.7430527588
2037.83447.3633834168
2895.84804.6419475655
3460.85468.7743568115
Installed wind power
Wind energy generated
Year
Installed capacity (MW)
Energy generated (MU)
Fig. 4
Fig. 4
296.31042322211017.91831935161381.4051751721
327.3823507441071.40140295141204.6145783245
331.2507238681050.89964706341170.2645506896
339.9559537449997.21248529071002.1279727472
356.0072519608931.6473002873854.5933360563
356.9135067286929.0862676047743.0461997047
384.3448976934888.7457000391663.9372147433
431.4087906171884.6120057482603.6863447781
545.734907786969.7515795477637.1070377525
687.04765504461038.9088077664712.4800131257
703.31544586011097.8779243547796.2035648017
672.4152911881139.3818916229893.8003085546
594.68052682671236.8202341031107.9035258732
504.10487458261336.39814185181322.7274019477
423.73569315841413.92663158491629.2184977073
363.7594889281403.79503038191876.9199940286
295.50994524961407.16683446011894.0630825404
211.46727294351330.97151824761886.2578873684
142.86398727781204.08560530861838.3437953579
121.60095593111244.05913020181909.7380081652
156.58218109231144.27473590531690.7730886703
189.2592362881161.01515272431601.1049127356
226.52762056221127.69601503111507.9405730864
258.39410704531003.48424360891453.553919496
January
June
September
Hours
Power generated in MW
Fig. 5
Fig. 5
276.51497.69
301.13497.69
161.54497.69
124.93497.69
439.67497.69
810.4497.69
960.47497.69
1028.69497.69
912.18497.69
682.52497.69
126.24497.69
148497.69
497.69
Mean value
Months
Wind energy generated (MU)
Fig. 6
Fig. 6
13.786764705922.1395518668
16.544117647122.1395518668
9.191176470622.1395518668
4.624105011922.1395518668
17.899761336522.1395518668
28.455284552822.1395518668
35.230352303522.1395518668
37.940379403822.1395518668
31.978319783222.1395518668
25.745257452622.1395518668
3.523035230422.1395518668
3.387533875322.1395518668
Mean Value
Months
Capacity credit (%)
Fig. 7
Fig. 7
13.7867647059
16.5441176471
9.1911764706
4.6241050119
17.8997613365
28.4552845528
35.2303523035
37.9403794038
31.9783197832
25.7452574526
3.5230352304
3.3875338753
Monthly capacity factor (%)
Monthly capacity credit (%)
Fig. 12
Fig. 12
001265
60701475
1003551625
15011051775
2401975
4702085
7702125
1150
1460
1630
1855
base capacity saved
peak capacity saved
peak capacity saved
wind power installed capacity (MW)
effective base/peak load savings (MW)
-
Hourly variation of wind powerMonthly variation of wind energy generated
Chart2
296.31042322211017.91831935161381.4051751721
327.3823507441071.40140295141204.6145783245
331.2507238681050.89964706341170.2645506896
339.9559537449997.21248529071002.1279727472
356.0072519608931.6473002873854.5933360563
356.9135067286929.0862676047743.0461997047
384.3448976934888.7457000391663.9372147433
431.4087906171884.6120057482603.6863447781
545.734907786969.7515795477637.1070377525
687.04765504461038.9088077664712.4800131257
703.31544586011097.8779243547796.2035648017
672.4152911881139.3818916229893.8003085546
594.68052682671236.8202341031107.9035258732
504.10487458261336.39814185181322.7274019477
423.73569315841413.92663158491629.2184977073
363.7594889281403.79503038191876.9199940286
295.50994524961407.16683446011894.0630825404
211.46727294351330.97151824761886.2578873684
142.86398727781204.08560530861838.3437953579
121.60095593111244.05913020181909.7380081652
156.58218109231144.27473590531690.7730886703
189.2592362881161.01515272431601.1049127356
226.52762056221127.69601503111507.9405730864
258.39410704531003.48424360891453.553919496
January
June
September
Hours
Power generated in MW
Fig.1
Fig.1
83.8131.508282476
274.8369.0171428571
556.8631.3442622951
676.8706.0954495006
707.8745.8223140496
725.8921.42578125
771.81243.3453299057
813.81433.2597014925
858.81483.237861094
991.81964.4860813704
1362.82513.7430527588
2037.83447.3633834168
2895.84804.6419475655
3460.85468.7743568115
Installed wind power
Wind energy generated
Year
Installed capacity (MW)
Energy generated (MU)
Fig. 4
Fig. 4
296.31042322211017.91831935161381.4051751721
327.3823507441071.40140295141204.6145783245
331.2507238681050.89964706341170.2645506896
339.9559537449997.21248529071002.1279727472
356.0072519608931.6473002873854.5933360563
356.9135067286929.0862676047743.0461997047
384.3448976934888.7457000391663.9372147433
431.4087906171884.6120057482603.6863447781
545.734907786969.7515795477637.1070377525
687.04765504461038.9088077664712.4800131257
703.31544586011097.8779243547796.2035648017
672.4152911881139.3818916229893.8003085546
594.68052682671236.8202341031107.9035258732
504.10487458261336.39814185181322.7274019477
423.73569315841413.92663158491629.2184977073
363.7594889281403.79503038191876.9199940286
295.50994524961407.16683446011894.0630825404
211.46727294351330.97151824761886.2578873684
142.86398727781204.08560530861838.3437953579
121.60095593111244.05913020181909.7380081652
156.58218109231144.27473590531690.7730886703
189.2592362881161.01515272431601.1049127356
226.52762056221127.69601503111507.9405730864
258.39410704531003.48424360891453.553919496
January
June
September
Hours
Power generated in MW
Fig. 5
Fig. 5
276.51497.69
301.13497.69
161.54497.69
124.93497.69
439.67497.69
810.4497.69
960.47497.69
1028.69497.69
912.18497.69
682.52497.69
126.24497.69
148497.69
497.69
Mean value
Months
Wind energy generated (MU)
Fig. 6
Fig. 6
13.786764705922.1395518668
16.544117647122.1395518668
9.191176470622.1395518668
4.624105011922.1395518668
17.899761336522.1395518668
28.455284552822.1395518668
35.230352303522.1395518668
37.940379403822.1395518668
31.978319783222.1395518668
25.745257452622.1395518668
3.523035230422.1395518668
3.387533875322.1395518668
Mean Value
Months
Capacity credit (%)
Fig. 7
Fig. 7
13.7867647059
16.5441176471
9.1911764706
4.6241050119
17.8997613365
28.4552845528
35.2303523035
37.9403794038
31.9783197832
25.7452574526
3.5230352304
3.3875338753
Monthly capacity factor (%)
Monthly capacity credit (%)
Fig. 12
Fig. 12
001265
60701475
1003551625
15011051775
2401975
4702085
7702125
1150
1460
1630
1855
base capacity saved
peak capacity saved
peak capacity saved
wind power installed capacity (MW)
effective base/peak load savings (MW)
Chart3
276.51497.69
301.13497.69
161.54497.69
124.93497.69
439.67497.69
810.4497.69
960.47497.69
1028.69497.69
912.18497.69
682.52497.69
126.24497.69
148497.69
497.69
Mean value
Months
Wind energy generated (MU)
Fig.1
Fig.1
83.8131.508282476
274.8369.0171428571
556.8631.3442622951
676.8706.0954495006
707.8745.8223140496
725.8921.42578125
771.81243.3453299057
813.81433.2597014925
858.81483.237861094
991.81964.4860813704
1362.82513.7430527588
2037.83447.3633834168
2895.84804.6419475655
3460.85468.7743568115
Installed wind power
Wind energy generated
Year
Installed capacity (MW)
Energy generated (MU)
Fig. 4
Fig. 4
296.31042322211017.91831935161381.4051751721
327.3823507441071.40140295141204.6145783245
331.2507238681050.89964706341170.2645506896
339.9559537449997.21248529071002.1279727472
356.0072519608931.6473002873854.5933360563
356.9135067286929.0862676047743.0461997047
384.3448976934888.7457000391663.9372147433
431.4087906171884.6120057482603.6863447781
545.734907786969.7515795477637.1070377525
687.04765504461038.9088077664712.4800131257
703.31544586011097.8779243547796.2035648017
672.4152911881139.3818916229893.8003085546
594.68052682671236.8202341031107.9035258732
504.10487458261336.39814185181322.7274019477
423.73569315841413.92663158491629.2184977073
363.7594889281403.79503038191876.9199940286
295.50994524961407.16683446011894.0630825404
211.46727294351330.97151824761886.2578873684
142.86398727781204.08560530861838.3437953579
121.60095593111244.05913020181909.7380081652
156.58218109231144.27473590531690.7730886703
189.2592362881161.01515272431601.1049127356
226.52762056221127.69601503111507.9405730864
258.39410704531003.48424360891453.553919496
January
June
September
Hours
Power generated in MW
Fig. 5
Fig. 5
276.51497.69
301.13497.69
161.54497.69
124.93497.69
439.67497.69
810.4497.69
960.47497.69
1028.69497.69
912.18497.69
682.52497.69
126.24497.69
148497.69
497.69
Mean value
Months
Wind energy generated (MU)
Fig. 6
Fig. 6
13.786764705922.1395518668
16.544117647122.1395518668
9.191176470622.1395518668
4.624105011922.1395518668
17.899761336522.1395518668
28.455284552822.1395518668
35.230352303522.1395518668
37.940379403822.1395518668
31.978319783222.1395518668
25.745257452622.1395518668
3.523035230422.1395518668
3.387533875322.1395518668
Mean Value
Months
Capacity credit (%)
Fig. 7
Fig. 7
13.7867647059
16.5441176471
9.1911764706
4.6241050119
17.8997613365
28.4552845528
35.2303523035
37.9403794038
31.9783197832
25.7452574526
3.5230352304
3.3875338753
Monthly capacity factor (%)
Monthly capacity credit (%)
Fig. 12
Fig. 12
001265
60701475
1003551625
15011051775
2401975
4702085
7702125
1150
1460
1630
1855
base capacity saved
peak capacity saved
peak capacity saved
wind power installed capacity (MW)
effective base/peak load savings (MW)
-
Capacity Credit Methodology
-
Variation of CC
Chart4
13.786764705922.1395518668
16.544117647122.1395518668
9.191176470622.1395518668
4.624105011922.1395518668
17.899761336522.1395518668
28.455284552822.1395518668
35.230352303522.1395518668
37.940379403822.1395518668
31.978319783222.1395518668
25.745257452622.1395518668
3.523035230422.1395518668
3.387533875322.1395518668
Mean Value
Months
Capacity credit (%)
Fig.1
Fig.1
83.8131.508282476
274.8369.0171428571
