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run_model.py
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from xlrd import *
from numpy import *
from pyomo.environ import *
from math import *
import pandas as pd
def run_model_buildings(m, h, number_buildings, profile_solar, temp_outside, resources_agr,
buses_w, buses_g, buses_h, gen_dh, other_h):
buildings_with_pv = []
buildings_with_sto = []
buildings_with_hp_thermal = []
buildings_with_dh = []
buildings_with_dh_thermal = []
for i in range(0, len(resources_agr)):
if resources_agr[i]['installed']['PV']:
buildings_with_pv.append(i + 1)
if resources_agr[i]['installed']['sto']:
buildings_with_sto.append(i + 1)
if resources_agr[i]['installed']['dh'] == 0 and resources_agr[i]['thermal']['R'] > 0:
buildings_with_hp_thermal.append(i + 1)
if resources_agr[i]['installed']['dh'] == 1:
buildings_with_dh.append(i + 1)
if resources_agr[i]['thermal']['R'] > 0:
buildings_with_dh_thermal.append(i + 1)
buses_with_w_gen_dh = []
buses_with_g_gen_dh = []
buses_with_gen_dh = []
if other_h['b_network']:
for i in range(0, len(gen_dh)):
if gen_dh[i]['type'] == 'w':
buses_with_w_gen_dh.append(gen_dh[i]['bus_elec'])
if gen_dh[i]['type'] == 'g':
buses_with_g_gen_dh.append(gen_dh[i]['bus_gas'])
buses_with_gen_dh.append(gen_dh[i]['bus_dh'])
building = resources_agr
for t in range(0, h):
###############################################################################################################
###############################################################################################################
# Delivery scenarios constraints
###############################################################################################################
###############################################################################################################
# ____________ P electricity ____________________
for n in range(0, len(buses_w)):
prov_w = 0
for j in range(0, number_buildings):
m.c1.add(m.P_inf_load_w[j, t] == float(building[j]["consumption"]['elec'][t]))
if j + 1 in buses_w[n]:
prov_w = prov_w + float(building[j]["consumption"]['elec'][t]) + m.P_hp[j, t] - m.P_PV[j, t] + \
m.P_sto_ch[j, t] - m.P_sto_dis[j, t] + m.P_ac[j, t]
if n in buses_with_w_gen_dh:
for k in range(0, len(gen_dh)):
if gen_dh[k]['bus_elec'] == n:
m.c1.add(m.P_w[n, t] == prov_w + m.gen_dh_w[gen_dh[k]['bus_dh'], t])
else:
m.c1.add(m.P_w[n, t] == prov_w)
# ____________ P gas ____________________
for n in range(0, len(buses_g)):
prov_g = 0
for j in range(0, number_buildings):
if j + 1 in buses_g[n]:
prov_g = prov_g + float(building[j]["consumption"]['gas'][t]) + m.P_gb[j, t]
if n in buses_with_g_gen_dh:
for k in range(0, len(gen_dh)):
if gen_dh[k]['bus_gas'] == n:
m.c1.add(m.P_g[n, t] == prov_g + m.gen_dh_g[gen_dh[k]['bus_dh'], t])
else:
m.c1.add(m.P_g[n, t] == prov_g)
# ____________ P heat ____________________
if other_h['b_network']:
for n in range(0, len(buses_h)):
prov_dh = 0
