Scaling

data/CA_14/lines.csv

@@ -10,14 +10,3 @@ trans,line09,ELU,LAX,0,0,0,50000,AC_OHL,0,195,0
 trans,line11,ELU,SDG,0,0,0,50000,AC_OHL,0,166,0
 trans,line14,FRE,LAX,0,0,0,50000,AC_OHL,0,253,0
 trans,line20,NVA,PAC,0,0,0,50000,AC_OHL,0,53,0
-trans,line24,CVA,CCT,0,0,0,50000,AC_OHL,0,151,0
-trans,line25,FRE,CCT,0,0,0,50000,AC_OHL,0,145,0
-trans,line26,NCT,CCT,0,0,0,50000,AC_OHL,0,276,0
-trans,line27,FRE,CVA,0,0,0,50000,AC_OHL,0,217,0
-trans,line28,NCT,CVA,0,0,0,50000,AC_OHL,0,144,0
-trans,line29,NVA,CVA,0,0,0,50000,AC_OHL,0,301,0
-trans,line31,LAX,ECA,0,0,0,50000,AC_OHL,0,200,0
-trans,line32,LAX,ELU,0,0,0,50000,AC_OHL,0,195,0
-trans,line34,SDG,ELU,0,0,0,50000,AC_OHL,0,166,0
-trans,line37,LAX,FRE,0,0,0,50000,AC_OHL,0,253,0
-trans,line43,PAC,NVA,0,0,0,50000,AC_OHL,0,53,0