556.8631.3442622951
676.8706.0954495006
707.8745.8223140496
725.8921.42578125
771.81243.3453299057
813.81433.2597014925
858.81483.237861094
991.81964.4860813704
1362.82513.7430527588
2037.83447.3633834168
2895.84804.6419475655
3460.85468.7743568115
Installed wind power
Wind energy generated
Year
Installed capacity (MW)
Energy generated (MU)
Fig. 4
Fig. 4
296.31042322211017.91831935161381.4051751721
327.3823507441071.40140295141204.6145783245
331.2507238681050.89964706341170.2645506896
339.9559537449997.21248529071002.1279727472
356.0072519608931.6473002873854.5933360563
356.9135067286929.0862676047743.0461997047
384.3448976934888.7457000391663.9372147433
431.4087906171884.6120057482603.6863447781
545.734907786969.7515795477637.1070377525
687.04765504461038.9088077664712.4800131257
703.31544586011097.8779243547796.2035648017
672.4152911881139.3818916229893.8003085546
594.68052682671236.8202341031107.9035258732
504.10487458261336.39814185181322.7274019477
423.73569315841413.92663158491629.2184977073
363.7594889281403.79503038191876.9199940286
295.50994524961407.16683446011894.0630825404
211.46727294351330.97151824761886.2578873684
142.86398727781204.08560530861838.3437953579
121.60095593111244.05913020181909.7380081652
156.58218109231144.27473590531690.7730886703
189.2592362881161.01515272431601.1049127356
226.52762056221127.69601503111507.9405730864
258.39410704531003.48424360891453.553919496
January
June
September
Hours
Power generated in MW
Fig. 5
Fig. 5
276.51497.69
301.13497.69
161.54497.69
124.93497.69
439.67497.69
810.4497.69
960.47497.69
1028.69497.69
912.18497.69
682.52497.69
126.24497.69
148497.69
497.69
Mean value
Months
Wind energy generated (MU)
Fig. 6
Fig. 6
13.786764705922.1395518668
16.544117647122.1395518668
9.191176470622.1395518668
4.624105011922.1395518668
17.899761336522.1395518668
28.455284552822.1395518668
35.230352303522.1395518668
37.940379403822.1395518668
31.978319783222.1395518668
25.745257452622.1395518668
3.523035230422.1395518668
3.387533875322.1395518668
Mean Value
Months
Capacity credit (%)
Fig. 7
Fig. 7
13.7867647059
16.5441176471
9.1911764706
4.6241050119
17.8997613365
28.4552845528
35.2303523035
37.9403794038
31.9783197832
25.7452574526
3.5230352304
3.3875338753
Monthly capacity factor (%)
Monthly capacity credit (%)
Fig. 12
Fig. 12
001265
60701475
1003551625
15011051775
2401975
4702085
7702125
1150
1460
1630
1855
base capacity saved
peak capacity saved
peak capacity saved
wind power installed capacity (MW)
effective base/peak load savings (MW)
-
Chart5
13.7867647059
16.5441176471
9.1911764706
4.6241050119
17.8997613365
28.4552845528
35.2303523035
37.9403794038
31.9783197832
25.7452574526
3.5230352304
3.3875338753
Monthly capacity factor (%)
Monthly capacity credit (%)
Fig.1
Fig.1
83.8131.508282476
274.8369.0171428571
556.8631.3442622951
676.8706.0954495006
707.8745.8223140496
725.8921.42578125
771.81243.3453299057
813.81433.2597014925
858.81483.237861094
991.81964.4860813704
1362.82513.7430527588
2037.83447.3633834168
2895.84804.6419475655
3460.85468.7743568115
Installed wind power
Wind energy generated
Year
Installed capacity (MW)
Energy generated (MU)
Fig. 4
Fig. 4
296.31042322211017.91831935161381.4051751721
327.3823507441071.40140295141204.6145783245
331.2507238681050.89964706341170.2645506896
339.9559537449997.21248529071002.1279727472
356.0072519608931.6473002873854.5933360563
356.9135067286929.0862676047743.0461997047
384.3448976934888.7457000391663.9372147433
431.4087906171884.6120057482603.6863447781
545.734907786969.7515795477637.1070377525
687.04765504461038.9088077664712.4800131257
703.31544586011097.8779243547796.2035648017
672.4152911881139.3818916229893.8003085546
594.68052682671236.8202341031107.9035258732
504.10487458261336.39814185181322.7274019477
423.73569315841413.92663158491629.2184977073
363.7594889281403.79503038191876.9199940286
295.50994524961407.16683446011894.0630825404
211.46727294351330.97151824761886.2578873684
142.86398727781204.08560530861838.3437953579
121.60095593111244.05913020181909.7380081652
156.58218109231144.27473590531690.7730886703
189.2592362881161.01515272431601.1049127356
226.52762056221127.69601503111507.9405730864
258.39410704531003.48424360891453.553919496
January
June
September
Hours
Power generated in MW
Fig. 5
Fig. 5
276.51497.69
301.13497.69
161.54497.69
124.93497.69
439.67497.69
810.4497.69
960.47497.69
1028.69497.69
912.18497.69
682.52497.69
126.24497.69
148497.69
497.69
Mean value
Months
Wind energy generated (MU)
Fig. 6
Fig. 6
13.786764705922.1395518668
16.544117647122.1395518668
9.191176470622.1395518668
4.624105011922.1395518668
17.899761336522.1395518668
28.455284552822.1395518668
35.230352303522.1395518668
37.940379403822.1395518668
31.978319783222.1395518668
25.745257452622.1395518668
3.523035230422.1395518668
3.387533875322.1395518668
Mean Value
Months
Capacity credit (%)
Fig. 7
Fig. 7
13.7867647059
16.5441176471
9.1911764706
4.6241050119
17.8997613365
28.4552845528
35.2303523035
37.9403794038
31.9783197832
25.7452574526
3.5230352304
3.3875338753
Monthly capacity factor (%)
Monthly capacity credit (%)
Fig. 12
Fig. 12
001265
60701475
1003551625
15011051775
2401975
4702085
7702125
1150
1460
1630
1855
base capacity saved
peak capacity saved
peak capacity saved
wind power installed capacity (MW)
effective base/peak load savings (MW)
-
Methodology Wind (Micro level)
-
Impacts on LDC
-
LDC Methodology for future scenarios
-
TN Wind energy scenarios for 2021
-
Simulation for UKSite: Valley, Hollyhead, Anglessy (Wales)
Chart1
8.2987096774
6.7577232143
7.1677419355
6.1338368056
6.0250907258
5.9534826389
5.4982258065
5.402063172
6.6799722222
6.8646841398
8.2318055556
8.3455107527
month
wind speed (m/s)
Mean monthly wind speed
Stats
Statistics for synthetic windspeed series
StationValley
Latitude (deg)53.25
Longitude (deg)4.53
Anemometer height AGL (m)16
Mean windspeed of series (m/s)6.7804163813
Standard deviation of series (m/s)3.9767476076
Annual mean windspeed (m/s)6.69035673526.77929509136.92518264846.83053652976.79648401836.75743436076.76448059366.68958904116.73096461196.8398401826
SD of annual means (m/s)0.0721478894
Mean cube windspeed of series (m/s)^3688.1334626267
Annual mean cube windspeed (m/s)^3682.2697891142678.4400000303753.2767826484687.9903368507673.3428237443682.8537597942687.6256569956647.9897534247672.6856478632714.8600757991
SD of annual mean cubes (m/s)^328.2516053838
Mean square of windspeed series (m/s)^214.4350422822
Frequency scale of spectrum (h^-1)0.0000910830.00010802360.0001281150.00015194320.00018020330.00021371950.00025346940.00030061240.00035652360.00042283380.00050147710.00059474730.0007053650.00083655650.00099214850.00117667920.0013955310.00165508720.00196291850.00232800370.00276099150.00327451110.00388354070.00460584440.00546249010.00647846410.00768340020.00911244350.01080727610.01281733230.01520124090.01802853510.02138168050.02535848090.03007493030.0356685970.04230263540.05017054530.05950181570.07056861850.08369374710.09926003170.11772150530.13961664690.16558408810.196381240.23290638520.2762248790.32760022330.38853091970.4607941779
Smoothed spectrum (normalised to variance)4.91585731223.59504143661.97469012023.34274818523.8648420362.88740279813.944239599410.54569013338.07718609159.60221911118.84009468638.2156437116.84551146316.23372602137.76823024427.129487022210.85613018017.36220377859.532625445310.893325985512.667268376211.226889750213.501027946614.96962234816.773955330514.534376605918.022987441515.02461186216.255490576419.28273829317.348442644716.116452290115.193587556414.606381697713.028926478910.82979114368.8442755368.25128433556.12971421683.42524454512.56200662991.99832214631.47202749431.01542087320.64915438550.42018137320.24080281930.23721703750.21677401110.1854061370.1534823977
Lags for autocovariance (hr)0123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100
Autocovariance10.85133823280.70746433120.56304353620.42785292620.32761768390.24786101790.17852404240.11494349830.06684494960.02897057760.0015720844-0.0207206061-0.0323489639-0.0348955149-0.0344742643-0.0321858082-0.0302060014-0.0283212333-0.0268077897-0.0289644601-0.0332915883-0.0389430551-0.0463123338-0.0510760452-0.0548102265-0.0569898309-0.0558094174-0.0550786809-0.0523872116-0.0472054197-0.0417686294-0.0347269798-0.0290148233-0.024891149-0.02261256-0.02048978-0.0218712148-0.0242847227-0.0263282023-0.0284176792-0.0302898357-0.0302647997-0.0310912739-0.0325591292-0.0327307184-0.0336838836-0.0334400535-0.0321430786-0.0295834348-0.0267984802-0.024948526-0.023715347-0.0234010147-0.0234504866-0.0241052576-0.0224522337-0.0201632202-0.0175475498-0.0134734664-0.0095767863-0.0071431066-0.0062068118-0.0053228173-0.0049447068-0.0036238198-0.0022073612-0.00081985780.0001109314-0.001890738-0.005494469-0.0102093044-0.0130217197-0.0148289868-0.0140302061-0.0109425283-0.0082869201-0.0058035584-0.0044777774-0.0039727924-0.004750151-0.0060617932-0.006266542-0.0070893168-0.0080043789-0.0078159183-0.0089286273-0.0091964868-0.0116592274-0.0136425448-0.0157080955-0.0174854039-0.0190427724-0.0191237771-0.0200821769-0.0202730071-0.0191761712-0.0167946687-0.0155606001-0.0150845246-0.015204263
Histogram bin edges< 11 - 22 - 33 - 44 - 55 - 66 - 77 - 88 - 99 - 1111 - 1313 - 1515 - 17> 17
Histogram for synthesised series0.02176940640.05751141550.08238584470.09981735160.10878995430.1018036530.10014840180.08917808220.07767123290.05603881280.03459474890.01962328770.01077054790.018869863