for j in range(0, number_buildings):
if j + 1 in buses_h[n]:
prov_dh = prov_dh + m.P_dh[j, t]
if n in buses_with_gen_dh:
for k in range(0, len(gen_dh)):
if gen_dh[k]['bus_dh'] == n and gen_dh[k]['type'] == 'w':
m.c1.add(m.P_h[n, t] == prov_dh + m.gen_dh_w[n, t] * gen_dh[k]['rend'])
if gen_dh[k]['bus_dh'] == n and gen_dh[k]['type'] == 'g':
m.c1.add(m.P_h[n, t] == prov_dh + m.gen_dh_g[n, t] * gen_dh[k]['rend'])
else:
m.c1.add(m.P_h[n, t] == prov_dh)
# Reserves
# ____________ P electricity up ____________________
for n in range(0, len(buses_w)):
prov_w = 0
for j in range(0, number_buildings):
if j + 1 in buses_w[n]:
prov_w = prov_w + m.P_sto_up[j, t] + m.P_PV_up[j, t] + m.P_hp_up[j, t] + m.P_ac_up[j, t]
if n in buses_with_w_gen_dh:
for k in range(0, len(gen_dh)):
if gen_dh[k]['bus_elec'] == n:
m.c1.add(m.P_w_up[n, t] == m.P_w[n, t] - prov_w - m.gen_dh_w_up[gen_dh[k]['bus_dh'], t])
m.c1.add(m.P_aggr_w_up[n, t] == prov_w + m.gen_dh_w_up[gen_dh[k]['bus_dh'], t])
else:
m.c1.add(m.P_w_up[n, t] == m.P_w[n, t] - prov_w)
m.c1.add(m.P_aggr_w_up[n, t] == prov_w)
# ____________ P electricity down ____________________
for n in range(0, len(buses_w)):
prov_w = 0
for j in range(0, number_buildings):
if j + 1 in buses_w[n]:
prov_w = prov_w + m.P_sto_down[j, t] + m.P_PV_down[j, t] + m.P_hp_down[j, t] + m.P_ac_down[j, t]
if n in buses_with_w_gen_dh:
for k in range(0, len(gen_dh)):
if gen_dh[k]['bus_elec'] == n:
m.c1.add(m.P_w_down[n, t] == m.P_w[n, t] + prov_w + m.gen_dh_w_down[gen_dh[k]['bus_dh'], t])
m.c1.add(m.P_aggr_w_down[n, t] == prov_w + m.gen_dh_w_down[gen_dh[k]['bus_dh'], t])
else:
m.c1.add(m.P_w_down[n, t] == m.P_w[n, t] + prov_w)
m.c1.add(m.P_aggr_w_down[n, t] == prov_w)
m.c1.add(sum(m.P_aggr_w_up[n, t] for n in range(0, len(buses_w))) ==
2 * sum(m.P_aggr_w_down[n, t] for n in range(0, len(buses_w))))
if len(buses_with_w_gen_dh) > 0:
# ____________ P heat up ____________________
for n in range(0, len(buses_h)):
prov_dh = 0
for j in range(0, number_buildings):
if j + 1 in buses_h[n]:
prov_dh = prov_dh + m.P_dh_up[j, t]
if n in buses_with_gen_dh:
for k in range(0, len(gen_dh)):
if gen_dh[k]['bus_dh'] == n and gen_dh[k]['type'] == 'w':
m.c1.add(m.P_h_up[n, t] == m.P_h[n, t] - prov_dh - m.gen_dh_w_up[n, t] * gen_dh[k]['rend'])
else:
m.c1.add(m.P_h_up[n, t] == m.P_h[n, t] - prov_dh)
# ____________ P heat down ____________________
for n in range(0, len(buses_h)):
prov_dh = 0
for j in range(0, number_buildings):
if j + 1 in buses_h[n]:
prov_dh = prov_dh + m.P_dh_down[j, t]
if n in buses_with_gen_dh:
for k in range(0, len(gen_dh)):
if gen_dh[k]['bus_dh'] == n and gen_dh[k]['type'] == 'w':
m.c1.add(m.P_h_down[n, t] == m.P_h[n, t] + prov_dh + m.gen_dh_w_down[n, t] * gen_dh[k]['rend'])
else:
m.c1.add(m.P_h_down[n, t] == m.P_h[n, t] + prov_dh)
###############################################################################################################
