"""Power System Case: 118zh Data Source: MATPOWER case file Base MVA: 10.0 MVA Base kV: 11.0 kV Unit conversions applied: - Pd/Qd converted from kW/kVar to MW/MVAr (divided by 1000) - Pd converted from kVA to MW/MVAr (divided by 1000) - r/x converted from Ohms to p.u. (Z_pu = Z_ohm * Sbase / Vbase^2) Nodes (bus) columns: id, type, Pd, Qd, Gs, Bs, Vm, Va, baseKV, Vmax, Vmin - type: 1=PQ, 2=PV, 3=Slack - Pd/Qd: Active/Reactive power demand (MW/MVAr) - Gs/Bs: Shunt conductance/susceptance (MW/MVAr at V=1.0 p.u.) - Vm: Voltage magnitude (p.u.) - Va: Voltage angle (degrees) - baseKV: Base voltage (kV) - Vmax/Vmin: Voltage limits (p.u.) Units (generators) columns: id, bus_id, Pg, Qg, Qmax, Qmin, Vg, mBase, status, Pmax, Pmin, mc_a, mc_b, mc_c - Pg/Qg: Active/Reactive power output (MW/MVAr) - Qmax/Qmin: Reactive power limits (MVAr) - Vg: Voltage setpoint (p.u.) - mBase: Machine base (MVA) - status: >0 in-service, <=0 out-of-service - Pmax/Pmin: Active power limits (MW) - mc_a/mc_b/mc_c: Marginal cost coefficients (quadratic) Lines (branches) columns: id, from, to, r, x, b, rateA, ratio, angle, status, floor, cap - r/x: Resistance/Reactance (p.u.) - b: Line charging susceptance (p.u.) - rateA: Long-term rating (MVA) - ratio: Transformer tap ratio (0 for line) - angle: Transformer phase shift (degrees) - status: 1=in-service, 0=out-of-service - floor/cap: Power flow limits (MW) Loads columns: id, bus_id, Pd, Qd, mc_a, mc_b, mc_c, d_max, d_min - Pd/Qd: Active/Reactive power demand (MW/MVAr) - mc_a/mc_b/mc_c: Marginal utility coefficients - d_max/d_min: Demand limits (MW) """ from math import inf from powerzoo.case.CaseBase import ClearCase, DataFrame class Case118zh(ClearCase): GRID_TYPE = "distribution" BUS_COUNT = 118 VOLTAGE_LEVEL = "MV" SOURCE = "MATPOWER" DESCRIPTION = "118-bus Zhang distribution system" def __init__(self, *args, **kwargs): # System base values self.baseMVA = 10.0 self.baseKV = 11.0 # Node (bus) data self.nodes = DataFrame( ['id', 'type', 'Pd', 'Qd', 'Gs', 'Bs', 'Vm', 'Va', 'baseKV', 'Vmax', 'Vmin'], [[1.0, 3.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 11.0, 1.0, 1.0], [2.0, 1.0, 0.13384000000000001, 0.10114, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [3.0, 1.0, 0.016214, 0.011292, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [4.0, 1.0, 0.034315, 0.021845, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [5.0, 1.0, 0.07301600000000001, 0.06360199999999999, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [6.0, 1.0, 0.1442, 0.068604, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [7.0, 1.0, 0.10447, 0.061725, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [8.0, 1.0, 0.028547, 0.011503, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [9.0, 1.0, 0.08756, 0.051073, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [10.0, 1.0, 0.1982, 0.10676999999999999, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [11.0, 1.0, 0.1468, 0.07599500000000001, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [12.0, 1.0, 0.02604, 0.018687000000000002, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [13.0, 1.0, 0.0521, 0.023219999999999998, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [14.0, 1.0, 0.1419, 0.1175, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [15.0, 1.0, 0.02187, 0.02879, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [16.0, 1.0, 0.03337, 0.026449999999999998, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [17.0, 1.0, 0.03243, 0.02523, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [18.0, 