Weibull probability density function0.02809975790.06256759510.08548102450.09901124930.1044024910.10308944370.09669972770.08689580160.07521316380.05690572780.03536616420.0197551490.01000562870.0046236419
MLE fit Weibull scale factor (A)7.6274777547
MLE fit Weibull shape factor (k)1.7723373253
Mean monthly windspeed (m/s)8.29870967746.75772321437.16774193556.13383680566.02509072585.95348263895.49822580655.4020631726.67997222226.86468413988.23180555568.3455107527
Mean monthly cube windspeed (m/s)^31131.9379677419662.389159375743.3374064516480.966121148459.4553178994402.749317385337.8809419355376.7115862693634.0692255556748.06989820231140.21095888891134.2826462366
Monthly mean days (m/s)8.09225806458.08967741948.14193548398.29096774198.33677419358.26064516138.22645161298.26064516138.31483870978.45935483878.66193548398.73870967749.03419354848.9154838718.71290322588.42580645168.19741935488.0845161297.98645161297.74838709687.84322580658.23612903238.14064516137.9696774194
6.88214285716.83928571436.98428571436.92142857146.74357142866.6756.51357142866.31428571436.17571428576.45142857146.66071428576.66285714297.02714285717.02071428577.20678571437.24714285716.96714285716.76214285716.49928571436.36071428576.51642857146.79714285716.88785714297.0685714286
6.61870967746.81419354846.66709677426.73419354846.66838709686.79096774196.63419354846.58064516136.80516129037.16580645167.42967741947.47354838717.74903225818.11935483878.05161290328.03290322587.867.66709677427.47483870977.36322580657.01419354846.96516129036.75354838716.5922580645
5.54466666675.6045.42733333335.23333333335.14733333335.18733333335.4225.76008333336.3086.72733333337.01666666677.28133333337.55133333337.50666666677.23133333337.0826.84866666676.63533333336.2365.81266666675.55.345.31266666675.496
5.10903225815.25096774195.30129032265.3954838715.36967741945.38774193555.61096774195.85677419356.05483870976.29741935486.55354838716.88903225817.22838709687.27379032267.18516129037.16258064526.9245161296.89354838716.39935483875.8954838715.47483870975.164.92774193555
5.07533333335.12333333335.06266666675.03866666674.93333333334.99866666675.08533333335.45933333335.96133333336.35466666676.5966.7646.88733333336.94291666677.11466666677.14133333336.99666666676.82533333336.60266666676.2165.90733333335.55533333335.18933333335.052
4.80322580654.76903225814.78322580654.72193548394.564.61483870974.73225806454.97483870975.28516129035.74193548396.00838709686.31935483876.32774193556.38193548396.41032258066.38258064526.35096774196.33483870976.15806451615.825.50774193555.22516129034.89806451614.8458064516
4.68774193554.80967741944.87096774194.69161290324.47612903234.47741935484.57032258064.66709677425.14903225815.56064516135.83806451616.39233870976.46782258066.61483870976.72016129036.42774193556.46919354846.30258064525.90516129035.46967741945.11096774194.75032258064.60516129034.6148387097
6.5226.376.02666666675.82933333335.8545.85266666676.0066.48533333336.73466666676.8686.96533333337.4087.6547.59933333337.83533333337.55666666677.19333333336.99933333336.57266666676.22933333336.26333333336.52533333336.54866666676.42
6.82193548396.69483870976.67935483876.65032258066.73677419356.64580645166.546.63806451616.66387096776.9154838717.07032258067.24774193557.45935483877.46709677427.25419354847.15241935486.86064516136.67741935486.65483870976.72387096776.62838709686.71419354846.90129032266.9541935484
7.9927.987.80466666677.76466666677.8787.94133333338.06666666678.01266666678.00466666678.10733333338.45266666678.63466666679.05266666679.09866666678.77466666678.66933333338.39466666678.3628.33466666678.33066666678.17733333337.967.85133333337.918
8.60903225818.42129032268.17612903238.12580645168.16967741947.99161290327.92903225817.97870967747.74903225818.09677419358.27741935488.37806451618.72580645168.68516129038.8954838718.67483870978.71806451618.65290322588.51612903238.49419354848.30709677428.15354838718.22774193558.3387096774
Random number seed2
Stats
frequency (h-1)
Smoothed PSDF for de-trended windspeed series
Year_1
windspeed record
weibull MLE fit
wind speed (m/s)
frequency
Windspeed histogram
year
wind speed (m/s)
Mean wind speed for each year
year
wind speed cube (m/s)^3
Mean cube wind speed for each year
Lags (h)
Autocovariance
Autocovariance for windspeed series
month
wind speed (m/s)
Mean monthly wind speed
month
cube wind speed (m/s)^3
Mean monthly cube wind speed
Jan
Feb
Mar
Apr
May
Jun
Jul
Aug
Sep
Oct
Nov
Dec
hour
wind speed (m/s)
Monthly mean days
HourHourly mean windspeeds
Day123456789101112131415161718192021222324
17.87.22.83.43.43.642.63.232.44.253.64.62.84.47.88.210.24.84.833.4
23232.81.61.21.421.83.64.45.25.411.411.81013.21614.823.420.418.61613.6
314.213.618.417.29.27.297.63.83.215.29.613.615.416.49.47.47.25.625.65.25.6
45.23.63.67.88.27.65.46.65.47.25.26.65.86.25.85.45.68.86.44.82.24.86.86.4
56.47.28.86.813151113.81515.214.812.817.216.813.69.614.411.411.411.414.214.89.810.2
69.28.69.86.44.41.81.61.61.20.40.40.20.4124.27.45.24.45.64.49.46.87.8
79.210.864.44.841.41.62.40.81.20.81.22.63.26.26.45.68.211.811.47.87.46.4
86.87.23.633.446.27.6811.29.21013.6151315.213.213.610.24.87.85.26.86.8
96.45.69.210.213.416.21514.2106.25.66.29.211.414.818.420.621.616.414.211.412.61613.6
10131313.69.210.212.88.44.63.82.26.481313.611.48.68.47.49.29.89.28.445.2
114.846.410.89.212.213.81112.611.88.28.46.22.61.81.41.631.22.41.81.434.8
127.29.89.87.88.26.86.67.69.48.21215.221.22221.82121.222.820.816.614.2128.29.8
1310.810.29.88.86.45.45.43.896.86.44.22.65575.63.666.85.28.410.410.2
149.26.811.812.412.48.679.49.48.242.81.81.21.41.20.40.20.40.42.22.63.43.6
1533.421.60.61.83.23.286.88.297.69.814.89.69.415.411.49.29.29.88.27.8
168.235.64.867.24.281098.26.24.26.28.676.45.69.86.845.63.83
176.45.66.88.265.4573.23.2323.23.853.84.86.48.28.8123.423.4
183.445.25.26.46.27.68.410.410.614.2149.211.414.811.221.820.420.814.214.813.813.221.6
1920.21910.29.29.67.6997.67.67.477.63.62.83.26.47.49.28.26.869.89.2
2012.413.615.88.814.616.213.89.47.66.86.8711.81212.412.87.46.87.89.26.87.47.47.8
218.29.210.214.212.41412.212.6117.28.87.47.65.84.62.6610.216.415.417.214.81614.8
2215.811.8138.210.8942.42.62.82.42.63.654.27.64.841.623.65.264.4
234.84449.697.61011.61414.212.210.89.26.66.22.81.63.42.434.46.86
245.29.28.87.26.45.43.23.63.24.65.276.25.89.611.812.613.69.24.463.42.24.4
258.212.413.612.411.2911.613.217.813.414.215.212.413.29.27.65.26.865.65.6368.8
268.21314.819.617.610.66.26.276.27.47.410.24.62.42.21.23.63.64.85.26.865.2
275.64.466.48.28.25.83.82.658.27.47.65.86.67.66.46.88.27.88.86.48.87.4
287.87.81310.29.611.287.687.26.44.411.811.411.812.29.48.29.211.816.61210.46.8
298.89.211.810.87.86.24.64.67.610.610.488.67.65.473.43.41.821.20.613
300.80.62.43.6612.811121113.413.611.614.810.810.81010.410.211.410.86.48.43.46
3147.29.26.810.88.27.66.66.22.85.65.68.26.86.69.614.413.613.616131215.414.2
32912.411.49.211.28.296.63.45.85.65.49.4810.6107.68.210.214.21512.215.817.6
3315.816.41819.217.814.2138.46.24.84.23.45.2553.62.2322.63.44.64.63.6
346.27.45.88.88.87.85.63.42.43.24.451.20.62.24.24.82.62.82.612.234.4
3581410.27.467.29.47.68.88.467.64.83.61.82.22.230.810.40.40.40.8
3625.46.25.83.833.243.44.44.44.48.49.65.885.64.63.81.81.61.82.22.2
371.62.23.65.41.40.81.60.60.610.81.81.21.411.210.82.81.83.84.277.6
385.89.8139.29.67.2107.68.412.812.615.416.6147.64.266.8511.210.49.28.87.6
395.8775.88.27.86.8442.66.46.611.49.68.68.412.89.27.44.67.210.69.411
409.89.812.4149.29.61086.244.43.63.845.41012.811.612.812.29.410.611.49.4
4195.4553.621.41.410.60.20.40.81.22.497.61615.612.212.413.215.815.4
4214.89.411.41413.412.68.66.24.62.62.40.810.20.60.200.20.211.63.23.24.6
435.46.24.27.45.61.81.63.25.48.48.6116.432.43.65.22.645.84.46.86.64
444.44.27.48.411.810.610.413.410.69.813.2109.887.288.25.646.66.21010.88
456.65.47.87.47.89.27.26.25.49.84.28.47.47.66.256.88.29.87.85.26.43.66.2
4610.49.811.49.89.24.82.2227.412.6108.47.212.412.26.469.417.617.814.816.811.4
4715.411.44.25.82.62.62.41.81.41.82.646.412.88.687.266.212.810.813.221.823.2
4817.618.213.48.810.66.84.43.23.42.40.80.40.60.21.62.23.633.81.20.21.40.81.4
492.21.42.21.43222.610.80.81.2287.25.410.610.212.211.26.25.69.83
503.66.64.66.24.23.21.85.46.258.28.48.41011.217.413.21616.611.294.85.42.8
512.245.853.220.21.61.21.44.41016.623.625.5222119.615.614.217.813.815.821.4
5219.422.421.820.416.214.811.410.27.88.45.279.44.21.85.464.65.84.62.84.25.82.2
532.42.44.68.471010.48.89.285.277.810.610.679.65.22.60.81.41.62.40.4
5400.60.20.40.21.83.254.47.43.23.42.86.211.81513.812.210.89.8865.87.6
558.49.49.25.432.43.42.82.81.81.21.22.43.62.66.66.84.63.459.8111415.8
5613.612.411.812.810.26.44.43.221.82.62.83.84.66.26.27.26.889.811.89.210.85.4
574.652.410.60.61.20.81.22.82.4565.811.276.48.26.210.611.87.855.8
5858553.63.62.41.6410.214.815.410.812.28.65.444.24.87.46.664.63
595.41.82.82.81.62.42.8120.80.611.64.26.210.48.213.88.875.233.61.4
602.63.43.27.211.612.67.29.49.615.81411.810.411.211.213.811.613.69.28.43.84.43.83.2
614.84.44.24.25.85.87.66.45.899.813.413.813.49.67.442.63.62.64.84.87.49.2
6210.212.216.415.813.211.28.47.66.66.4541.61.80.80.81.60.80.811245.6
635.23.84.43.42.61.83.44.62.43.831.81.20.62253.81.822.63.477.6
6484.45.68.410.69.89.410.46.61011.811.89.810.61413.215.611.69.610.28.27.87.88
657.63.83.22.43.45.84.85.67.87.657.65.26.23.84.43.63.27.810.210.612.614.213.2
6610.89.810.211.88.811.210.88.655.64.68.66.63.82.620.81.20.84.23.453.43.8