###############################################################################################################
# Delivery scenarios constraints
###############################################################################################################
###############################################################################################################
# ____________ P aggregator ____________________
m.c1.add(m.P_aggr_w[t] == sum(m.P_w[n, t] for n in range(0, len(buses_w))))
m.c1.add(m.P_aggr_g[t] == sum(m.P_g[n, t] for n in range(0, len(buses_g))))
###############################################################################################################
###############################################################################################################
# Resources constraints
###############################################################################################################
###############################################################################################################
# ____________ hp = load ____________________
for j in range(0, number_buildings):
if building[j]['installed']['hp'] == 1:
rend = building[j]['rend']['hp']
elif building[j]['installed']['gb'] == 1:
rend = building[j]['rend']['gb']
if building[j]['installed']['ac'] == 1:
rend_ac = building[j]['rend']['ac']
if j + 1 not in buildings_with_dh:
if j + 1 in buildings_with_hp_thermal:
building_r = building[j]['thermal']['R']
alpha = exp(-1/(building[j]['thermal']['R'] * building[j]['thermal']['C']))
T_init = building[j]['thermal']['T_init']
if building[j]['installed']['hp'] == 1:
m.c1.add(m.P_hp[j, t] <= building[j]['limits']['hp'] * m.b_heat[j, t])
m.c1.add(m.P_hp[j, t] >= 0)
m.c1.add(m.P_hp_down[j, t] <= building[j]['limits']['hp'] * m.b_heat[j, t] - m.P_hp[j, t])
m.c1.add(m.P_hp_up[j, t] <= m.P_hp[j, t])
m.c1.add(m.P_gb[j, t] == 0)
elif building[j]['installed']['gb'] == 1:
m.c1.add(m.P_gb[j, t] <= building[j]['limits']['hp'] * m.b_heat[j, t])
m.c1.add(m.P_gb[j, t] >= 0)
m.c1.add(m.P_hp[j, t] == 0)
m.c1.add(m.P_hp_up[j, t] == 0)
m.c1.add(m.P_hp_down[j, t] == 0)
if building[j]['installed']['ac'] == 1:
m.c1.add(m.P_ac[j, t] <= building[j]['limits']['ac'] * m.b_cool[j, t])
m.c1.add(m.P_ac[j, t] >= 0)
m.c1.add(m.P_ac_down[j, t] <= building[j]['limits']['ac'] * m.b_cool[j, t] - m.P_ac[j, t])
m.c1.add(m.P_ac_up[j, t] <= m.P_ac[j, t])
else:
m.c1.add(m.P_ac[j, t] == 0)
m.c1.add(m.P_ac_up[j, t] == 0)
m.c1.add(m.P_ac_down[j, t] == 0)
m.c1.add(m.b_heat[j, t] + m.b_cool[j, t] == 1)
m.c1.add(m.b_heat[j, t] == 1)
m.c1.add(m.temp_building[j, t] >= building[j]['thermal']['T_min'][t])
m.c1.add(m.temp_building[j, t] <= building[j]['thermal']['T_max'][t])
m.c1.add(m.temp_building_up[j, t] >= building[j]['thermal']['T_min'][t])
m.c1.add(m.temp_building_up[j, t] <= building[j]['thermal']['T_max'][t])
m.c1.add(m.temp_building_down[j, t] >= building[j]['thermal']['T_min'][t])
m.c1.add(m.temp_building_down[j, t] <= building[j]['thermal']['T_max'][t])
