realistic stochastic load agent

src/main/resources/config/config-template.conf

@@ -24,7 +24,7 @@ BaseRuntimeConfig {
 #@define extends BaseRuntimeConfig
 LoadRuntimeConfig {
   baseRuntimeConfig: BaseRuntimeConfig
-  modelBehaviour: string  # How the model behaves. Possible values: fix, profile, random
+  modelBehaviour: string  # How the model behaves. Possible values: fix, profile, random, markov
   reference: string       # Scaling reference for the load model. Possible values: power, energy
 }
 

src/main/resources/load/markov/appliances/average_hh.csv

@@ -0,0 +1,2 @@
+washing_machine,dryer,dish_washer,stove,fridge,freezer,television,video_recorder,pc,telecommunication,lighting,water_heating,other_load
+0.972,0.394,0.686,0.984,1.219,0.561,1.58,0.9,1.649,2.963,2.5,0.3,1

src/main/resources/load/markov/appliances/by_Type.csv

@@ -0,0 +1,4 @@
+type,washing_machine,dryer,dish_washer,stove,fridge,freezer,television,video_recorder,pc,telecommunication,lighting,water_heating,other_load
+flat,0.926,0.269,0.545,0.94,1.088,0.368,1.354,0.807,1.453,2.535,1.5,0.1,1
+house,1.032,0.561,0.873,1.043,1.393,0.817,1.88,1.023,1.91,3.53,2.5,0.3,1.5
+

src/main/resources/load/markov/appliances/by_income.csv

@@ -0,0 +1,10 @@
+income,washing_machine,dryer,dish_washer,stove,fridge,freezer,television,video_recorder,pc,telecommunication,lighting,water_heating,other_load
+below 900,0.835,0.154,0.306,0.885,1.024,0.286,1.05,0.559,0.953,1.807,1,0.1,1.3
+from 900 to 1300,0.924,0.219,0.462,0.926,1.059,0.388,1.232,0.637,1.038,2.093,1.2,0.1,1.4
+from 1300 to 1500,0.946,0.269,0.555,0.944,1.099,0.456,1.349,0.721,1.166,2.302,1.8,0.1,1.5
+from 1500 to 2000,0.964,0.33,0.645,0.963,1.14,0.515,1.486,0.83,1.352,2.574,2,0.2,1.6
+from 2000 to 2600,0.996,0.444,0.77,0.998,1.238,0.635,1.665,0.949,1.656,3.082,2.3,0.2,1.8
+from 2600 to 3600,1.02,0.53,0.875,1.03,1.317,0.691,1.871,1.105,2.095,3.644,2.8,0.3,2
+from 3600 to 5000,1.041,0.616,0.954,1.068,1.447,0.751,2.03,1.221,2.499,4.177,3,0.3,2.3
+from 5000 to 18000,1.075,0.694,1.009,1.099,1.59,0.82,2.15,1.335,3.04,4.708,3.2,0.3,2.8
+

src/main/resources/load/markov/appliances/by_inhabitants.csv

@@ -0,0 +1,7 @@
+inhabitants,washing_machine,dryer,dish_washer,stove,fridge,freezer,television,video_recorder,pc,telecommunication,lighting,water_heating,other_load
+1,0.894,0.223,0.459,0.927,1.055,0.346,1.166,0.645,1.021,1.935,1,0.097,1
+2,1.007,0.431,0.772,1.004,1.282,0.661,1.703,0.923,1.656,3.096,2,0.153,1.5
+3,1.032,0.556,0.894,1.036,1.356,0.711,2.034,1.218,2.451,4.063,2.333,0.208,2
+4,1.05,0.661,0.961,1.052,1.416,0.796,2.099,1.322,2.743,4.601,2.833,0.25,2.5
+5,1.098,0.732,0.988,1.079,1.494,0.904,2.155,1.362,3.133,5.312,3,0.292,3.5
+