674.45.211.210.210.611.68.4810.2131714.617.420.21716.214.415.41310.26.277.45.2
687.23.85.633.23.83.24.86.6109.810.21112.210.612118.68.69.28.211.611.215.2
6916.414.212.29.874.42.42.21.83.88.87.69.4810.69.411114.22.22.22.63.25.8
7032.223.22.63.22.434.24.86.244.44.64.23.82.45.245.27.45.84.45.6
716.85.67.614.814.815.810.88.68.293.83.62.83.86.26369.27.69.29.28.412.2
727.66.84.84.44.43.23.8357.67.410.611.4107.69.86.68.69.65.854.84.45.6
734.45.24.87.27.67.485.245.66.66.89.412.212.219.824.22019.613.210.68.87.85.8
748.45.67.666.26.69.46.832.42.64.44.25.44.28.85.83.84.63.83.25.46.64.8
754.86.86.43.82.622.23.643.22.63.62.63.84.27.86.67.64.63.45.86.64.84.4
767.29.47.610.811.29.87.664.24.43.256.67.69.65.287.66.85.86.68.25.24.4
7784.45.24.24.42.42.42.42.47.67676.213.411.419.215.41311.6119.28.86.2
784.83.23.43.45.67.47.67.25.46.86.22.21.82.41.212.22.4110.40.40.60.6
793.44.48.411.28.45.464.86.25.67.854.45.84.64.84.62.642.62.21.82.22
802.64.83.22.63.42.45.63.62.4232.45.6910.68.8867.4711.611.69.66.6
817.267.211.25.82.62.222.43.23.62.82.221.62.61.81.83.22.63.445.27
8267.687.69.28.48.812.411.2119.86.43.81.43.875.410.613.615.21313.610.212.6
8314.8171713.212.28.87.25.633.86.66798.666.210.69.68.48.27.46.66.2
844.45.25.6688.46.24.2221.81.64.45.8108.86.65.68.69.89.612.68.410.2
8512.213.211.89.413.61917.415172015.810.61114.612.89.48.66.44.65.88.87.45.25.6
865.64.821.61.21.40.812.22.41.62.223.23.27.410.611.65.63.43.46.2128.8
879.810.210.812.275.43.82.64.25.210.47.27.896.26.644.46.46.61010.68.813.2
8812.212.813.211.810.610.613.2914.29.67.86.43.85.48.611.413.812.68.69.8119.28.48.4
896.28.483.42.62.25.64.6743.67.28.815.2211516.212.61111.673.82.83
906.86.45.26787.610.48.89.613.67.67.8976.610106.46.66.67.844.4
913.62.86.22.65.844.88.211.41415.216.4151511.48.46.62.81.21.81.61.62.62.4
926.24.66.26.46.45.887.46.25.65.82.20.82.83.64.65.87.66798.45.66.4
937.69.256.42.61.23.65.88.47.87.49.41715.413.28.87.44.65.45.64.65.47.62.8
943.84.48.267.276.67.45.85.63.67.29.211.412.210.6109.24.47.4944.84.8
951.41.632.633.84.84.2443.24.65911.81312.811.4108.24.66.674.2
965.63.6332.21.62.66.48.47.47.45.66.65.45.63.23322.82.22.62.83.2
9722.83.21.42.22.62.64.44.66.64.824.66.66.864.25.23.41.22.22.21.63.4
982.23.81.62.222.64.24.85.21010.69.413.413.412.210.210.45.64.444.43.44.44.2
996.68.48.611.412.28.88.46.889.63.63.44.46.64.236.24.22.64.45.2459.2
1009.413.413.614.813.212.813.211.68.4107.45.65.84.63.63.62.62.241.621.223.4
1013.876.84.45.66.26.64.88776.810.49.611.81412.2115.65.65.26.410.211.8
10213.4118.66.47.49.67.410.411.811.87.47.2108.6911.210.49.610.48.896.454.6
1034.64.24.43.64.43.22.61.62.62.82.425.84.65.468.287.24.42.63.44.23.2
1042.83.23.823.82.622.25.668.26.49.27.810.81311.41112.475.24.462.2
1053.64.45.668.411.611.413.61313.614.414.816.617.610.89.89.69.6127.86.68.48.47
10610.610.29.48.87.47.87.68.68.45.231.643.65.46107.27.211.212.29.86.24.6
1075.24.63.63.64.63.63.44.44.66.25.66.46.67.410.410.26.65.65.668.47.66.24.6
1085.85.43.82.422.41.4235.23.655767.69.69.27.87.83.64.43.63.2
1092.83.23.64.24.46.4877.26.24.24.64.44.65.67.68.28.466.67.296.68.4
1105.66.26.65.64.65.24.24.44.87.46.69.410.49.68.268.29.21212.212.21411.29.2
1119.812.611.28.47.45.85.48.69.66.26.265.897.65.23.84.64.645.241.81.4
1120.80.201.21.42.65.4686.69.265.85.45.465.865.465.63.424.2
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11510.288.67.43.62.21.433.64.28.27.61010.410.41315.214.611.27.89.411.613.213.8
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11922.63.63.65.86.45.68.2109.61099.69.68.27.24.86.87.410.88.898.47.4
1204.64.25.82.66.25.85.67.484.83.645.86.23.62.83.42.45.46.67.210.299.6
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123322.84.476.45.64.26.869.49.814.212.412119.49.26.87.67.85.85.65.4
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12532.41.42.61.42.64.463.844.67.6109.213.41010.49.28.29.21064.24.8
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1271.81.4222.234.46.47.84.63.62.625.24.45.69.47.28.66.27.810.611.811.8
1287.87.46.24.866.268.49.812.410.47.66.24.422.42.21.21.61.6445.48.2
12910.215.213.613.815121212.46.451.81.8274.24.85.85.63.23.83.41.21.61.2
1300.62.42.235.86.84.24.44.44.479.48.610.48.48.48.29.2511.20.20.61.2
13122.83.44.64.24.87.47.86.813.41413.416.610.48.87.85.46.8532.41.81.22.6
1323.62.43.65.84.243.22.611.632.86.26.25.22.66.26.45.44.44.24.83.63.8
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1347111110.29.89.410.21212.213.412.2129.45.89.212.410.89.27.24.42.41.81.40.8
1351.21.4333.41.81.61.82.2567.254.462.64.46.811.28.810.89.28.88.2
1366.83.41.63.634.854.22.864.22.41.83.64.46.25.45.621.812.64.44.6
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1448108.47.88.68.899.28.69.47.89.811.210.41210.610.813.68.688.85.845.6
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1505.86.47.46.866.478.49.47.2910.21011.89.28.814.216109.64.84.43.43.4
1513.83.821.61.65.43.64.24.82.65.211.29.4111012.410.811.410.475.84.84.84.6
1523.64.85.25.65.46.610.4106.45.84.84.65.68.42.82.82.6347.47.86.25.63.6
1533.22.42.23.645.24.446.88.410.214.617.817.814.411.211.295.444.43.83.44
1542.24.84.85.67.4109.61211.898.676.26.25.86.66.84.64.21.82.63.233.4
1557.24.865.64.85.444.25.87.27.276.26.631.65.26.67.87.46.47.86.27.2
1568.6987.46.85.43.22.441.86.87.66.676.65.24.45.65.25.24.63.83.23.4
1573.23.42.42.23.41.82.22.43.85.69.89.26.26.65.64.65.457.210.478.498.4
1586.87.866.25.68.48.698.212.212.810.8109.61112.613.811.812.410.89.499.28.2
1594.84.42.63.233.43.43.28.21110.69.679.25.85.64.857.48.66.24.443.8
160443.63.83.43.22.84.23.42.42.645.844.61.23.653.64.24.44.43.63.6
1614.45.65.86.86.65.668.6101110.21085.25.810.49.67.84.44.65.6786.8
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1632.42.62.84.645.244.24.65.24.877.410.810.411.287.84.43.42.82.242
16421.81.810.40.42.245.25.64.43.41.42.85.81011.278.28.68.26.45.85.2
1654.84.45.87.89.29.48.68.26.488.68.410.813.410.413.41211.41011.41210.8106.8
1665.26.88.47.28.48.47.49.66.45.87.67.69.68.411.410.812.89.410.88.29.8116.27.6
1676.25.44.85.44.844.44.24.82.66.44.24.25.67.67.67.28.27.26.86.85.67.66.4
1686.864.63.62.23.83.26.68.697.68.48.49.2119.611.68.265.45.22.84.85.4
1695.45.45.25.23.83.63.44.84.64.63.84.61.82.23.65.25.46.443.82.81.41.83.8
1702.82.82.42.22.83.86.267.46.28.26.64.64.64.278.46.66.47.88.28.46.47.6
1715.43.22.82.41.82.41.62.832.22.81.63.42.8378.4103.4221.81.43.2
1723.24.444.41.643.857.46.888.48.46.67.44.24.82.40.810.60.813
1733.44.44.82.41.61.83.43.86.45.84.83.65.67.49.29.67.67.45.85.26.48.68.66.8
1748.46.86.87.47.67.4810.46.88.47.67.285.23.44.65.8566.25.6888.2
1758.67.87.47.48.46.853.421.8344.85.26.24.64.23.82.4220.60.61.4
1761.22.43.23.231.83.44.2443.24.22.22.421.41.63.23.23.44.43.443.2
1772.83.64.65.44.64.66.25.66.27.68.27.212.69.611.810.812.811.411.612.210.68.47.68.8
1788.411.29.411.69.810.6910.411.211.812.811.210.810.410.413.813.28.66.86.43.85.276
1795.44.42.21.82.4244.23.42.84.44.63.42.81.633.478.28.68.86.46.22.4
1802.62.82.82.44464.65.26.66.876.28.811.49.65.47.46.46.25.8542.6
1813.85.21.81.21.210.80.80.40.80.60.81.44.27.610.86.254.24.22.61.22.62
1825.24.44.63.82.42.42.432.23.84.26.66.67.87.28.88.67.453.82.65.46.67.2
1839.26.86.27.26.66.86.686.878.28111212.4151079.68.810.21197
1845.475.67.265766.665.66.878.64.44.256.265.42.82.43.65.2
1855.24.25.84.87.25.44.45.235.65.24.83.22.8321.62.844.84.23.23.62.4
1862.23.64.25.43.22.82.4432.61.41.20.82.81.63.255.67.47.88.65.44.64.4
1874.4552.22.41.81.84.44.43.82.83.63.23.66.25.85.63.221.810.20.20.8
1880.81.62.21.410.81.82.643.63.44.24.872.24.28.21014.61210.45.46.64.6
1892.61.61.81.61.422.22.8356.49.68.210.28.47.26.43.244.43.64.24.45.2
1905.4976.66.86.29.210.411.210.49.48.85.83.82.21.61.811.61.22.43.842.6
1913.84.45.66.45.443.84.46.27.46.43.837.86.64.267.45.66.62.61.42.63.8
1925.88.67.65.48.45.86.66.8565.25.45.85.889.27.27.47.48.88.68.69.26
1934.64.45.266.87.442.61.81.61.824.83.24.85.88.25.24.452.83.21.61.6
1944.67.48.68.27.25.45.25.254.44.233.22.62.83.23.21.81.633.64.65.85.4
1957.63.63.42.8453.423.82.82.86.88.213.818.415.817.410.411.211.67.67.24.64.4
1962.42.211.41.62.22.232.83.62.22.42.81.40.61.22.45.663.84.455.85.2
1977.66.455.26.84.45.44.65.84.46.66.85.25.45.85.44.64.25.46.46.263.84.4
1984.86.46.25.42.82.22.42.233.24.24.22.21.40.80.412.82.63.41.621.63
1995.44.65.64.83.252.43.27.664.26.65.24.479.66.4867.488.287
2007.697.667.26.2878.68.85.687.45.8810.48.677.43.84.822.82.2
20136.45.85.46.884.442.82.24.24.84.83.64.43.63223.64.244.63.8
2023.83.62.63.62.82.81.843.25.45.28.49.45.476.267.69.2787.277.6
2037.63.653.632.42.621.61.845.477.8117.68.29.676.46.24.64.45.8
20486.86.83.83.43.43.42.82.62.81.80.813.83.27.26.47.474.479.29.29.8
20510.66.45.89.66.27.275.44.65.66.64.44.24.46.23.83.44.65.45.47.27.265.8
2065.46.88.68.68.87.46.65.86.86.44.24.44.25.84.43.64.444.46.4431.40.4
2071.222.22.63.85.45.24.85.83.657.66.63.66.24.83.45.64.63.844.63.64.6
2085.46.276.66.85.44.42.82.82.83.24.23.81.82.83.85.49.611.28886.66.4
2092.62.42.43.844.44.63.62.82.83.42.82.81.422.42.24.84.65.669.299.6
21012.49.68.410.611.89.48.688.612.29.411.412.410.68.88.47.65.6554.43.24.42.6
2111.81.626.67.25.64.644.63553.66.29.46.88.27.64.67.88.49.28.28.8
21266.83.43.62.42.83.66.87.68.28.69.65.8789.28.69.6105.63.65.43.83
2132.84.65.24.83.42.21.433.85.65.82.821.21.20.81.81.212.81.42.83.62.4
2141.42.42.23.43.23.6335.87.4877.441.22.22.21.22468.667
21546.44.23225.66.86.27.46.64.63446.662.82.210.410.81.4
2162.23.43.22.43.63.23.88.497.87.47.883.85.231.82.41.41.60.80.60.61.8