if t == 0:
if building[j]['installed']['ac'] == 0:
m.c1.add(m.temp_building[j, t] == alpha * T_init + (1 - alpha) *
(temp_outside[t] + building_r * rend * (m.P_hp[j, t] + m.P_gb[j, t])))
else:
m.c1.add(m.temp_building[j, t] == alpha * T_init + (1 - alpha) *
(temp_outside[t] + building_r * rend * (m.P_hp[j, t] + m.P_gb[j, t]) -
building_r * rend_ac * (m.P_ac[j, t])))
if building[j]['installed']['hp'] == 1:
if building[j]['installed']['ac'] == 0:
m.c1.add(m.temp_building_up[j, t] == alpha * T_init + (1 - alpha) *
(temp_outside[t] + building_r * rend * (m.P_hp[j, t] - m.P_hp_up[j, t])))
m.c1.add(m.temp_building_down[j, t] == alpha * T_init + (1 - alpha) *
(temp_outside[t] + building_r * rend * (m.P_hp[j, t] + m.P_hp_down[j, t])))
else:
m.c1.add(m.temp_building_up[j, t] == alpha * T_init + (1 - alpha) *
(temp_outside[t] + building_r * rend * (m.P_hp[j, t] - m.P_hp_up[j, t]) -
building_r * rend_ac * (m.P_ac[j, t] - m.P_ac_up[j, t])))
m.c1.add(m.temp_building_down[j, t] == alpha * T_init + (1 - alpha) *
(temp_outside[t] + building_r * rend * (m.P_hp[j, t] + m.P_hp_down[j, t]) -
building_r * rend_ac * (m.P_ac[j, t] + m.P_ac_down[j, t])))
else:
if building[j]['installed']['ac'] == 0:
m.c1.add(m.temp_building[j, t] == alpha * m.temp_building_up[j, t - 1] + (1 - alpha) *
(temp_outside[t] + building_r * rend * (m.P_hp[j, t] + m.P_gb[j, t])))
else:
m.c1.add(m.temp_building[j, t] == alpha * m.temp_building_up[j, t - 1] + (1 - alpha) *
(temp_outside[t] + building_r * rend * (m.P_hp[j, t] + m.P_gb[j, t]) -
building_r * rend_ac * (m.P_ac[j, t])))
if building[j]['installed']['hp'] == 1:
if building[j]['installed']['ac'] == 0:
m.c1.add(m.temp_building_up[j, t] == alpha * m.temp_building_up[j, t - 1] + (1 - alpha) *
(temp_outside[t] + building_r * rend * (m.P_hp[j, t] - m.P_hp_up[j, t])))
m.c1.add(m.temp_building_down[j, t] == alpha * m.temp_building_down[j, t - 1] + (1 - alpha) *
(temp_outside[t] + building_r * rend * (m.P_hp[j, t] + m.P_hp_down[j, t])))
else:
m.c1.add(
m.temp_building_up[j, t] == alpha * m.temp_building_up[j, t - 1] + (1 - alpha) *
(temp_outside[t] + building_r * rend * (m.P_hp[j, t] - m.P_hp_up[j, t]) -
building_r * rend_ac * (m.P_ac[j, t] - m.P_ac_up[j, t])))
m.c1.add(
m.temp_building_down[j, t] == alpha * m.temp_building_down[j, t - 1] + (1 - alpha) *
(temp_outside[t] + building_r * rend * (m.P_hp[j, t] + m.P_hp_down[j, t]) -
building_r * rend_ac * (m.P_ac[j, t] + m.P_ac_down[j, t])))
else:
if building[j]['installed']['hp'] == 1:
m.c1.add(m.P_hp[j, t] == building[j]["consumption"]['heat'][t] / rend)
m.c1.add(m.P_gb[j, t] == 0)
elif building[j]['installed']['gb'] == 1:
m.c1.add(m.P_gb[j, t] == building[j]["consumption"]['heat'][t] / rend)
m.c1.add(m.P_hp[j, t] == 0)
if building[j]['installed']['ac'] == 1:
m.c1.add(m.P_ac[j, t] == building[j]["consumption"]['cool'][t] / rend_ac)
else:
m.c1.add(m.P_ac[j, t] == 0)
m.c1.add(m.P_hp_up[j, t] == 0)
m.c1.add(m.P_hp_down[j, t] == 0)