1.0, 0.020234000000000002, 0.011906, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [19.0, 1.0, 0.15694, 0.078523, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [20.0, 1.0, 0.5462899999999999, 0.3514, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [21.0, 1.0, 0.18031, 0.16419999999999998, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [22.0, 1.0, 0.093167, 0.054594000000000004, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [23.0, 1.0, 0.08518, 0.03965, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [24.0, 1.0, 0.1681, 0.095178, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [25.0, 1.0, 0.12511, 0.15022, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [26.0, 1.0, 0.016030000000000003, 0.02462, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [27.0, 1.0, 0.02603, 0.02462, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [28.0, 1.0, 0.59456, 0.52262, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [29.0, 1.0, 0.12062, 0.059116999999999996, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [30.0, 1.0, 0.10238, 0.099554, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [31.0, 1.0, 0.5134, 0.3185, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [32.0, 1.0, 0.47525, 0.45614, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [33.0, 1.0, 0.15143, 0.13679, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [34.0, 1.0, 0.20538, 0.083302, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [35.0, 1.0, 0.1316, 0.093082, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [36.0, 1.0, 0.44839999999999997, 0.36979, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [37.0, 1.0, 0.44051999999999997, 0.32164, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [38.0, 1.0, 0.11254, 0.055134, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [39.0, 1.0, 0.053963000000000004, 0.038998, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [40.0, 1.0, 0.39305, 0.3426, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [41.0, 1.0, 0.32674000000000003, 0.27856000000000003, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [42.0, 1.0, 0.53626, 0.24024, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [43.0, 1.0, 0.076247, 0.066562, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [44.0, 1.0, 0.053520000000000005, 0.03976, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [45.0, 1.0, 0.040328, 0.031964, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [46.0, 1.0, 0.039653, 0.020758, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [47.0, 1.0, 0.06619499999999999, 0.042360999999999996, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [48.0, 1.0, 0.073904, 0.051653, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [49.0, 1.0, 0.11477, 0.057965, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [50.0, 1.0, 0.91837, 1.2050999999999998, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [51.0, 1.0, 0.21030000000000001, 0.14665999999999998, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [52.0, 1.0, 0.06668, 0.056608, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [53.0, 1.0, 0.042207, 0.040184, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [54.0, 1.0, 0.43374, 0.28341000000000005, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [55.0, 1.0, 0.0621, 0.02686, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [56.0, 1.0, 0.09246, 0.08838, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [57.0, 1.0, 0.085188, 0.055436, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [58.0, 