2172.43.64.25.66.87.87.63.44.25.278.2885.83.62.22121.410.22
2181.42.42.22.81.62.84.25.26.65.27.4645.89.410.812.611.210.610.810.6117.85.4
21943.40.40.612.43.24.24.64.64.87.45.47.29.454.22.23.82.63.25.65.23.6
2206.84.65.87.67.47.86.23.43.62.24.455.86.27.258.68.811.48.25.65.445
22176.87.610.67.89129.211.29.2813.211.814.612.410.86.87.46.666.242.64.8
2224.84.65.841.61.62.86.23.67.86.68.211.414.216.418.620.6251915.410.83.832.86.4
2235.8984.82.42.81.81.62.83.23.48.6886.86.667.45.67.467.88.67.8
2249.67.27.610.67.86.85.66.43.64.62.62.21.22.62.42.23.44.83.65.25.64.642.8
2253.66.25.85.67.49.49.811.29.4117.44.631.21.62.81.62.41.81.21.22.44.85.6
22655.43.81.61.43.64.23.64.65.23.273.60.60000.22.210.80.80.80.8
2271.243.23.21.82.23.43.42.422.633.45.47.67.49.28.87.477.46.64.23.6
2284.45.25.24.64.82.622.211.22.642.82.42.4433.23.82.23.45.468.2
2298.26.49.28.89.49.889.67.44.65.865.46.22.80.81.21.621.61.21.622.8
2301.61.42.82.41.40.81.62.82.42.244.66.26.27.610.41111.612108.68.69.45.6
2315.43.22.23.43.242.82.41.41.61.22.24.44.44.84.86.49.65.63.653.23.21.6
23243.444.84.83.234.67.89.611.21087.610.411.87.87.8128.658.66.48.4
2337.84.83.244.667.29.29.410.613.217.616.213.614.26.67.88.83.22.6332.23.8
2344.45.47.27.68.6912.413.415.413.410.614.211.89.48.46.24.245.62.62.61.21.61.8
2351.43.25.26.897.89.48.49.81213.21211.85.87.276.411.676.255.44.87.4
23669.811.211.61312.2159.297.45.44.66.63.41.61.40.20.40.81.60.80.810.8
2370.634.86.863.42.44.634.26.67898.48.88.610.69.25.653.64.62.2
2381.41210.82.21.42.63.63.23.23.44.86.24.84.84.21.81.62.41.42.42.44.2
2395.44.84.63.867.48.8875.24.44.25.42.821.21.81.65.64.84.66.67.26
2404.45.45.64.83.43.41.41.61.21.63.23.47.45.86.25.87.44.84.22.21.8112.2
2411.810.611.21.83.445.27.843.62.83.45.46.6116.64.8421.81.61.2
2421.21.20.60.60.61.41.21.21.83.22.637.48.49.410.4107.87.410.49.81011.49.2
2435.46.44.66.6676.86.44.88.87.4545.43.22.222.61.42.21.4321.6
2443.85.855.24.25.45.86.810.61299.28.47.612.85.463.62.83.85.24.466.4
24588.24.46.86.85.43.433.26.89.410.61010.613.414.49.612.28.87.69.610.65.27.2
2465.26.67.211.4118.49.611.813.812149.688.65.46.68.26.63.43.84.45.24.23.6
2474.44.469.65.23.22.61.210.60.60.411.43.63.63.22.82.62.22.83.87.24.8
2484.24.44.669.61311.812.210.610.610.810.613.28.23.42.41.21.42.42.633.64.87.6
24911.69.69.81010.410.615.216.819.21715.211.211.4912.49.611.28.86.66.43.64.884.6
25033.2110.60.20.200.20.62.81.82.25.86.43.66.45.84.84.84.23.63.64.8
2516.696.88.410.45.65.87.610.212.614.612.815.416.2171811.274.83.63.234.63.2
2521.40.40.20.42.43.23.8543.645.28.411.811.815.613.811.210.69.865.61.62
2532.42.644.65.666.2888.26.29.610.46.243.22.81.41.81.42.822.84.2
25465.2568.88.810.49.411.61110.48.677.26.89.610.210.26.24.24.46.44.25.6
2554.86.27.62.81.40.40.62.23.24.28.48.611.415.211.29.68.25.46.64.811.41.43.6
2564.24.85.83.22.83.82.21.24.82.87.65.66.258.25.811.27.87.84.66.28.89.86.8
2575.28.65.87.27.25.64.85.63.85.65.85.27.47.26.84.23.2444.62.41.20.61
2581.21.612121.81.61.63.243.2532.43.22.43.23.84.8669.87.6
2594.85.4611118.810.89.877.8810.27.496.46.66.45.47.49.41215.416.213
2601211.89.88.46.455.85.63.43.64.85.28.46.26.47.66.44.652.23.23.61.80.4
2610.21.443.45.25.66.67.26.62.834.23.87.610.810.67.411.24.83.83.83.67.210.2
262111057.69.213.47.810.49.27.83.61.66.68.211.215.616.813.818.417.2115.66.84.6
26386.67.25.64.67.66.6811.211.69.47.84.658.28.610.276.66.434.26.45.6
26432.22.20.422.22.23.43.81.41.83.47.47.65.442.43.67.47.26.68.47.29.2
2651111.410.212.414.8128.29.86.27.489.61212.212.816.212.814.29.211.27.89.69.215
26613.412.28.457.25.66.26.45.47.47.610.6910.28.28.68.275.45.63.62.43.65.6
26785.848.4118.86.64.63.44.24.869.411.812.497.856.28775.66
26873.84.46.89.664.831.61.20.60.60.40.41.811.442.634.85.26.48.8
2698.49.610.68.84.62.81.82.644.653.4236.45.869.610.69.811.41110.66
27072.221.62.22.25.28.686.45.44.8799.67.210.610.65.85.25.63.83.64.2
2713.8353.22.21.83.21.41.22.84.47.85.446.44.24.83.6423.24.24.63.2
2723.63.22.83.43.4431.85.457.68.213.210.612.8119.210.27.889.61111.68.4
2735.64.43.86.4444.47.610.68.611.411.611.416.812.87.29.212.214.614.210.610.26.87.2
27411.411.41213.212.611.49.48.8109.664.64.610.217.618.410.488.666.48.413.27.4
27510.88.29.210.812.612.613.213.8116.65.64.24.245.62.62.85.28.66.44.42.63.24.8
2765.26.47.49.89.85.67.44.23.84.65.22.21.41.63.22.223.23.84.81.61.62.41.2
2771.63.23.23.25.24.41.82.44.26.28.86.611.215.8139.25.65.85.24.847.86.66
27867.810.46.45.21.82.61.83.4812.217.824.223.62225.822.615.81312.8161812.69.8
2796.43.83.81.61.23.25.25.68.811.812.213.213.611.21515.212.66.67.29.26.467.87
28075.24.46.45.67.41210.8118.644.65.47.47.46.241.433.466.45.68.8
2818.466.4610.41210.49.812.213.68.48.212.471013.864.62.83.62.82.42.42.4
2824.25.644.45.6710.84.27.47.23.420.20.20.20.401.41.22.24.47.48.411
2835.66.86.44.86.48.477.479.611.614.4108.47.45.45.64.63.84.45.25.62.83.4
2841.611.21.41.41.23.46.45.66.66510.61515.613.211.6910.812.815.411.49.47
2859.813.613.6157.47.89.43.82.81.42.22610.2137.233.232.81.61.83.45.6
2865.66.88.83.22.62.83.43.25.66.65.64.67.414.412.417.81211.66.86.86.84.84.23.8
2875.667.412.68.87.47.48.864.67.812.615.61520.617.814.612.216.611.811.813.212.615.6
28813.810.8661.83.29.410.815.618.617.29.89.47.44.46.63566.85.64.45.23.2
2895.28.26.48.46.43.83.268.47.26.49.815.622.219.820.621.22117.212.89.86.43.45.2
2906.44.43.44.82.82.84.45.21013.61415.213.610.810.67.67.46.267.265.666
29178.27.44.85.65.23.43.22.42.64.84.25.445.67.25.23.46.46.89.28.86.65.2
2923.23.81.83.83.879.48.41011.267.652.61112.65.2465.667.8
2937.862.42.42.82.63.2222.22.22.61.61.82.63.43.451.44.45.678.86
2948.47.89.811.48.87.47.87.878.67.41219.823.617.613.2126.65.66.83.42.43.22.4
29565.68.276.42.83.22.44.23.82.45.84.63.24.42.62.24.234.43.43.88.45.2
2969.48.86.44.44.44.44.43.44.86.27.87.26.82.22.22.643.49.25.66.476.612.6
29714.41618.619.416.813.29.46.410910.48.68.411.2109.211.697.864.474.24.2
2981.821.21.62.63.43.84.43.87.68.46.27.45.233.83.64.63.87.67.28.8107
2994.83.84.83.42.62.62.85.25.252.411.41.22.65.86.86.23.81.610.41.61.2
300110.40.413.22.82.83.83.62.22.245.67.86.66.8111314.616.614.411.615.6
301129.87.43.23.82.61.83.22.62.23.43.44.25.67.49.28.810.49.212.27.82.42.63.4
3023.845.63.24.24.210.810.811.610.614.619.817.619.221.222.819.813.47.27.68.83.87.88.4
3037.88.27.46.49.412.67.810.85.64.22.81.45.411.2105.83.46.21312.211.28.47.46.6
3048.46.810.49.81111.474.44.64.22.822.21.41.4245.25.25.23.43.23.43.4
3052.43.66.63.22.23.83.42.41.43.297.86.69.27.68.67.45.27.86.86.454.66.8
3066.811.61214.813.213.81114.610.89.25.8310.61.42.23.45.29.48.213.610.812.46.8
307585.46.68.412.614.818.215.211.819.4151311.49.28.647.87.863.43.62.23.6
3084.6354.62.22.41.42.41.81.64.67.47.69.812.61311.69.41110.88.28.68.210.2
3097.65.84.64.64.63.24.83.23.21.20.811.82.85.47.210.612.8111211.45.41.81.6
3102.24.26.66.23.86.26.26.810.88.288.410.28.88.8586.45.62.44.4545
3113.22.2511.48.47.41210.814.610.214.420.615.418.421.618.612.810.465.26.49.87.27.6
3126.86.286.286.24.23.42.84.43.84.82.60.40.60.60.60.61.64.468.610.215.4
31311.812.81010.48.8977.43.84.43.67.47.26.85.83.41.43.45.65.63.61.62.45.8
31447.67810.49.486.48.68.2722.823.24.22.8469.88.87.29.29.6
3159.66.25.488.884.221.40.62.65.23.452.64.61.623.423.46.46.85.4
3164.26.677813.217.215.215.215.815.614.416.8121514.215.217.612.69.86.86.85.44.4
3171.41.21.42.652.81.83.46.87.48.61110.81111.47.678.46.89.210.811.41617.8
31813.48.45.8889.4128.264.84.643.47.810.48.678.48.23.63.652.82.4
3191.410.623.23.65.26.86.46.889.416.813.89.27.24.41.821.84.44.42.46.4
3203.22.62.42.84.65.48.811.813.416.41110.410.217.612.614.298.46.88.87.23.67.23.6
3219756.65.878.410.810.211.411.69.48.65.83.63.278.46.86.45.44.45.49.2
322912.26.26.676.61211.411.815.210.613.218.62116.416.217.814.412128.21310.811.2
32344.22.61.82.65.45.27.46.46.89.67.88.69.89.8875.24.87.88.89.810.811.2
32414.613.2118.8108.41111.410.211.411.66.46.27.86.24.63.844.48.88.811.410.214.8
3257.24.23.83.255.474.25.23.235.2258.88.677.813.29.81618.42125.6
32622.819.216.615.414.8912.68.28.67.487.410.87.27.67.65.6612.613.616.61610.810.8
3279.613.81617.21613.210.4138.25.25.45.22.85.85.46.24.84.48.27.24.47.84.69.2
32810.65.86.29.885.84.81.41.222.211.61.61.61.82.22.25.268.811.812.49.6
32914.613.211.410.411.49.414.210.26.88.85.46.47.29.87.6811.213.26.47.82.83.210.4
3300.60.20.40.40.61.61.84.444.44.66.46.67.27.27.68.48.412.614.217.817.815.416.6
33112.813.88.89.8108.43.41.43.81.437.413.615.215.613.611.6105.64.4322.23.2
3326.28.411.46.26.25.44.25.26.87.88.68.89.26.23.61.420.81.84.4564.45
3335.83.85.44.84.673.83.43.465.45.658.810.811.415.822.22421.821211916
33410.612.214.214.813.211710.28.210.2119.412.412.614.412.412.88.47.89.211.411.410.27.6
3356.87.27.26.65.45.84.66.6109.28.4911.2106.26.65.24.446.45.82.83.63.4
3364.46.43.42.42.8357.412.49.610.417.488108.89.811.811.211.611.614.216.49.6
3379.29.6108.4710.28.87.46.26.42.83.83.8374.22.83.28.29.27.67.288.6
3387.665.48.4710.27.49.46.611.21316.21816.214.412.410.26.44.46.49117.210
33912.812.212.677.43.63.81.65.48.67.46.27.653.85.664.84.834.456.26.8
340611.612.616.81917.813.811.412.410.611.412.613.410.612.69.410.29.28.27.233.446.4
3418.296.26.64.63.63386.412.4119.6119.47.88.811.410.210.28.65.85.88.2
3425.27.66.86.210.211.2151918.62218.815.613.4104.62.868.88.89.69.69.410.612.2
34311.29.69.45.877.8323.64.89.897.23.82.23.44.49.88.26.85.44.65.49.6
34411.216.615.813.420.217.814.49.4810.214.219.81512.28.49.88.410.29.810.213.211.610.610.6
34510.212.212.61313.48.213.4159.414.411.4812.812.81010.85.22.61.41.62.22.446
3465.65.66.277.47.88.4158.411.279.411.28.69.46.611.47.83.83.84.434.86