src/main/resources/load/markov/appliances/load_ts.csv

@@ -0,0 +1,27 @@
+washing_machine,dish_washer,dryer,stove,fridge,freezer,television,video_recorder,pc,telecommunication,lighting,water_heating,other_load
+100,80,2000,700,125,130,150,30,130,40,60,18000,55
+2000,2000,2000,700,1,1,150,30,130,40,60,0,0
+900,80,2000,700,1,1,150,30,130,40,60,0,0
+100,80,1600,700,125,130,150,30,130,40,60,0,0
+100,80,1300,0,1,1,150,30,130,40,0,0,0
+300,2000,940,0,1,1,150,30,130,40,0,0,0
+50,300,0,0,125,130,0,30,130,40,0,0,0
+0,150,0,0,1,1,0,30,130,40,0,0,0
+0,0,0,0,1,1,0,0,0,40,0,0,0
+0,0,0,0,125,130,0,0,0,40,0,0,0
+0,0,0,0,1,1,0,0,0,40,0,0,0
+0,0,0,0,1,1,0,0,0,40,0,0,0
+0,0,0,0,125,130,0,0,0,40,0,0,0
+0,0,0,0,1,1,0,0,0,40,0,0,0
+0,0,0,0,1,1,0,0,0,40,0,0,0
+0,0,0,0,125,130,0,0,0,40,0,0,0
+0,0,0,0,1,1,0,0,0,40,0,0,0
+0,0,0,0,1,1,0,0,0,40,0,0,0
+0,0,0,0,125,130,0,0,0,40,0,0,0
+0,0,0,0,1,1,0,0,0,40,0,0,0
+0,0,0,0,1,1,0,0,0,40,0,0,0
+0,0,0,0,125,130,0,0,0,40,0,0,0
+0,0,0,0,1,1,0,0,0,40,0,0,0
+0,0,0,0,1,1,0,0,0,40,0,0,0
+0,0,0,0,125,130,0,0,0,40,0,0,0
+0,0,0,0,1,1,0,0,0,40,0,0,0

src/main/resources/load/markov/probabilities/switch_on_probabilities/dish_washer.csv

@@ -0,0 +1,25 @@
+summer_weekday;summer_saturday;summer_sunday;winter_weekday;winter_saturday;winter_sunday
+0.001;0;0.014;0.005;0.011;0
+0.002;0;0;0.003;0.022;0.005
+0;0;0;0;0.022;0.018
+0;0;0;0;0;0.009
+0;0;0;0;0;0.004
+0;0;0;0;0;0.004
+0.04;0;0.014;0.003;0.022;0.015
+0.036;0.005;0.005;0.022;0.022;0.005
+0.04;0.015;0.03;0.054;0.033;0.005
+0.02;0.053;0.041;0.049;0.056;0.036
+0.068;0.102;0.082;0.033;0.089;0.091
+0.032;0.097;0.068;0.054;0.089;0.091
+0.04;0.049;0.055;0.049;0.078;0.109
+0.08;0.097;0.082;0.049;0.078;0.054
+0.12;0.146;0.11;0.082;0.112;0.154
+0.08;0.087;0.055;0.109;0.096;0.091
+0.06;0.049;0.055;0.054;0.045;0.073
+0.04;0.049;0.082;0.027;0.067;0.054
+0.06;0.039;0.088;0.049;0.033;0.045
+0.12;0.049;0.041;0.082;0.022;0.036
+0.1;0.063;0.049;0.131;0.033;0.045
+0.04;0.058;0.068;0.082;0.033;0.027
+0.02;0.034;0.041;0.049;0.022;0.018
+0.004;0.01;0.019;0.014;0.011;0.009