1.0, 0.3453, 0.3324, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [59.0, 1.0, 0.0225, 0.016829999999999998, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [60.0, 1.0, 0.080551, 0.049156, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [61.0, 1.0, 0.09586, 0.09075799999999999, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [62.0, 1.0, 0.06292, 0.047700000000000006, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [63.0, 1.0, 0.4788, 0.46374, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [64.0, 1.0, 0.12093999999999999, 0.052006000000000004, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [65.0, 1.0, 0.13911, 0.10034, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [66.0, 1.0, 0.39177999999999996, 0.1935, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [67.0, 1.0, 0.027741, 0.026713, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [68.0, 1.0, 0.052814, 0.025257, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [69.0, 1.0, 0.06689, 0.038713000000000004, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [70.0, 1.0, 0.4675, 0.39514, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [71.0, 1.0, 0.59485, 0.23974, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [72.0, 1.0, 0.1325, 0.084363, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [73.0, 1.0, 0.052698999999999996, 0.022482, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [74.0, 1.0, 0.86979, 0.614775, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [75.0, 1.0, 0.031349, 0.029817, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [76.0, 1.0, 0.19238999999999998, 0.12243000000000001, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [77.0, 1.0, 0.06575, 0.04537, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [78.0, 1.0, 0.23815, 0.22322, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [79.0, 1.0, 0.29455000000000003, 0.16247, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [80.0, 1.0, 0.48557, 0.43792000000000003, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [81.0, 1.0, 0.24353, 0.18303, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [82.0, 1.0, 0.24353, 0.18303, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [83.0, 1.0, 0.13425, 0.11929000000000001, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [84.0, 1.0, 0.02271, 0.027960000000000002, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [85.0, 1.0, 0.049513, 0.026515, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [86.0, 1.0, 0.38377999999999995, 0.25716, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [87.0, 1.0, 0.049640000000000004, 0.0206, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [88.0, 1.0, 0.022473, 0.011805999999999999, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [89.0, 1.0, 0.06293, 0.04296, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [90.0, 1.0, 0.030670000000000003, 0.03493, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [91.0, 1.0, 0.06253, 0.06679, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [92.0, 1.0, 0.11456999999999999, 0.081748, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [93.0, 1.0, 0.081292, 0.066526, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [94.0, 1.0, 0.031733, 0.015960000000000002, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [95.0, 1.0, 0.03332, 0.06048, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [96.0, 1.0, 0.53128, 0.22485, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [97.0, 1.0, 0.50703, 0.36742, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [98.0, 