3474.467.65.86.24.656.29.411.610.41097.611.612.415.217.614.611.61699.69.6
34812.28.67.28.48.87.4711.413.613.89.410.63.654.27.46.48.87.44.46.87.24.82.8
3491.85.259.411.811.21616.21310.29.810.6101076.68.48.89.210.212.614.214.814.8
35014.48.25.486.654.25.454.46.49.412.813.417.213.610.87.811.816.211913.29.6
3511516.610.410.89.211.26.610.211.48.29.46.24.24.685.66.47.86.4697.6911.6
35213.817.818.816.211.25.44.26.66.669.413.812.210.69.41314.610.812.49.68.65.84.82.2
3531.62.82.26.67211.648.68.474.23.21.621.41.42.62.833.44.42.6
3544.84.83.644.233.25.45.86.410.814.411.613.415.413.611.410.813.413.415.418.81720.2
35519.624.419.412.411.811.25.84.22.81.61.61.84.24.26.678.89.817.416.814.812.686.4
3567.611.615.820.416.213.48.4759.68.86.69.69.69.411.49.211.48.88.68856
3574.85.63.641.40.82.62.22.47.29.81111.615167.410.814.61415.615.419.421.814.4
35812.211.6108.812.813.415.611.84.43.44.46.66.25.85.8665.63.434497.6
3599.29.68.68.810.28.87.87.477.29.46.26.63.61.610.61.40.40.40.84.6810
36011.610.688.86.233.67.45621.82.24.28.414.21411.816.215.61111119.6
36112.212.614.21311.212.27.86.22.262.655.45.48.48.88.810.8149.64811.612.2
36212.210.6811.412.87.89.29.81112.210.89.410.68.6119.49.810.89.211.211116.810
36312.21088.811.27.411.211.86.66.89.8788768.45.64.4434.67.26.8
3646.46.41011.814.415.413.415.619.8222019.219.41110.410.46.45.24.45.63.44.43.61.8
3651.61.60.412.45.82.42.222.22.61.61.40.20.60.81.64.45.243311.4
-
Wind power - load curve correlation in UKJuly 0.88Jan (-)0.51Mar 0.48Oct 0.39Average correlation factor over the year = 0.38
Chart1
0.70203376370.4206872245
0.67399070680.4117665767
0.65647838980.4154540168
0.64863287180.3996874011
0.64025030940.3599604945
0.62638055430.3731039891
0.65022065520.4023143947
0.76089849860.4674092756
0.87907161370.5604476444
0.93219230860.7186794672
0.95848413380.8234439178
0.96852452890.9580287411
0.97980246110.9618483155
0.97693044110.9867736417
0.96938846990.999999921
0.97207369180.9870729361
0.9777009830.9724785532
10.9650881815
0.98115674690.8865291401
0.94568846760.7483922227
0.90898265110.6342800642
0.88799122050.5415760047
0.8859364420.4461016355
0.83337614120.4319748904
UK load
wind power
Hrs.
normalised power generated
Sheet4
Column 1Column 2
Column 11
Column 20.88721859031
Column 1
Column 11
Column 20.8872185903
result correln UK jan
Column 1Column 2
Column 11
Column 2-0.50887386561
result correln UK mar
Column 1Column 2
Column 11
Column 20.48035188441
result correln UK oct
Column 1Column 2
Column 11
Column 20.39173191281
calculn of P
hrsvPfor 1000 MWnormalisedloadfor 3200 MWJULY
04.80322580650.2074784798207.47847982810.4206872245300660.70203376370.4206872245663.93113545
14.76903225810.2030789109203.07891091570.4117665767288650.67399070680.4117665767649.8525149302
24.78322580650.2048975173204.89751727320.4154540168281150.65647838980.4154540168655.6720552742
34.72193548390.1971215895197.12158952780.3996874011277790.64863287180.3996874011630.7890864891
44.560.1775287003177.52870028390.3599604945274200.64025030940.3599604945568.0918409085
54.61483870970.1840109325184.01093249750.3731039891268260.62638055430.3731039891588.8349839921
64.73225806450.1984171949198.41719491180.4023143947278470.65022065520.4023143947634.9350237178
74.97483870970.2305213002230.52130018180.4674092756325870.76089849860.4674092756737.6681605818
85.28516129030.2764068374276.40683744960.5604476444376480.87907161370.5604476444884.5018798387
95.74193548390.3544450952354.44509519950.7186794672399230.93219230860.71867946721134.2243046384
106.00838709680.4061138118406.11381175230.8234439178410490.95848413380.82344391781299.5641976075
116.31935483870.47248962472.48961998290.9580287411414790.96852452890.95802874111511.9667839451
126.32774193550.4743733936474.37339360030.9618483155419620.97980246110.96184831551517.9948595209
136.38193548390.4866663003486.66630028270.9867736417418390.97693044110.98677364171557.3321609047
146.41032258060.493189361493.18936104890.999999921415160.96938846990.9999999211578.2059553566
156.38258064520.4868139091486.8139091080.9870729361416310.97207369180.98707293611557.8045091456
166.35096774190.4796161142479.61611418120.9724785532418720.9777009830.97247855321534.7715653799
176.33483870970.4759712612475.9712611980.96508818154282710.96508818151523.1080358334
186.15806451610.4372267747437.22677470450.8865291401420200.98115674690.88652914011399.1256790544
195.820.3690991113369.09911128220.7483922227405010.94568846760.74839222271181.117156103
205.50774193550.3128202043312.82020428750.6342800642389290.90898265110.63428006421001.0246537201
215.22516129030.2670995448267.09954483460.5415760047380300.88799122050.5415760047854.7185434706
224.89806451610.220012598220.0125979530.4461016355379420.8859364420.4461016355704.0403134496
234.84580645160.213045437213.04543702460.4319748904356910.83337614120.4319748904681.7453984787
JANfor 3200 MWloadnormalised loadnormalised wind
08.09225806450.99216343563174.9229939099368570.81032890690.9921634356
18.08967741940.99121452673171.8864853147368430.81002110630.9912145267
28.141935483913200347570.76415882511
38.290967741913200335730.73812769331
48.336774193513200314980.69250725531
58.260645161313200303950.66825696951
68.226451612913200303710.66772931141
78.260645161313200287410.63189253361
88.314838709713200283930.62424149151
98.459354838713200302940.66603640841
108.661935483913200332720.73150998151
118.738709677413200360590.79278427581
129.034193548413200381580.83893237181
138.91548387113200386820.85045290651
148.712903225813200386230.84915574711
158.425806451613200388920.85506991471
168.197419354813200423540.93118459241
178.0845161290.98931852433165.8192776164548410.9893185243
187.98645161290.95375239133052.0076521765446620.98192771080.9537523913
197.74838709680.87097958022787.1346566344431500.9486852520.8709795802
207.84322580650.90335447682890.7343256164414500.91130947150.9033544768
218.236129032313200395200.86887696771
228.140645161313200368780.81079060771
237.96967741940.94775541693032.8173339582404680.88971946180.9477554169
MAR45484
06.61870967740.54286774761737.1767923347377030.81198716430.5428677476
16.81419354840.5924032611895.6904351278376830.81155643620.592403261
26.66709677420.55486115641775.555700493365240.78659574010.5548611564
36.73419354840.57178245971829.7038711215357160.7691943230.5717824597
46.66838709680.55518337541776.5868013386341090.73458531650.5551833754
56.79096774190.58636636181876.3723577522337190.72618611760.5863663618
66.63419354840.54668663721749.3972390533347160.74765791570.5466866372
76.58064516130.53355533451707.3770703062347550.74849783560.5335553345
86.80516129030.59005067891888.1621725447374100.8056769970.5900506789
97.16580645160.68892075152204.5464047182408050.87879309970.6889207515
107.42967741940.76786331532457.1626090191414990.89373936640.7678633153
117.47354838710.78154609522500.9475047382412490.88835526460.7815460952
127.74903225810.87119716192787.8309180992407580.87778088860.8711971619
138.119354838713200395830.852475611
148.05161290320.97728831713127.3226147981387510.83455731910.9772883171
158.03290322580.97049130873105.5721879687379430.81715590210.9704913087
167.860.90916285482909.3211353692385510.83025003770.9091628548
177.66709677420.84385315882700.3301082113419080.9025477570.8438531588
187.47483870970.78195097152502.24310866934643310.7819509715
197.36322580650.74744355742391.8193836995459710.99005017980.7474435574
207.01419354840.64611121912067.5559011324433140.93282794560.6461112191
216.96516129030.63265592362024.4989553855404390.87091077470.6326559236
226.75354838710.57672674661845.5255890537378060.81420541430.5767267466
236.59225806450.53638502691716.432086041357790.77055111670.5363850269
OCT46433
06.82193548390.59442473011902.159136256305280.67172750680.7625485818
16.69483870970.56181638541797.8124331757297570.65476269060.7207174706
26.67935483870.55792727511785.36728039295680.65060400030.7157283856
36.65032258060.55068364791762.1876733768288100.63392523160.7064360104
46.73677419350.57244005881831.808188191283180.62309943450.7343458859
56.64580645160.54956252791758.6000892985284040.62499174860.7049977989
66.540.52372980571675.9353783348319130.70220256560.6718586903
76.63806451610.54764414981752.4612794497384980.8470966180.7025368372
86.66387096770.55405615441772.9796939786412030.90661649830.7107623781
96.9154838710.61921542141981.4893485072416930.91739828810.7943509372
107.07032258060.66174662022117.58918449419340.92270116840.8489114285
117.24774193550.71282382962281.0362546498420700.92569366510.9144350375
127.45935483870.7771016772486.7253662938421320.92705789160.996892881
137.46709677420.77952381032494.4761930353420960.92626576011.0000000774
147.25419354840.71472909542287.1331052801415270.91374568180.9168791783
157.15241935480.68506685312192.2139300774411240.90487820980.8788274291
166.86064516130.60460108051934.7234575679414280.91156732020.7756031558
176.67741935480.55744240211783.8156866642427700.9410962220.7151063737
186.65483870970.55180629171765.7801333089441980.97251743790.7078761765
196.72387096770.56915709961821.3027186114544710.7301343924
206.62838709680.5452524621744.8078782543423000.93075450520.6994686973
216.71419354840.56670313441813.4500301722389130.85622813390.7269863611
226.90129032260.61541055191969.3137661488346990.76350474180.7894699192
236.95419354840.62967197842014.9503309349319300.70257662770.8077649699
46433
45447
calculn of P
UK load
wind power
Hrs.