src/main/resources/load/markov/probabilities/switch_on_probabilities/dryer.csv

@@ -0,0 +1,25 @@
+summer_weekday;summer_saturday;summer_sunday;winter_weekday;winter_saturday;winter_sunday
+0;0;0;0;0;0
+0;0;0;0;0;0
+0;0;0;0;0;0
+0;0;0;0;0.006;0
+0;0;0;0;0.006;0
+0;0;0;0;0;0
+0.011;0;0;0;0;0
+0.034;0;0;0;0.057;0
+0.057;0.048;0;0;0.017;0
+0.091;0.048;0;0.008;0.006;0.004
+0.102;0.024;0.035;0.04;0.029;0.036
+0.091;0.071;0.083;0.032;0.029;0.029
+0.08;0.143;0.139;0.065;0.046;0.128
+0.136;0.119;0.069;0.105;0.069;0.128
+0.091;0.071;0.021;0.242;0.171;0.146
+0.045;0.071;0.007;0.081;0.229;0.073
+0.023;0.024;0.028;0.008;0.057;0.066
+0.034;0.071;0.139;0.008;0.114;0.066
+0.08;0.024;0.125;0.024;0.103;0.044
+0.057;0.071;0.118;0.032;0.029;0.036
+0.011;0.119;0.083;0.048;0.014;0.026
+0.023;0.048;0.125;0.121;0.009;0.044
+0.023;0.038;0.021;0.105;0.006;0.109
+0.011;0.01;0.007;0.081;0.006;0.066

src/main/resources/load/markov/probabilities/switch_on_probabilities/freezer.csv

@@ -0,0 +1,25 @@
+summer_weekday;summer_saturday;summer_sunday;winter_weekday;winter_saturday;winter_sunday
+0.036;0.036;0.036;0.036;0.036;0.036
+0.036;0.036;0.036;0.036;0.036;0.036
+0.036;0.036;0.036;0.036;0.036;0.036
+0.036;0.036;0.036;0.036;0.036;0.036
+0.036;0.036;0.036;0.036;0.036;0.036
+0.036;0.036;0.036;0.036;0.036;0.036
+0.04;0.04;0.04;0.04;0.04;0.04
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.04;0.04;0.04;0.04;0.04;0.04
+0.036;0.036;0.036;0.036;0.036;0.036

src/main/resources/load/markov/probabilities/switch_on_probabilities/fridge.csv

@@ -0,0 +1,25 @@
+summer_weekday;summer_saturday;summer_sunday;winter_weekday;winter_saturday;winter_sunday
+0.036;0.036;0.036;0.036;0.036;0.036
+0.036;0.036;0.036;0.036;0.036;0.036
+0.036;0.036;0.036;0.036;0.036;0.036
+0.036;0.036;0.036;0.036;0.036;0.036
+0.036;0.036;0.036;0.036;0.036;0.036
+0.036;0.036;0.036;0.036;0.036;0.036
+0.04;0.04;0.04;0.04;0.04;0.04
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.045;0.045;0.045;0.045;0.045;0.045
+0.04;0.04;0.04;0.04;0.04;0.04
+0.036;0.036;0.036;0.036;0.036;0.036

src/main/resources/load/markov/probabilities/switch_on_probabilities/lighting.csv

@@ -0,0 +1,25 @@
+summer_weekday;summer_saturday;summer_sunday;winter_weekday;winter_saturday;winter_sunday
+0.018;0.027;0.017;0.014;0.019;0.012
+0.011;0.014;0.009;0.008;0.01;0.007
+0.007;0.008;0.005;0.005;0.006;0.004
+0.005;0.005;0.003;0.004;0.004;0.002
+0.005;0.003;0.002;0.003;0.002;0.001
+0.01;0.003;0.002;0.007;0.002;0.002
+0.045;0.016;0.01;0.034;0.012;0.007
+0.053;0.04;0.028;0.048;0.035;0.024
+0.038;0.046;0.043;0.054;0.062;0.057
+0.026;0.035;0.04;0.044;0.056;0.064
+0.019;0.026;0.035;0.027;0.036;0.048
+0.018;0.024;0.033;0.026;0.033;0.045
+0.021;0.027;0.033;0.031;0.038;0.046
+0.019;0.026;0.027;0.03;0.039;0.041
+0.019;0.025;0.023;0.035;0.045;0.041
+0.022;0.028;0.025;0.048;0.06;0.053
+0.031;0.036;0.032;0.057;0.063;0.056
+0.053;0.054;0.051;0.073;0.071;0.067
+0.101;0.095;0.096;0.088;0.079;0.079
+0.126;0.114;0.122;0.095;0.081;0.087
+0.125;0.112;0.127;0.094;0.08;0.09
+0.12;0.109;0.124;0.09;0.078;0.088
+0.082;0.085;0.084;0.061;0.061;0.06
+0.028;0.041;0.028;0.021;0.029;0.02