1.0, 0.02639, 0.011699999999999999, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [99.0, 1.0, 0.04599, 0.030392, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [100.0, 1.0, 0.10066, 0.047572, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [101.0, 1.0, 0.45648, 0.3503, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [102.0, 1.0, 0.5225599999999999, 0.44929, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [103.0, 1.0, 0.40843, 0.16846, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [104.0, 1.0, 0.14148, 0.13425, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [105.0, 1.0, 0.10443000000000001, 0.066024, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [106.0, 1.0, 0.096793, 0.083647, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [107.0, 1.0, 0.49392, 0.41934, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [108.0, 1.0, 0.22538, 0.13588, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [109.0, 1.0, 0.5092099999999999, 0.38721, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [110.0, 1.0, 0.1885, 0.17346, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [111.0, 1.0, 0.91803, 0.89855, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [112.0, 1.0, 0.30507999999999996, 0.21537, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [113.0, 1.0, 0.054380000000000005, 0.04097, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [114.0, 1.0, 0.21114, 0.19290000000000002, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [115.0, 1.0, 0.067009, 0.053336, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [116.0, 1.0, 0.16207, 0.090321, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [117.0, 1.0, 0.048784999999999995, 0.029155999999999998, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9], [118.0, 1.0, 0.0339, 0.01898, 0.0, 0.0, 1.0, 0.0, 11.0, 1.1, 0.9]]) # Generator (unit) data self.units = DataFrame( ['id', 'bus_id', 'Pg', 'Qg', 'Qmax', 'Qmin', 'Vg', 'mBase', 'status', 'Pmax', 'Pmin', 'mc_a', 'mc_b', 'mc_c', 'p_max', 'p_min'], [[1.0, 1.0, 0.0, 0.0, 10.0, -10.0, 1.0, 100.0, 1.0, 10.0, 0.0, 0.0, 0.0, 20.0, 10.0, 0.0]]) # Branch (line) data self.lines = DataFrame( ['id', 'from', 'to', 'r', 'x', 'b', 'rateA', 'ratio', 'angle', 'status', 'floor', 'cap'], [[1.0, 1.0, 2.0, 0.0029752066115702478, 0.0010710743801652892, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [2.0, 2.0, 3.0, 0.0027272727272727275, 0.0009818181818181818, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [3.0, 2.0, 4.0, 0.00371900826446281, 0.0013388429752066115, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [4.0, 4.0, 5.0, 0.0012396694214876034, 0.004462809917355372, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [5.0, 5.0, 6.0, 0.0012396694214876034, 0.004462809917355372, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [6.0, 6.0, 7.0, 0.0012396694214876034, 0.0010330578512396695, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [7.0, 7.0, 8.0, 0.0014876033057851239, 0.0011570247933884298, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [8.0, 8.0, 9.0, 0.0017355371900826448, 0.005206611570247934, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [9.0, 2.0, 10.0, 0.01371900826446281, 0.011107438016528925, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [10.0, 10.0, 11.0, 0.009256198347107438, 0.006520661157024793, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [11.0, 11.0, 12.0, 0.015454545454545455, 0.025867768595041325, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [12.0, 