m.c1.add(m.P_ac_up[j, t] == 0)
m.c1.add(m.P_ac_down[j, t] == 0)
m.c1.add(m.temp_building[j, t] == 0)
m.c1.add(m.temp_building_up[j, t] == 0)
m.c1.add(m.temp_building_down[j, t] == 0)
else:
m.c1.add(m.P_hp[j, t] == 0)
m.c1.add(m.P_hp_up[j, t] == 0)
m.c1.add(m.P_hp_down[j, t] == 0)
m.c1.add(m.P_gb[j, t] == 0)
# ____________ DH = load ____________________
for j in range(0, number_buildings):
if building[j]['installed']['ac'] == 1:
rend_ac = building[j]['rend']['ac']
if j + 1 in buildings_with_dh:
if j + 1 in buildings_with_dh_thermal:
building_r = building[j]['thermal']['R']
alpha = exp(-1/(building[j]['thermal']['R']*building[j]['thermal']['C']))
T_init = building[j]['thermal']['T_init']
m.c1.add(m.P_dh[j, t] <= building[j]['limits']['dh'] * m.b_heat[j, t])
m.c1.add(m.P_dh[j, t] >= 0)
m.c1.add(m.P_dh[j, t] >= 10 * m.b_heat[j, t])
if len(buses_with_w_gen_dh) > 0:
m.c1.add(m.P_dh_down[j, t] <= building[j]['limits']['dh'] * m.b_heat[j, t] - m.P_dh[j, t])
m.c1.add(m.P_dh_up[j, t] <= m.P_dh[j, t])
else:
m.c1.add(m.P_dh_down[j, t] == 0)
m.c1.add(m.P_dh_up[j, t] == 0)
if building[j]['installed']['ac'] == 1:
m.c1.add(m.P_ac[j, t] <= building[j]['limits']['ac'] * m.b_cool[j, t])
m.c1.add(m.P_ac[j, t] >= 0)
m.c1.add(m.P_ac_down[j, t] <= building[j]['limits']['ac'] * m.b_cool[j, t] - m.P_ac[j, t])
m.c1.add(m.P_ac_up[j, t] <= m.P_ac[j, t])
else:
m.c1.add(m.P_ac[j, t] == 0)
m.c1.add(m.P_ac_up[j, t] == 0)
m.c1.add(m.P_ac_down[j, t] == 0)
m.c1.add(m.b_heat[j, t] + m.b_cool[j, t] == 1)
m.c1.add(m.b_heat[j, t] == 1)
m.c1.add(m.temp_building[j, t] >= building[j]['thermal']['T_min'][t])
m.c1.add(m.temp_building[j, t] <= building[j]['thermal']['T_max'][t])
m.c1.add(m.temp_building_up[j, t] >= building[j]['thermal']['T_min'][t])
m.c1.add(m.temp_building_up[j, t] <= building[j]['thermal']['T_max'][t])
m.c1.add(m.temp_building_down[j, t] >= building[j]['thermal']['T_min'][t])
m.c1.add(m.temp_building_down[j, t] <= building[j]['thermal']['T_max'][t])
if t == 0:
if building[j]['installed']['ac'] == 0:
m.c1.add(m.temp_building[j, t] == alpha * T_init + (1 - alpha) *
(temp_outside[t] + building_r * (m.P_dh[j, t])))
else:
m.c1.add(m.temp_building[j, t] == alpha * T_init + (1 - alpha) *
(temp_outside[t] + building_r * (m.P_dh[j, t]) -
building_r * rend_ac * (m.P_ac[j, t])))
if len(buses_with_w_gen_dh) > 0:
if building[j]['installed']['ac'] == 0:
m.c1.add(m.temp_building_up[j, t] == alpha * T_init + (1 - alpha) *
(temp_outside[t] + building_r * (m.P_dh[j, t] - m.P_dh_up[j, t])))
m.c1.add(m.temp_building_down[j, t] == alpha * T_init + (1 - alpha) *
(temp_outside[t] + building_r * (m.P_dh[j, t] + m.P_dh_down[j, t])))
else:
m.c1.add(m.temp_building_up[j, t] == alpha * T_init + (1 - alpha) *
(temp_outside[t] + building_r * (m.P_dh[j, t] - m.P_dh_up[j, t]) -
building_r * rend_ac * (m.P_ac[j, t] - m.P_ac_up[j, t])))
m.c1.add(m.temp_building_down[j, t] == alpha * T_init + (1 - alpha) *
(temp_outside[t] + building_r * (m.P_dh[j, t] + m.P_dh_down[j, t]) -