src/main/resources/load/markov/probabilities/switch_on_probabilities/pc.csv

@@ -0,0 +1,25 @@
+summer_weekday;summer_saturday;summer_sunday;winter_weekday;winter_saturday;winter_sunday
+0.006;0.005;0.008;0.006;0.005;0.008
+0.003;0.003;0.004;0.003;0.003;0.004
+0.002;0.001;0.002;0.002;0.001;0.002
+0.001;0.001;0.001;0.001;0.001;0.001
+0.001;0;0;0.001;0;0
+0.002;0.001;0.001;0.002;0.001;0.001
+0.01;0.004;0.003;0.01;0.004;0.003
+0.024;0.013;0.011;0.024;0.013;0.011
+0.043;0.038;0.034;0.043;0.038;0.034
+0.056;0.063;0.067;0.056;0.063;0.067
+0.052;0.065;0.088;0.052;0.065;0.088
+0.056;0.07;0.096;0.056;0.07;0.096
+0.042;0.054;0.066;0.042;0.054;0.066
+0.047;0.061;0.064;0.047;0.061;0.064
+0.05;0.065;0.053;0.05;0.065;0.053
+0.052;0.063;0.047;0.052;0.063;0.047
+0.062;0.065;0.051;0.062;0.065;0.051
+0.076;0.071;0.063;0.076;0.071;0.063
+0.076;0.064;0.065;0.076;0.064;0.065
+0.086;0.068;0.07;0.086;0.068;0.07
+0.094;0.074;0.075;0.094;0.074;0.075
+0.089;0.073;0.073;0.089;0.073;0.073
+0.053;0.053;0.044;0.053;0.053;0.044
+0.017;0.024;0.013;0.017;0.024;0.013

src/main/resources/load/markov/probabilities/switch_on_probabilities/stove.csv

@@ -0,0 +1,25 @@
+summer_weekday;summer_saturday;summer_sunday;winter_weekday;winter_saturday;winter_sunday
+0;0;0;0;0;0
+0;0;0;0;0;0
+0.002;0;0;0;0;0
+0;0;0;0;0;0
+0;0;0;0;0;0
+0.022;0;0;0.007;0.003;0
+0.035;0.007;0.004;0.032;0.009;0.002
+0.026;0.03;0.029;0.035;0.021;0.011
+0.031;0.052;0.066;0.035;0.036;0.04
+0.031;0.067;0.088;0.039;0.053;0.086
+0.044;0.078;0.088;0.046;0.065;0.12
+0.096;0.137;0.195;0.123;0.131;0.211
+0.148;0.16;0.195;0.168;0.172;0.208
+0.096;0.093;0.074;0.105;0.128;0.086
+0.078;0.052;0.033;0.035;0.047;0.029
+0.074;0.045;0.029;0.028;0.045;0.023
+0.07;0.037;0.022;0.042;0.045;0.023
+0.052;0.045;0.022;0.063;0.047;0.034
+0.044;0.059;0.055;0.095;0.071;0.051
+0.052;0.059;0.048;0.07;0.059;0.046
+0.044;0.037;0.029;0.035;0.033;0.02
+0.026;0.022;0.015;0.021;0.018;0.006
+0.017;0.015;0.004;0.014;0.012;0.003
+0.013;0.005;0.001;0.007;0.006;0.001

src/main/resources/load/markov/probabilities/switch_on_probabilities/telecommunication.csv