12.0, 13.0, 0.011735537190082643, 0.012495867768595043, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [13.0, 13.0, 14.0, 0.01487603305785124, 0.009752066115702479, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [14.0, 14.0, 15.0, 0.012396694214876033, 0.00371900826446281, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [15.0, 15.0, 16.0, 0.01322314049586777, 0.01487603305785124, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [16.0, 16.0, 17.0, 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0.014710743801652892, 0.011074380165289258, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [27.0, 4.0, 28.0, 0.0012396694214876034, 0.0024462809917355373, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [28.0, 28.0, 29.0, 0.0009917355371900827, 0.00228099173553719, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [29.0, 29.0, 30.0, 0.009917355371900827, 0.022859504132231406, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [30.0, 30.0, 31.0, 0.017355371900826446, 0.020082644628099174, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [31.0, 31.0, 32.0, 0.009917355371900827, 0.004462809917355372, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [32.0, 32.0, 33.0, 0.014710743801652892, 0.019338842975206612, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [33.0, 33.0, 34.0, 0.014710743801652892, 0.019338842975206612, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [34.0, 34.0, 35.0, 0.012727272727272728, 0.013388429752066116, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [35.0, 30.0, 36.0, 0.015454545454545455, 0.0215702479338843, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [36.0, 36.0, 37.0, 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0.012892561983471074, 0.004636363636363636, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [107.0, 107.0, 108.0, 0.03156198347107438, 0.011355371900826446, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [108.0, 108.0, 109.0, 0.013438016528925619, 0.004834710743801653, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [109.0, 109.0, 110.0, 0.03156198347107438, 0.011355371900826446, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [110.0, 110.0, 111.0, 0.020206611570247935, 0.0072644628099173564, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [111.0, 110.0, 112.0, 0.01725619834710744, 0.006223140495867769, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [112.0, 112.0, 113.0, 0.019016528925619836, 0.00684297520661157, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [113.0, 100.0, 114.0, 0.050429752066115704, 0.018148760330578512, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [114.0, 114.0, 115.0, 0.015421487603305785, 0.010495867768595043, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [115.0, 115.0, 116.0, 0.03084297520661157, 0.020330578512396693, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [116.0, 116.0, 117.0, 0.03347107438016529, 0.030330578512396695, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [117.0, 117.0, 118.0, 0.04041322314049587, 0.036198347107438016, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0], [118.0, 46.0, 27.0, 0.04345454545454546, 0.024173553719008263, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [119.0, 17.0, 27.0, 0.04345454545454546, 0.02409917355371901, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [120.0, 8.0, 24.0, 0.03530578512396695, 0.012719008264462811, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [121.0, 54.0, 43.0, 0.03966942148760331, 