normalised power generated
result correln UK
Load
wind power
Hrs.
Normalised w.r.t. peak
data for correln
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
Load
Wind power
Hrs.
Normalised generation w.r.t. peak
Sheet3
Column 1Column 2
Column 11
Column 20.32652781371
loadwind
0.70203376370.4206872245
0.67399070680.4117665767
0.65647838980.4154540168
0.64863287180.3996874011
0.64025030940.3599604945
0.62638055430.3731039891
0.65022065520.4023143947
0.76089849860.4674092756
0.87907161370.5604476444
0.93219230860.7186794672
0.95848413380.8234439178
0.96852452890.9580287411
0.97980246110.9618483155
0.97693044110.9867736417
0.96938846990.999999921
0.97207369180.9870729361
0.9777009830.9724785532
10.9650881815
0.98115674690.8865291401
0.94568846760.7483922227
0.90898265110.6342800642
0.88799122050.5415760047
0.8859364420.4461016355
0.83337614120.4319748904
0.81032890690.9921634356
0.81002110630.9912145267
0.76415882511
0.73812769331
0.69250725531
0.66825696951
0.66772931141
0.63189253361
0.62424149151
0.66603640841
0.73150998151
0.79278427581
0.83893237181
0.85045290651
0.84915574711
0.85506991471
0.93118459241
10.9893185243
0.98192771080.9537523913
0.9486852520.8709795802
0.91130947150.9033544768
0.86887696771
0.81079060771
0.88971946180.9477554169
0.81198716430.5428677476
0.81155643620.592403261
0.78659574010.5548611564
0.7691943230.5717824597
0.73458531650.5551833754
0.72618611760.5863663618
0.74765791570.5466866372
0.74849783560.5335553345
0.8056769970.5900506789
0.87879309970.6889207515
0.89373936640.7678633153
0.88835526460.7815460952
0.87778088860.8711971619
0.852475611
0.83455731910.9772883171
0.81715590210.9704913087
0.83025003770.9091628548
0.9025477570.8438531588
10.7819509715
0.99005017980.7474435574
0.93282794560.6461112191
0.87091077470.6326559236
0.81420541430.5767267466
0.77055111670.5363850269
0.67172750680.7625485818
0.65476269060.7207174706
0.65060400030.7157283856
0.63392523160.7064360104
0.62309943450.7343458859
0.62499174860.7049977989
0.70220256560.6718586903
0.8470966180.7025368372
0.90661649830.7107623781
0.91739828810.7943509372
0.92270116840.8489114285
0.92569366510.9144350375
0.92705789160.996892881
0.92626576011.0000000774
0.91374568180.9168791783
0.90487820980.8788274291
0.91156732020.7756031558
0.9410962220.7151063737
0.97251743790.7078761765
10.7301343924
0.93075450520.6994686973
0.85622813390.7269863611
0.76350474180.7894699192
0.70257662770.8077649699
Chart2
0.81032890690.9921634356
0.81002110630.9912145267
0.76415882511
0.73812769331
0.69250725531
0.66825696951
0.66772931141
0.63189253361
0.62424149151
0.66603640841
0.73150998151
0.79278427581
0.83893237181
0.85045290651
0.84915574711
0.85506991471
0.93118459241
10.9893185243
0.98192771080.9537523913
0.9486852520.8709795802
0.91130947150.9033544768
0.86887696771
0.81079060771
0.88971946180.9477554169
Load
wind power
Hrs.
Normalised w.r.t. peak
Sheet4
Column 1Column 2
Column 11
Column 20.88721859031
Column 1
Column 11
Column 20.8872185903
result correln UK jan
Column 1Column 2
Column 11
Column 2-0.50887386561
result correln UK mar
Column 1Column 2
Column 11
Column 20.48035188441
result correln UK oct
Column 1Column 2
Column 11
Column 20.39173191281
calculn of P
hrsvPfor 1000 MWnormalisedloadfor 3200 MWJULY
04.80322580650.2074784798207.47847982810.4206872245300660.70203376370.4206872245663.93113545
14.76903225810.2030789109203.07891091570.4117665767288650.67399070680.4117665767649.8525149302
24.78322580650.2048975173204.89751727320.4154540168281150.65647838980.4154540168655.6720552742
34.72193548390.1971215895197.12158952780.3996874011277790.64863287180.3996874011630.7890864891
44.560.1775287003177.52870028390.3599604945274200.64025030940.3599604945568.0918409085
54.61483870970.1840109325184.01093249750.3731039891268260.62638055430.3731039891588.8349839921
64.73225806450.1984171949198.41719491180.4023143947278470.65022065520.4023143947634.9350237178
74.97483870970.2305213002230.52130018180.4674092756325870.76089849860.4674092756737.6681605818
85.28516129030.2764068374276.40683744960.5604476444376480.87907161370.5604476444884.5018798387
95.74193548390.3544450952354.44509519950.7186794672399230.93219230860.71867946721134.2243046384
106.00838709680.4061138118406.11381175230.8234439178410490.95848413380.82344391781299.5641976075
116.31935483870.47248962472.48961998290.9580287411414790.96852452890.95802874111511.9667839451
126.32774193550.4743733936474.37339360030.9618483155419620.97980246110.96184831551517.9948595209
136.38193548390.4866663003486.66630028270.9867736417418390.97693044110.98677364171557.3321609047
146.41032258060.493189361493.18936104890.999999921415160.96938846990.9999999211578.2059553566
156.38258064520.4868139091486.8139091080.9870729361416310.97207369180.98707293611557.8045091456
166.35096774190.4796161142479.61611418120.9724785532418720.9777009830.97247855321534.7715653799
176.33483870970.4759712612475.9712611980.96508818154282710.96508818151523.1080358334
186.15806451610.4372267747437.22677470450.8865291401420200.98115674690.88652914011399.1256790544
195.820.3690991113369.09911128220.7483922227405010.94568846760.74839222271181.117156103
205.50774193550.3128202043312.82020428750.6342800642389290.90898265110.63428006421001.0246537201
215.22516129030.2670995448267.09954483460.5415760047380300.88799122050.5415760047854.7185434706
224.89806451610.220012598220.0125979530.4461016355379420.8859364420.4461016355704.0403134496
234.84580645160.213045437213.04543702460.4319748904356910.83337614120.4319748904681.7453984787
JANfor 3200 MWloadnormalised loadnormalised wind
08.09225806450.99216343563174.9229939099368570.81032890690.9921634356
18.08967741940.99121452673171.8864853147368430.81002110630.9912145267
28.141935483913200347570.76415882511
38.290967741913200335730.73812769331
48.336774193513200314980.69250725531
58.260645161313200303950.66825696951
68.226451612913200303710.66772931141
78.260645161313200287410.63189253361
88.314838709713200283930.62424149151
98.459354838713200302940.66603640841
108.661935483913200332720.73150998151
118.738709677413200360590.79278427581
129.034193548413200381580.83893237181
138.91548387113200386820.85045290651
148.712903225813200386230.84915574711
158.425806451613200388920.85506991471
168.197419354813200423540.93118459241
178.0845161290.98931852433165.8192776164548410.9893185243
187.98645161290.95375239133052.0076521765446620.98192771080.9537523913
197.74838709680.87097958022787.1346566344431500.9486852520.8709795802
207.84322580650.90335447682890.7343256164414500.91130947150.9033544768
218.236129032313200395200.86887696771
228.140645161313200368780.81079060771
237.96967741940.94775541693032.8173339582404680.88971946180.9477554169
MAR45484
06.61870967740.54286774761737.1767923347377030.81198716430.5428677476
16.81419354840.5924032611895.6904351278376830.81155643620.592403261
26.66709677420.55486115641775.555700493365240.78659574010.5548611564
36.73419354840.57178245971829.7038711215357160.7691943230.5717824597
46.66838709680.55518337541776.5868013386341090.73458531650.5551833754
56.79096774190.58636636181876.3723577522337190.72618611760.5863663618
66.63419354840.54668663721749.3972390533347160.74765791570.5466866372
76.58064516130.53355533451707.3770703062347550.74849783560.5335553345
86.80516129030.59005067891888.1621725447374100.8056769970.5900506789
97.16580645160.68892075152204.5464047182408050.87879309970.6889207515
107.42967741940.76786331532457.1626090191414990.89373936640.7678633153
117.47354838710.78154609522500.9475047382412490.88835526460.7815460952
127.74903225810.87119716192787.8309180992407580.87778088860.8711971619
138.119354838713200395830.852475611
148.05161290320.97728831713127.3226147981387510.83455731910.9772883171
158.03290322580.97049130873105.5721879687379430.81715590210.9704913087
167.860.90916285482909.3211353692385510.83025003770.9091628548
177.66709677420.84385315882700.3301082113419080.9025477570.8438531588
187.47483870970.78195097152502.24310866934643310.7819509715
197.36322580650.74744355742391.8193836995459710.99005017980.7474435574
207.01419354840.64611121912067.5559011324433140.93282794560.6461112191
216.96516129030.63265592362024.4989553855404390.87091077470.6326559236
226.75354838710.57672674661845.5255890537378060.81420541430.5767267466
236.59225806450.53638502691716.432086041357790.77055111670.5363850269
OCT46433
06.82193548390.59442473011902.159136256305280.67172750680.7625485818
16.69483870970.56181638541797.8124331757297570.65476269060.7207174706
26.67935483870.55792727511785.36728039295680.65060400030.7157283856
36.65032258060.55068364791762.1876733768288100.63392523160.7064360104
46.73677419350.57244005881831.808188191283180.62309943450.7343458859
56.64580645160.54956252791758.6000892985284040.62499174860.7049977989
66.540.52372980571675.9353783348319130.70220256560.6718586903
76.63806451610.54764414981752.4612794497384980.8470966180.7025368372
86.66387096770.55405615441772.9796939786412030.90661649830.7107623781
96.9154838710.61921542141981.4893485072416930.91739828810.7943509372
107.07032258060.66174662022117.58918449419340.92270116840.8489114285
117.24774193550.71282382962281.0362546498420700.92569366510.9144350375
127.45935483870.7771016772486.7253662938421320.92705789160.996892881
137.46709677420.77952381032494.4761930353420960.92626576011.0000000774
147.25419354840.71472909542287.1331052801415270.91374568180.9168791783
157.15241935480.68506685312192.2139300774411240.90487820980.8788274291
166.86064516130.60460108051934.7234575679414280.91156732020.7756031558
176.67741935480.55744240211783.8156866642427700.9410962220.7151063737
186.65483870970.55180629171765.7801333089441980.97251743790.7078761765
196.72387096770.56915709961821.3027186114544710.7301343924
206.62838709680.5452524621744.8078782543423000.93075450520.6994686973
216.71419354840.56670313441813.4500301722389130.85622813390.7269863611
226.90129032260.61541055191969.3137661488346990.76350474180.7894699192
236.95419354840.62967197842014.9503309349319300.70257662770.8077649699
46433
45447
calculn of P
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
UK load
wind power
Hrs.
normalised power generated
result correln UK
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
Load
wind power
Hrs.