data/GER_18/lines.csv

@@ -1,50 +1,34 @@
-tech,line,node_start,node_end,reactance,resistance,power_ex,power_lim,circuits,voltage,length
-trans,line01,dena82,dena21,20.2299517565562,3.79273739773027,980,20000,2,220,56.3996082216464
-trans,line02,dena73,dena72,17.3587322505912,3.31193949260616,4640,20000,8,380,86.1792595211399
-trans,line03,dena74,dena72,10.4766408334095,1.92088495919161,10720,20000,15,380,70.5192079395777
-trans,line04,dena72,dena74,22.3686858038644,2.15240057411274,4380,20000,5,380,70.5192079395777
-trans,line05,dena24,dena74,17.965,1.579,1700,20000,1,380,150.383429129294
-trans,line06,dena41,dena75,35.4306888374502,4.64986542169338,3170,20000,4,380,98.5286716246685
-trans,line07,dena42,dena75,47.414017276818,8.89002761317848,980,20000,2,220,174.836538426568
-trans,line08,dena41,dena42,43.7390205945984,3.68160904482917,7780,20000,9,380,98.9745547225983
-trans,line09,dena75,dena41,9.70311209285303,1.81926268823201,980,20000,2,220,98.5286716246685
-trans,line10,dena72,dena71,29.4138848989525,3.76199758648431,3890,20000,3,380,112.59581586592
-trans,line11,dena73,dena71,29.1197644222776,2.97318205188128,3890,20000,3,380,72.0743279567595
-trans,line12,dena24,dena73,15.2797393918452,1.34251867872591,3400,20000,3,380,123.496604867472
-trans,line13,dena73,dena24,28.509,2.505,1700,20000,1,380,123.496604867472
-trans,line14,dena73,dena23,13.4779603699143,2.11807751677852,2680,20000,4,380,137.958908669182
-trans,line15,dena23,dena24,13.9687422793905,1.30713541666667,3890,20000,4,380,177.043375932064
-trans,line16,dena75,dena74,33.6966360458801,4.86181115972794,7780,20000,7,380,141.069363090717
-trans,line17,dena42,dena41,33.8436117742113,6.57720634595701,2680,20000,5,380,98.9745547225983
-trans,line18,dena42,dena76,13.7393222420755,2.49499696452286,6570,20000,7,380,117.310118346994
-trans,line19,dena24,dena75,7.3378248734437,0.645052918287938,3400,20000,2,380,166.575081601869
-trans,line20,dena25,dena24,32.5092389564063,2.85664031154118,3400,20000,2,380,169.940713652263
-trans,line21,dena25,dena41,32.0804781005936,2.81919409882688,3400,20000,2,380,162.327362847087
-trans,line22,dena25,dena26,37.2176533518822,6.47124037773644,4380,20000,6,380,176.002010231868
-trans,line23,dena84,dena81,47.2643645649944,4.47708686501483,7290,20000,5,380,204.411556166445
-trans,line24,dena84,dena83,49.1456082842536,8.45201221327039,6570,20000,6,380,134.779537078581
-trans,line25,dena83,dena24,35.5878130705928,3.12728315346625,3400,20000,2,380,168.749219796611
-trans,line26,dena83,dena84,32.2624866760755,3.94849233820083,3890,20000,4,380,134.779537078581
-trans,line27,dena21,dena82,21.4227762518762,3.85473413464978,3170,20000,6,380,56.3996082216464
-trans,line28,dena23,dena71,26.162,2.299,1700,20000,1,380,143.919129549812
-trans,line29,dena22,dena71,34.834,3.061,1700,20000,1,380,112.186861990058
-trans,line30,dena25,dena83,18.58,1.633,1700,20000,2,380,148.61169254208
-trans,line31,dena71,dena22,15.5556512166115,1.36701170446233,3400,20000,2,380,112.186861990058
-trans,line32,dena22,dena23,28.6643878393724,2.83507098491571,2190,20000,3,380,147.113012834363
-trans,line33,dena23,dena22,43.296,3.805,1700,20000,1,380,147.113012834363
-trans,line34,dena75,dena42,36.898,3.243,1700,20000,2,380,174.836538426568
-trans,line35,dena72,dena73,16.1678661387106,2.95584211784391,4380,20000,6,380,86.1792595211399
-trans,line36,dena23,dena82,9.415,0.827,1700,20000,2,380,142.738036629431
-trans,line37,dena82,dena22,9.483,0.833,1700,20000,2,380,117.972165893574
-trans,line38,dena76,dena26,16.563,1.456,1700,20000,2,380,112.390408578244
-trans,line39,dena23,dena81,16.154,1.42,1700,20000,2,380,213.535406192872
-trans,line40,dena82,dena81,28.829,2.533,1700,20000,2,380,194.657038105352
-trans,line41,dena83,dena81,39.32,3.455,1700,20000,2,380,240.575127609884
-trans,line42,dena21,dena22,18.91,1.662,1700,20000,2,380,139.051989244102
-trans,line43,dena24,dena25,11.822,2.217,490,20000,2,220,169.940713652263
-trans,line44,dena23,dena73,20.3761597244645,3.82079107475965,980,20000,2,220,137.958908669182
-trans,line45,dena71,dena73,23.686,4.441,490,20000,1,220,72.0743279567595
-trans,line46,dena74,dena73,20.765,3.893,490,20000,2,220,127.922707868721
-trans,line47,dena22,dena82,9.602,1.8,490,20000,2,220,117.972165893574
-trans,line48,dena26,dena25,29.578,5.546,490,20000,2,220,176.002010231868
-trans,line49,dena74,dena24,12.519,1.1,1700,20000,1,380,150.383429129294
+tech,line,node_start,node_end,reactance,resistance,power_ex,power_lim,circuits,voltage,length,lat_start,lon_start,lat_end,lon_end
+trans,line01,dena21,dena82,21.04,3.833,4150,50000,8,380,56.4,54.11,9.92,53.61,10.04
+trans,line02,dena72,dena73,16.87,3.183,9020,50000,14,380,86.18,51.44,6.96,51.72,8.13
+trans,line03,dena72,dena74,15.36,1.998,15100,50000,20,380,70.52,51.44,6.96,50.81,7
+trans,line04,dena24,dena74,15.73,1.382,3400,50000,2,380,150.38,50.81,9.14,50.81,7
+trans,line05,dena41,dena75,31.98,4.183,4150,50000,6,380,98.53,49.15,8.86,49.62,7.7
+trans,line06,dena42,dena75,44.36,7.98,2680,50000,4,380,174.84,48.27,8.91,49.62,7.7
+trans,line07,dena41,dena42,41.18,4.815,10460,50000,14,380,98.97,49.15,8.86,48.27,8.91
+trans,line08,dena71,dena72,29.41,3.762,3890,50000,3,380,112.6,52.33,7.77,51.44,6.96
+trans,line09,dena71,dena73,27.86,3.475,4380,50000,4,380,72.07,52.33,7.77,51.72,8.13
+trans,line10,dena24,dena73,21.84,1.919,5100,50000,4,380,123.5,50.81,9.14,51.72,8.13
+trans,line11,dena23,dena73,16.81,3.036,3660,50000,6,380,137.96,52.33,9.88,51.72,8.13
+trans,line12,dena23,dena24,13.97,1.307,3890,50000,4,380,177.04,52.33,9.88,50.81,9.14
+trans,line13,dena74,dena75,33.7,4.862,7780,50000,7,380,141.07,50.81,7,49.62,7.7
+trans,line14,dena42,dena76,13.74,2.495,6570,50000,7,380,117.31,48.27,8.91,48.19,10.49
+trans,line15,dena24,dena75,7.34,0.645,3400,50000,2,380,166.58,50.81,9.14,49.62,7.7
+trans,line16,dena24,dena25,28.44,2.637,3890,50000,4,380,169.94,50.81,9.14,49.77,10.9
+trans,line17,dena25,dena41,32.08,2.819,3400,50000,2,380,162.33,49.77,10.9,49.15,8.86
+trans,line18,dena25,dena26,35.92,6.278,4870,50000,8,380,176,49.77,10.9,48.35,11.99
+trans,line19,dena81,dena84,47.26,4.477,7290,50000,5,380,204.41,53.05,12.82,51.25,13.42
+trans,line20,dena83,dena84,44.7,7.454,10460,50000,10,380,134.78,51.04,11.52,51.25,13.42
+trans,line21,dena24,dena83,35.59,3.127,3400,50000,2,380,168.75,50.81,9.14,51.04,11.52
+trans,line22,dena23,dena71,26.16,2.299,1700,50000,1,380,143.92,52.33,9.88,52.33,7.77
+trans,line23,dena22,dena71,25.74,2.262,5100,50000,3,380,112.19,53.27,8.35,52.33,7.77
+trans,line24,dena25,dena83,18.58,1.633,1700,50000,2,380,148.61,49.77,10.9,51.04,11.52
+trans,line25,dena22,dena23,35.57,3.226,3890,50000,4,380,147.11,53.27,8.35,52.33,9.88
+trans,line26,dena23,dena82,9.42,0.827,1700,50000,2,380,142.74,52.33,9.88,53.61,10.04
+trans,line27,dena22,dena82,9.54,1.494,2190,50000,4,380,117.97,53.27,8.35,53.61,10.04
+trans,line28,dena26,dena76,16.56,1.456,1700,50000,2,380,112.39,48.35,11.99,48.19,10.49
+trans,line29,dena23,dena81,16.15,1.42,1700,50000,2,380,213.54,52.33,9.88,53.05,12.82
+trans,line30,dena81,dena82,28.83,2.533,1700,50000,2,380,194.66,53.05,12.82,53.61,10.04
+trans,line31,dena81,dena83,39.32,3.455,1700,50000,2,380,240.58,53.05,12.82,51.04,11.52
+trans,line32,dena21,dena22,18.91,1.662,1700,50000,2,380,139.05,54.11,9.92,53.27,8.35
+trans,line33,dena73,dena74,20.77,3.893,490,50000,2,220,127.92,51.72,8.13,50.81,7