0.014280991735537192, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [122.0, 62.0, 49.0, 0.02975206611570248, 0.010710743801652892, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [123.0, 37.0, 62.0, 0.047107438016528926, 0.04727272727272727, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [124.0, 9.0, 40.0, 0.043801652892561986, 0.027669421487603305, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [125.0, 58.0, 96.0, 0.032702479338842974, 0.011776859504132231, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [126.0, 73.0, 91.0, 0.05619834710743802, 0.053553719008264465, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [127.0, 88.0, 75.0, 0.0335702479338843, 0.01209917355371901, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [128.0, 99.0, 77.0, 0.03823140495867769, 0.013834710743801652, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [129.0, 108.0, 83.0, 0.05380165289256199, 0.019338842975206612, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [130.0, 105.0, 86.0, 0.06714876033057851, 0.024173553719008263, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [131.0, 110.0, 118.0, 0.058586776859504135, 0.02109917355371901, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [132.0, 25.0, 35.0, 0.04132231404958678, 0.04132231404958678, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]]) # Load data self.loads = DataFrame( ['id', 'bus_id', 'Pd', 'Qd', 'mc_a', 'mc_b', 'mc_c', 'd_max', 'd_min'], [[1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [2.0, 2.0, 0.13384000000000001, 0.10114, 0.0, 0.0, 0.0, 0.13384000000000001, 0.13384000000000001], [3.0, 3.0, 0.016214, 0.011292, 0.0, 0.0, 0.0, 0.016214, 0.016214], [4.0, 4.0, 0.034315, 0.021845, 0.0, 0.0, 0.0, 0.034315, 0.034315], [5.0, 5.0, 0.07301600000000001, 0.06360199999999999, 0.0, 0.0, 0.0, 0.07301600000000001, 0.07301600000000001], [6.0, 6.0, 0.1442, 0.068604, 0.0, 0.0, 0.0, 0.1442, 0.1442], [7.0, 7.0, 0.10447, 0.061725, 0.0, 0.0, 0.0, 0.10447, 0.10447], [8.0, 8.0, 0.028547, 0.011503, 0.0, 0.0, 0.0, 0.028547, 0.028547], [9.0, 9.0, 0.08756, 0.051073, 0.0, 0.0, 0.0, 0.08756, 0.08756], [10.0, 10.0, 0.1982, 0.10676999999999999, 0.0, 0.0, 0.0, 0.1982, 0.1982], [11.0, 11.0, 0.1468, 0.07599500000000001, 0.0, 0.0, 0.0, 0.1468, 0.1468], [12.0, 12.0, 0.02604, 0.018687000000000002, 0.0, 0.0, 0.0, 0.02604, 0.02604], [13.0, 13.0, 0.0521, 0.023219999999999998, 0.0, 0.0, 0.0, 0.0521, 0.0521], [14.0, 14.0, 0.1419, 0.1175, 0.0, 0.0, 0.0, 0.1419, 0.1419], [15.0, 15.0, 0.02187, 0.02879, 0.0, 0.0, 0.0, 0.02187, 0.02187], [16.0, 16.0, 0.03337, 0.026449999999999998, 0.0, 0.0, 0.0, 0.03337, 0.03337], [17.0, 17.0, 0.03243, 0.02523, 0.0, 0.0, 0.0, 0.03243, 0.03243], [18.0, 18.0, 0.020234000000000002, 0.011906, 0.0, 0.0, 0.0, 0.020234000000000002, 0.020234000000000002], [19.0, 19.0, 0.15694, 0.078523, 0.0, 0.0, 0.0, 0.15694, 0.15694], [20.0, 20.0, 0.5462899999999999, 0.3514, 0.0, 0.0, 0.0, 0.5462899999999999, 0.5462899999999999], [21.0, 21.0, 0.18031, 0.16419999999999998, 0.0, 0.0, 0.0, 0.18031, 0.18031], [22.0, 22.0, 0.093167, 0.054594000000000004, 0.0, 0.0, 0.0, 0.093167, 0.093167], [23.0, 23.0, 0.08518, 0.03965, 0.0, 0.0, 0.0, 0.08518, 0.08518], [24.0, 24.0, 0.1681, 0.095178, 0.0, 0.0, 0.0, 0.1681, 0.1681], [25.0, 25.0, 0.12511, 0.15022, 0.0, 0.0, 0.0, 0.12511, 0.12511], [26.0, 26.0, 0.016030000000000003, 0.02462, 0.0, 0.0, 0.0, 0.016030000000000003, 0.016030000000000003], [27.0, 27.0, 0.02603, 0.02462, 0.0, 0.0, 0.0, 0.02603, 0.02603], [28.0, 28.0, 0.59456, 0.52262, 0.0, 0.0, 0.0, 0.59456, 0.59456], [29.0, 