@@ -0,0 +1,25 @@
+summer_weekday;summer_saturday;summer_sunday;winter_weekday;winter_saturday;winter_sunday
+0.042;0.042;0.042;0.042;0.042;0.042
+0.042;0.042;0.042;0.042;0.042;0.042
+0.042;0.042;0.042;0.042;0.042;0.042
+0.042;0.042;0.042;0.042;0.042;0.042
+0.042;0.042;0.042;0.042;0.042;0.042
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+0.042;0.042;0.042;0.042;0.042;0.042
+0.042;0.042;0.042;0.042;0.042;0.042
+0.042;0.042;0.042;0.042;0.042;0.042
+0.042;0.042;0.042;0.042;0.042;0.042
+0.042;0.042;0.042;0.042;0.042;0.042
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+0.042;0.042;0.042;0.042;0.042;0.042
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+0.042;0.042;0.042;0.042;0.042;0.042
+0.042;0.042;0.042;0.042;0.042;0.042
+0.042;0.042;0.042;0.042;0.042;0.042
+0.042;0.042;0.042;0.042;0.042;0.042
+0.042;0.042;0.042;0.042;0.042;0.042
+0.042;0.042;0.042;0.042;0.042;0.042

src/main/resources/load/markov/probabilities/switch_on_probabilities/television.csv

@@ -0,0 +1,25 @@
+summer_weekday;summer_saturday;summer_sunday;winter_weekday;winter_saturday;winter_sunday
+0.011;0.01;0.02;0.011;0.01;0.02
+0.005;0.005;0.009;0.005;0.005;0.009
+0.002;0.002;0.004;0.002;0.002;0.004
+0.001;0.001;0.002;0.001;0.001;0.002
+0;0;0;0;0;0
+0.001;0;0;0.001;0;0
+0.002;0.001;0.001;0.002;0.001;0.001
+0.004;0.001;0.002;0.004;0.001;0.002
+0.005;0.003;0.002;0.005;0.003;0.002
+0.006;0.004;0.006;0.006;0.004;0.006
+0.006;0.006;0.01;0.006;0.006;0.01
+0.008;0.007;0.013;0.008;0.007;0.013
+0.009;0.008;0.017;0.009;0.008;0.017
+0.012;0.013;0.02;0.012;0.013;0.02
+0.016;0.02;0.029;0.016;0.02;0.029
+0.023;0.032;0.038;0.023;0.032;0.038
+0.034;0.04;0.048;0.034;0.04;0.048
+0.047;0.055;0.058;0.047;0.055;0.058
+0.083;0.089;0.079;0.083;0.089;0.079
+0.152;0.132;0.123;0.152;0.132;0.123
+0.221;0.193;0.2;0.221;0.193;0.2
+0.206;0.191;0.191;0.206;0.191;0.191
+0.113;0.131;0.099;0.113;0.131;0.099
+0.032;0.056;0.028;0.032;0.056;0.028

src/main/resources/load/markov/probabilities/switch_on_probabilities/video_recorder.csv

@@ -0,0 +1,25 @@
+summer_weekday;summer_saturday;summer_sunday;winter_weekday;winter_saturday;winter_sunday
+0.028;0.017;0.027;0.028;0.017;0.027
+0.013;0.008;0.013;0.013;0.008;0.013
+0.006;0.003;0.005;0.006;0.003;0.005
+0.002;0.001;0.002;0.002;0.001;0.002
+0;0;0;0;0;0
+0;0;0;0;0;0
+0;0;0;0;0;0
+0;0;0;0;0;0
+0;0;0;0;0;0
+0;0;0.011;0;0;0.011
+0;0.006;0.014;0;0.006;0.014
+0.019;0.018;0.031;0.019;0.018;0.031
+0;0.024;0.039;0;0.024;0.039
+0.019;0.039;0.045;0.019;0.039;0.045
+0.019;0.069;0.085;0.019;0.069;0.085
+0.038;0.093;0.107;0.038;0.093;0.107
+0.057;0.105;0.121;0.057;0.105;0.121
+0.057;0.096;0.096;0.057;0.096;0.096
+0.057;0.075;0.068;0.057;0.075;0.068
+0.072;0.063;0.056;0.072;0.063;0.056
+0.153;0.12;0.076;0.153;0.12;0.076
+0.21;0.114;0.087;0.21;0.114;0.087
+0.167;0.084;0.076;0.167;0.084;0.076
+0.081;0.063;0.039;0.081;0.063;0.039

src/main/resources/load/markov/probabilities/switch_on_probabilities/washing_machine.csv