examples/workflow_example_cep.jl

@@ -2,15 +2,15 @@
 using CapacityExpansion
 using Clp
 ## LOAD DATA ##
-state="GER_18" # or "GER_18" or "CA_1" or "TX_1"
-years=[2015] #2016 works for GER_1 and CA_1, GER_1 can also be used with 2006 to 2016 and, GER_18 is 2015 TX_1 is 2008
+state="CA_14" # or "GER_18" or "CA_1" or "TX_1"
+years=[2016] #2016 works for GER_1 and CA_1, GER_1 can also be used with 2006 to 2016 and, GER_18 is 2015 TX_1 is 2008
 # laod ts-data
 ts_input_data = load_timeseries_data_provided(state;T=24, years=years) #CEP
 # load cep-data
 cep_data = load_cep_data_provided(state)
 ## CLUSTERING ##
 # run aggregation with kmeans
-ts_clust_data = run_clust(ts_input_data;method="hierarchical",representation="centroid",n_init=1,n_clust=5) # default k-means make sure that n_init is high enough otherwise the results could be crap and drive you crazy
+ts_clust_data = run_clust(ts_input_data;method="hierarchical",representation="centroid",n_init=1,n_clust=3) # default k-means make sure that n_init is high enough otherwise the results could be crap and drive you crazy
 
 # run aggregation with kmeans and have periods segmented
 ts_seg_data = run_clust(ts_input_data;method="kmeans",representation="centroid",n_init=100,n_clust=5, n_seg=4) # default k-means make sure that n_init is high enough otherwise the results could be crap and drive you crazy
@@ -37,6 +37,7 @@ seasonalstor_result = run_opt(ts_clust_data.best_results,cep_data,optimizer;stor
 
 # Transmission
 transmission_result = run_opt(ts_clust_data.best_results,cep_data,optimizer;transmission=true)
+maximum(transmission_result.variables["FLOW"])
 
 # Segmentation
 seg_result = run_opt(ts_seg_data.best_results,cep_data,optimizer)