Normalised w.r.t. peak
data for correln
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
Load
Wind power
Hrs.
Normalised generation w.r.t. peak
Sheet3
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
Column 1Column 2
Column 11
Column 20.32652781371
loadwind
0.70203376370.4206872245
0.67399070680.4117665767
0.65647838980.4154540168
0.64863287180.3996874011
0.64025030940.3599604945
0.62638055430.3731039891
0.65022065520.4023143947
0.76089849860.4674092756
0.87907161370.5604476444
0.93219230860.7186794672
0.95848413380.8234439178
0.96852452890.9580287411
0.97980246110.9618483155
0.97693044110.9867736417
0.96938846990.999999921
0.97207369180.9870729361
0.9777009830.9724785532
10.9650881815
0.98115674690.8865291401
0.94568846760.7483922227
0.90898265110.6342800642
0.88799122050.5415760047
0.8859364420.4461016355
0.83337614120.4319748904
0.81032890690.9921634356
0.81002110630.9912145267
0.76415882511
0.73812769331
0.69250725531
0.66825696951
0.66772931141
0.63189253361
0.62424149151
0.66603640841
0.73150998151
0.79278427581
0.83893237181
0.85045290651
0.84915574711
0.85506991471
0.93118459241
10.9893185243
0.98192771080.9537523913
0.9486852520.8709795802
0.91130947150.9033544768
0.86887696771
0.81079060771
0.88971946180.9477554169
0.81198716430.5428677476
0.81155643620.592403261
0.78659574010.5548611564
0.7691943230.5717824597
0.73458531650.5551833754
0.72618611760.5863663618
0.74765791570.5466866372
0.74849783560.5335553345
0.8056769970.5900506789
0.87879309970.6889207515
0.89373936640.7678633153
0.88835526460.7815460952
0.87778088860.8711971619
0.852475611
0.83455731910.9772883171
0.81715590210.9704913087
0.83025003770.9091628548
0.9025477570.8438531588
10.7819509715
0.99005017980.7474435574
0.93282794560.6461112191
0.87091077470.6326559236
0.81420541430.5767267466
0.77055111670.5363850269
0.67172750680.7625485818
0.65476269060.7207174706
0.65060400030.7157283856
0.63392523160.7064360104
0.62309943450.7343458859
0.62499174860.7049977989
0.70220256560.6718586903
0.8470966180.7025368372
0.90661649830.7107623781
0.91739828810.7943509372
0.92270116840.8489114285
0.92569366510.9144350375
0.92705789160.996892881
0.92626576011.0000000774
0.91374568180.9168791783
0.90487820980.8788274291
0.91156732020.7756031558
0.9410962220.7151063737
0.97251743790.7078761765
10.7301343924
0.93075450520.6994686973
0.85622813390.7269863611
0.76350474180.7894699192
0.70257662770.8077649699
Chart3
0.81198716430.5428677476
0.81155643620.592403261
0.78659574010.5548611564
0.7691943230.5717824597
0.73458531650.5551833754
0.72618611760.5863663618
0.74765791570.5466866372
0.74849783560.5335553345
0.8056769970.5900506789
0.87879309970.6889207515
0.89373936640.7678633153
0.88835526460.7815460952
0.87778088860.8711971619
0.852475611
0.83455731910.9772883171
0.81715590210.9704913087
0.83025003770.9091628548
0.9025477570.8438531588
10.7819509715
0.99005017980.7474435574
0.93282794560.6461112191
0.87091077470.6326559236
0.81420541430.5767267466
0.77055111670.5363850269
Load
Wind power
Hrs.
Normalised generation w.r.t. peak
Sheet4
Column 1Column 2
Column 11
Column 20.88721859031
Column 1
Column 11
Column 20.8872185903
result correln UK jan
Column 1Column 2
Column 11
Column 2-0.50887386561
result correln UK mar
Column 1Column 2
Column 11
Column 20.48035188441
result correln UK oct
Column 1Column 2
Column 11
Column 20.39173191281
calculn of P
hrsvPfor 1000 MWnormalisedloadfor 3200 MWJULY
04.80322580650.2074784798207.47847982810.4206872245300660.70203376370.4206872245663.93113545
14.76903225810.2030789109203.07891091570.4117665767288650.67399070680.4117665767649.8525149302
24.78322580650.2048975173204.89751727320.4154540168281150.65647838980.4154540168655.6720552742
34.72193548390.1971215895197.12158952780.3996874011277790.64863287180.3996874011630.7890864891
44.560.1775287003177.52870028390.3599604945274200.64025030940.3599604945568.0918409085
54.61483870970.1840109325184.01093249750.3731039891268260.62638055430.3731039891588.8349839921
64.73225806450.1984171949198.41719491180.4023143947278470.65022065520.4023143947634.9350237178
74.97483870970.2305213002230.52130018180.4674092756325870.76089849860.4674092756737.6681605818
85.28516129030.2764068374276.40683744960.5604476444376480.87907161370.5604476444884.5018798387
95.74193548390.3544450952354.44509519950.7186794672399230.93219230860.71867946721134.2243046384
106.00838709680.4061138118406.11381175230.8234439178410490.95848413380.82344391781299.5641976075
116.31935483870.47248962472.48961998290.9580287411414790.96852452890.95802874111511.9667839451
126.32774193550.4743733936474.37339360030.9618483155419620.97980246110.96184831551517.9948595209
136.38193548390.4866663003486.66630028270.9867736417418390.97693044110.98677364171557.3321609047
146.41032258060.493189361493.18936104890.999999921415160.96938846990.9999999211578.2059553566
156.38258064520.4868139091486.8139091080.9870729361416310.97207369180.98707293611557.8045091456
166.35096774190.4796161142479.61611418120.9724785532418720.9777009830.97247855321534.7715653799
176.33483870970.4759712612475.9712611980.96508818154282710.96508818151523.1080358334
186.15806451610.4372267747437.22677470450.8865291401420200.98115674690.88652914011399.1256790544
195.820.3690991113369.09911128220.7483922227405010.94568846760.74839222271181.117156103
205.50774193550.3128202043312.82020428750.6342800642389290.90898265110.63428006421001.0246537201
215.22516129030.2670995448267.09954483460.5415760047380300.88799122050.5415760047854.7185434706
224.89806451610.220012598220.0125979530.4461016355379420.8859364420.4461016355704.0403134496
234.84580645160.213045437213.04543702460.4319748904356910.83337614120.4319748904681.7453984787
JANfor 3200 MWloadnormalised loadnormalised wind
08.09225806450.99216343563174.9229939099368570.81032890690.9921634356
18.08967741940.99121452673171.8864853147368430.81002110630.9912145267
28.141935483913200347570.76415882511
38.290967741913200335730.73812769331
48.336774193513200314980.69250725531
58.260645161313200303950.66825696951
68.226451612913200303710.66772931141
78.260645161313200287410.63189253361
88.314838709713200283930.62424149151
98.459354838713200302940.66603640841
108.661935483913200332720.73150998151
118.738709677413200360590.79278427581
129.034193548413200381580.83893237181
138.91548387113200386820.85045290651
148.712903225813200386230.84915574711
158.425806451613200388920.85506991471
168.197419354813200423540.93118459241
178.0845161290.98931852433165.8192776164548410.9893185243
187.98645161290.95375239133052.0076521765446620.98192771080.9537523913
197.74838709680.87097958022787.1346566344431500.9486852520.8709795802
207.84322580650.90335447682890.7343256164414500.91130947150.9033544768
218.236129032313200395200.86887696771
228.140645161313200368780.81079060771
237.96967741940.94775541693032.8173339582404680.88971946180.9477554169
MAR45484
06.61870967740.54286774761737.1767923347377030.81198716430.5428677476
16.81419354840.5924032611895.6904351278376830.81155643620.592403261
26.66709677420.55486115641775.555700493365240.78659574010.5548611564
36.73419354840.57178245971829.7038711215357160.7691943230.5717824597
46.66838709680.55518337541776.5868013386341090.73458531650.5551833754
56.79096774190.58636636181876.3723577522337190.72618611760.5863663618
66.63419354840.54668663721749.3972390533347160.74765791570.5466866372
76.58064516130.53355533451707.3770703062347550.74849783560.5335553345
86.80516129030.59005067891888.1621725447374100.8056769970.5900506789
97.16580645160.68892075152204.5464047182408050.87879309970.6889207515
107.42967741940.76786331532457.1626090191414990.89373936640.7678633153
117.47354838710.78154609522500.9475047382412490.88835526460.7815460952
127.74903225810.87119716192787.8309180992407580.87778088860.8711971619
138.119354838713200395830.852475611
148.05161290320.97728831713127.3226147981387510.83455731910.9772883171
158.03290322580.97049130873105.5721879687379430.81715590210.9704913087
167.860.90916285482909.3211353692385510.83025003770.9091628548
177.66709677420.84385315882700.3301082113419080.9025477570.8438531588
187.47483870970.78195097152502.24310866934643310.7819509715
197.36322580650.74744355742391.8193836995459710.99005017980.7474435574
207.01419354840.64611121912067.5559011324433140.93282794560.6461112191
216.96516129030.63265592362024.4989553855404390.87091077470.6326559236
226.75354838710.57672674661845.5255890537378060.81420541430.5767267466
236.59225806450.53638502691716.432086041357790.77055111670.5363850269
OCT46433
06.82193548390.59442473011902.159136256305280.67172750680.7625485818
16.69483870970.56181638541797.8124331757297570.65476269060.7207174706
26.67935483870.55792727511785.36728039295680.65060400030.7157283856
36.65032258060.55068364791762.1876733768288100.63392523160.7064360104
46.73677419350.57244005881831.808188191283180.62309943450.7343458859
56.64580645160.54956252791758.6000892985284040.62499174860.7049977989
66.540.52372980571675.9353783348319130.70220256560.6718586903
76.63806451610.54764414981752.46127