@@ -0,0 +1,25 @@
+summer_weekday;summer_saturday;summer_sunday;winter_weekday;winter_saturday;winter_sunday
+0;0;0;0;0;0
+0;0;0;0;0;0
+0;0;0;0;0;0
+0;0;0;0;0;0
+0;0;0;0;0;0
+0;0;0;0;0;0
+0.012;0.007;0.004;0.01;0.01;0
+0.058;0.015;0.018;0.036;0.025;0.007
+0.081;0.081;0.024;0.077;0.049;0.018
+0.092;0.111;0.059;0.128;0.088;0.059
+0.104;0.118;0.11;0.123;0.128;0.117
+0.087;0.103;0.123;0.092;0.128;0.117
+0.081;0.118;0.11;0.092;0.088;0.103
+0.058;0.089;0.066;0.072;0.079;0.088
+0.052;0.066;0.07;0.062;0.079;0.081
+0.058;0.052;0.064;0.056;0.074;0.066
+0.058;0.044;0.044;0.051;0.049;0.051
+0.069;0.044;0.044;0.041;0.044;0.059
+0.035;0.037;0.061;0.041;0.044;0.073
+0.069;0.037;0.066;0.046;0.044;0.066
+0.064;0.044;0.066;0.031;0.039;0.044
+0.023;0.022;0.044;0.029;0.02;0.022
+0;0.007;0.022;0.01;0.01;0.018
+0;0.003;0.007;0.002;0.004;0.012

src/main/resources/load/markov/probabilities/switch_on_probabilities/water_heating.csv

@@ -0,0 +1,25 @@
+summer_weekday;summer_saturday;summer_sunday;winter_weekday;winter_saturday;winter_sunday
+0.008;0.007;0.013;0.006;0.008;0.015
+0.005;0.005;0.007;0.003;0.007;0.006
+0.008;0.003;0.004;0.001;0.002;0.004
+0.007;0.001;0.001;0.006;0.002;0.001
+0.012;0.003;0;0.011;0.002;0.001
+0.034;0.007;0.002;0.025;0.008;0.002
+0.095;0.021;0.013;0.062;0.014;0.006
+0.085;0.039;0.03;0.071;0.031;0.02
+0.082;0.067;0.081;0.073;0.071;0.074
+0.063;0.067;0.103;0.065;0.071;0.103
+0.049;0.06;0.103;0.056;0.057;0.118
+0.034;0.048;0.092;0.04;0.059;0.106
+0.032;0.054;0.074;0.045;0.057;0.088
+0.033;0.054;0.063;0.051;0.059;0.074
+0.034;0.048;0.048;0.045;0.057;0.047
+0.038;0.048;0.033;0.031;0.055;0.034
+0.04;0.054;0.033;0.034;0.057;0.027
+0.063;0.06;0.041;0.051;0.098;0.049
+0.05;0.067;0.044;0.079;0.086;0.052
+0.053;0.073;0.063;0.09;0.088;0.064
+0.046;0.06;0.044;0.062;0.039;0.029
+0.042;0.079;0.044;0.042;0.031;0.039
+0.053;0.048;0.041;0.034;0.026;0.025
+0.032;0.024;0.022;0.017;0.016;0.017

src/main/resources/load/markov/probabilities/usage_probabilities/usage_probabilities.csv

@@ -0,0 +1,14 @@
+appliance_category,usage_probability
+washing_machine,0.6
+lighting,5
+dish_washer,0.77
+video_recorder,0.15
+telecommunication,1
+pc,1
+fridge,1
+television,2.33
+freezer,1
+dryer,0.44
+stove,1
+water_heating,1
+other_load,1