29.0, 0.12062, 0.059116999999999996, 0.0, 0.0, 0.0, 0.12062, 0.12062], [30.0, 30.0, 0.10238, 0.099554, 0.0, 0.0, 0.0, 0.10238, 0.10238], [31.0, 31.0, 0.5134, 0.3185, 0.0, 0.0, 0.0, 0.5134, 0.5134], [32.0, 32.0, 0.47525, 0.45614, 0.0, 0.0, 0.0, 0.47525, 0.47525], [33.0, 33.0, 0.15143, 0.13679, 0.0, 0.0, 0.0, 0.15143, 0.15143], [34.0, 34.0, 0.20538, 0.083302, 0.0, 0.0, 0.0, 0.20538, 0.20538], [35.0, 35.0, 0.1316, 0.093082, 0.0, 0.0, 0.0, 0.1316, 0.1316], [36.0, 36.0, 0.44839999999999997, 0.36979, 0.0, 0.0, 0.0, 0.44839999999999997, 0.44839999999999997], [37.0, 37.0, 0.44051999999999997, 0.32164, 0.0, 0.0, 0.0, 0.44051999999999997, 0.44051999999999997], [38.0, 38.0, 0.11254, 0.055134, 0.0, 0.0, 0.0, 0.11254, 0.11254], [39.0, 39.0, 0.053963000000000004, 0.038998, 0.0, 0.0, 0.0, 0.053963000000000004, 0.053963000000000004], [40.0, 40.0, 0.39305, 0.3426, 0.0, 0.0, 0.0, 0.39305, 0.39305], [41.0, 41.0, 0.32674000000000003, 0.27856000000000003, 0.0, 0.0, 0.0, 0.32674000000000003, 0.32674000000000003], [42.0, 42.0, 0.53626, 0.24024, 0.0, 0.0, 0.0, 0.53626, 0.53626], [43.0, 43.0, 0.076247, 0.066562, 0.0, 0.0, 0.0, 0.076247, 0.076247], [44.0, 44.0, 0.053520000000000005, 0.03976, 0.0, 0.0, 0.0, 0.053520000000000005, 0.053520000000000005], [45.0, 45.0, 0.040328, 0.031964, 0.0, 0.0, 0.0, 0.040328, 0.040328], [46.0, 46.0, 0.039653, 0.020758, 0.0, 0.0, 0.0, 0.039653, 0.039653], [47.0, 47.0, 0.06619499999999999, 0.042360999999999996, 0.0, 0.0, 0.0, 0.06619499999999999, 0.06619499999999999], [48.0, 48.0, 0.073904, 0.051653, 0.0, 0.0, 0.0, 0.073904, 0.073904], [49.0, 49.0, 0.11477, 0.057965, 0.0, 0.0, 0.0, 0.11477, 0.11477], [50.0, 50.0, 0.91837, 1.2050999999999998, 0.0, 0.0, 0.0, 0.91837, 0.91837], [51.0, 51.0, 0.21030000000000001, 0.14665999999999998, 0.0, 0.0, 0.0, 0.21030000000000001, 0.21030000000000001], [52.0, 52.0, 0.06668, 0.056608, 0.0, 0.0, 0.0, 0.06668, 0.06668], [53.0, 53.0, 0.042207, 0.040184, 0.0, 0.0, 0.0, 0.042207, 0.042207], [54.0, 54.0, 0.43374, 0.28341000000000005, 0.0, 0.0, 0.0, 0.43374, 0.43374], [55.0, 55.0, 0.0621, 0.02686, 0.0, 0.0, 0.0, 0.0621, 0.0621], [56.0, 56.0, 0.09246, 0.08838, 0.0, 0.0, 0.0, 0.09246, 0.09246], [57.0, 57.0, 0.085188, 0.055436, 0.0, 0.0, 0.0, 0.085188, 0.085188], [58.0, 58.0, 0.3453, 0.3324, 0.0, 0.0, 0.0, 0.3453, 0.3453], [59.0, 59.0, 0.0225, 0.016829999999999998, 0.0, 0.0, 0.0, 0.0225, 0.0225], [60.0, 60.0, 0.080551, 0.049156, 0.0, 0.0, 0.0, 0.080551, 0.080551], [61.0, 61.0, 0.09586, 0.09075799999999999, 0.0, 0.0, 0.0, 0.09586, 0.09586], [62.0, 62.0, 0.06292, 0.047700000000000006, 0.0, 0.0, 0.0, 0.06292, 0.06292], [63.0, 63.0, 0.4788, 0.46374, 0.0, 0.0, 0.0, 0.4788, 0.4788], [64.0, 64.0, 0.12093999999999999, 0.052006000000000004, 0.0, 0.0, 0.0, 0.12093999999999999, 0.12093999999999999], [65.0, 65.0, 0.13911, 0.10034, 0.0, 0.0, 0.0, 0.13911, 0.13911], [66.0, 66.0, 0.39177999999999996, 0.1935, 0.0, 0.0, 0.0, 0.39177999999999996, 0.39177999999999996], [67.0, 67.0, 0.027741, 0.026713, 0.0, 0.0, 0.0, 0.027741, 0.027741], [68.0, 68.0, 0.052814, 0.025257, 0.0, 0.0, 0.0, 0.052814, 0.052814], [69.0, 69.0, 0.06689, 0.038713000000000004, 0.0, 0.0, 0.0, 0.06689, 0.06689], [70.0, 70.0, 0.4675, 0.39514, 0.0, 0.0, 0.0, 0.4675, 0.4675], [71.0, 71.0, 0.59485, 0.23974, 0.0, 0.0, 0.0, 0.59485, 0.59485], [72.0, 72.0, 0.1325, 0.084363, 0.0, 0.0, 0.0, 0.1325, 0.1325], [73.0, 73.0, 0.052698999999999996, 0.022482, 0.0, 0.0, 0.0, 0.052698999999999996, 0.052698999999999996], [74.0, 74.0, 0.86979, 0.614775, 0.0, 0.0, 0.0, 0.86979, 0.86979], [75.0, 75.0, 0.031349, 0.029817, 0.0, 0.0, 0.0, 0.031349, 0.031349], [76.0, 76.0, 0.19238999999999998, 0.12243000000000001, 0.0, 0.0, 0.0, 0.19238999999999998, 0.19238999999999998], [77.0, 77.0, 0.06575, 0.04537, 0.0, 0.0, 0.0, 0.06575, 0.06575], [78.0, 78.0, 0.23815, 0.22322, 0.0, 0.0, 0.0, 0.23815, 0.23815], [79.0, 79.0, 0.29455000000000003, 0.16247, 0.0, 0.0, 0.0, 0.29455000000000003, 0.29455000000000003], [80.0, 80.0, 0.48557, 0.43792000000000003, 0.0, 0.0, 0.0, 0.48557, 0.48557], [81.0, 81.0, 0.24353, 0.18303, 0.0, 0.0, 0.0, 0.24353, 0.24353], [82.0, 82.0, 0.24353, 0.18303, 0.0, 0.0, 0.0, 0.24353, 0.24353], [83.0, 83.0, 0.13425, 0.11929000000000001, 0.0, 0.0, 0.0, 0.13425, 0.13425], [84.0, 84.0, 0.02271, 0.027960000000000002, 0.0, 0.0, 0.0, 0.02271, 0.02271], [85.0, 85.0, 0.049513, 0.026515, 0.0, 0.0, 0.0, 0.049513, 0.049513], [86.0, 86.0, 0.38377999999999995, 0.25716, 0.0, 0.0, 0.0, 0.38377999999999995, 0.38377999999999995], [87.0, 87.0, 0.049640000000000004, 0.0206, 0.0, 0.0, 0.0, 0.049640000000000004, 0.049640000000000004], [88.0, 88.0, 0.022473, 0.011805999999999999, 0.0, 0.0, 0.0, 0.022473, 0.022473], [89.0, 89.0, 0.06293, 0.04296, 0.0, 0.0, 0.0, 0.06293, 0.06293], [90.0, 90.0, 0.030670000000000003, 0.03493, 0.0, 0.0, 0.0, 0.030670000000000003, 0.030670000000000003], [91.0, 91.0, 0.06253, 0.06679, 0.0, 0.0, 0.0, 0.06253, 0.06253], [92.0, 92.0, 0.11456999999999999, 0.081748, 0.0, 0.0, 0.0, 0.11456999999999999, 0.11456999999999999], [93.0, 93.0, 0.081292, 0.066526, 0.0, 0.0, 0.0, 0.081292, 0.081292], [94.0, 94.0, 0.031733, 0.015960000000000002, 0.0, 0.0, 0.0, 0.031733, 0.031733], [95.0, 95.0, 0.03332, 0.06048, 0.0, 0.0, 0.0, 0.03332, 0.03332], [96.0, 96.0, 0.53128, 0.22485, 0.0, 0.0, 0.0, 0.53128, 0.53128], [97.0, 97.0, 0.50703, 0.36742, 0.0, 0.0, 0.0, 0.50703, 0.50703], [98.0, 98.0, 0.02639, 0.011699999999999999, 0.0, 0.0, 0.0, 0.02639, 0.02639], [99.0, 99.0, 0.04599, 0.030392, 0.0, 0.0, 0.0, 0.04599, 0.04599], [100.0, 100.0, 0.10066, 0.047572, 0.0, 0.0, 0.0, 0.10066, 0.10066], [101.0, 101.0, 0.45648, 0.3503, 0.0, 0.0, 0.0, 0.45648, 0.45648], [102.0, 102.0, 0.5225599999999999, 0.44929, 0.0, 0.0, 0.0, 0.5225599999999999, 0.5225599999999999], [103.0, 103.0, 0.40843, 0.16846, 0.0, 0.0, 0.0, 0.40843, 0.40843], [104.0, 104.0, 0.14148, 0.13425, 0.0, 0.0, 0.0, 0.14148, 0.14148], [105.0, 105.0, 0.10443000000000001, 0.066024, 0.0, 0.0, 0.0, 0.10443000000000001, 0.10443000000000001], [106.0, 106.0, 0.096793, 0.083647, 0.0, 0.0, 0.0, 0.096793, 0.096793], [107.0, 107.0, 0.49392, 0.41934, 0.0, 0.0, 0.0, 0.49392, 0.49392], [108.0, 108.0, 0.22538, 0.13588, 0.0, 0.0, 0.0, 0.22538, 0.22538], [109.0, 109.0, 0.5092099999999999, 0.38721, 0.0, 0.0, 0.0, 0.5092099999999999, 0.5092099999999999], [110.0, 110.0, 0.1885, 0.17346, 0.0, 0.0, 0.0, 0.1885, 0.1885], [111.0, 111.0, 0.91803, 0.89855, 0.0, 0.0, 0.0, 0.91803, 0.91803], [112.0, 112.0, 0.30507999999999996, 0.21537, 0.0, 0.0, 0.0, 0.30507999999999996, 0.30507999999999996], [113.0, 113.0, 0.054380000000000005, 0.04097, 0.0, 0.0, 0.0, 0.054380000000000005, 0.054380000000000005], [114.0, 114.0, 0.21114, 0.19290000000000002, 0.0, 0.0, 0.0, 0.21114, 0.21114], [115.0, 115.0, 0.067009, 0.053336, 0.0, 0.0, 0.0, 0.067009, 0.067009], [116.0, 116.0, 0.16207, 0.090321, 0.0, 0.0, 0.0, 0.16207, 0.16207], [117.0, 117.0, 0.048784999999999995, 0.029155999999999998, 0.0, 0.0, 0.0, 0.048784999999999995, 0.048784999999999995], [118.0, 118.0, 0.0339, 0.01898, 0.0, 0.0, 0.0, 0.0339, 0.0339]]) self.real_params = True super().__init__(*args, **kwargs)