building_r * rend_ac * (m.P_ac[j, t] + m.P_ac_down[j, t])))
else:
if building[j]['installed']['ac'] == 0:
m.c1.add(m.temp_building[j, t] == alpha * m.temp_building_up[j, t - 1] + (1 - alpha) *
(temp_outside[t] + building_r * (m.P_dh[j, t])))
else:
m.c1.add(m.temp_building[j, t] == alpha * m.temp_building_up[j, t - 1] + (1 - alpha) *
(temp_outside[t] + building_r * (m.P_dh[j, t]) -
building_r * rend_ac * (m.P_ac[j, t])))
if len(buses_with_w_gen_dh) > 0:
if building[j]['installed']['ac'] == 0:
m.c1.add(m.temp_building_up[j, t] == alpha * m.temp_building_up[j, t - 1] + (1 - alpha) *
(temp_outside[t] + building_r * (m.P_dh[j, t] - m.P_dh_up[j, t])))
m.c1.add(m.temp_building_down[j, t] == alpha * m.temp_building_down[j, t - 1] + (1 - alpha) *
(temp_outside[t] + building_r * (m.P_dh[j, t] + m.P_dh_down[j, t])))
else:
m.c1.add(
m.temp_building_up[j, t] == alpha * m.temp_building_up[j, t - 1] + (1 - alpha) *
(temp_outside[t] + building_r * (m.P_dh[j, t] - m.P_dh_up[j, t]) -
building_r * rend_ac * (m.P_ac[j, t] - m.P_ac_up[j, t])))
m.c1.add(
m.temp_building_down[j, t] == alpha * m.temp_building_down[j, t - 1] + (1 - alpha) *
(temp_outside[t] + building_r * (m.P_dh[j, t] + m.P_dh_down[j, t]) -
building_r * rend_ac * (m.P_ac[j, t] + m.P_ac_down[j, t])))
else:
m.c1.add(m.P_dh[j, t] == building[j]["consumption"]['heat'][t])
m.c1.add(m.P_dh_up[j, t] == 0)
m.c1.add(m.P_dh_down[j, t] == 0)
if building[j]['installed']['ac'] == 1:
m.c1.add(m.P_ac[j, t] == building[j]["consumption"]['cool'][t] / rend_ac)
else:
m.c1.add(m.P_ac[j, t] == 0)
m.c1.add(m.P_ac_up[j, t] == 0)
m.c1.add(m.P_ac_down[j, t] == 0)
m.c1.add(m.temp_building[j, t] == 0)
m.c1.add(m.temp_building_up[j, t] == 0)
m.c1.add(m.temp_building_down[j, t] == 0)
else:
m.c1.add(m.P_dh[j, t] == 0)
m.c1.add(m.P_dh_up[j, t] == 0)
m.c1.add(m.P_dh_down[j, t] == 0)
# ____________ PV limits____________________
for j in range(0, number_buildings):
if j + 1 in buildings_with_pv:
m.c1.add(m.P_PVr[j, t] == building[j]['limits']['PV'] * profile_solar[t])
m.c1.add(m.P_PV_cu[j, t] <= m.P_PVr[j, t])
m.c1.add(m.P_PV[j, t] == m.P_PVr[j, t] - m.P_PV_cu[j, t])
m.c1.add(m.P_PV_up[j, t] <= m.P_PV_cu[j, t])
m.c1.add(m.P_PV_down[j, t] <= m.P_PVr[j, t] - m.P_PV_cu[j, t])
else:
m.c1.add(m.P_PVr[j, t] == 0)
m.c1.add(m.P_PV_cu[j, t] == 0)
m.c1.add(m.P_PV[j, t] == 0)
m.c1.add(m.P_PV_up[j, t] == 0)
m.c1.add(m.P_PV_down[j, t] == 0)
# ____________ Storage limits____________________
for j in range(0, number_buildings):
if j + 1 in buildings_with_sto:
soc_max = building[j]['limits']['sto_soc_max']
soc_min = building[j]['limits']['sto_soc_min']
P_max = building[j]['limits']['sto_P']
rend = building[j]['rend']['sto']
soc_init = building[j]['limits']['sto_soc_init']
m.c1.add(m.P_sto_ch[j, t] <= P_max)
m.c1.add(m.P_sto_dis[j, t] <= P_max)
m.c1.add(m.P_soc[j, t] <= soc_max)
m.c1.add(m.P_soc[j, t] >= soc_min)
m.c1.add(m.P_sto_up[j, t] <= P_max - m.P_sto_dis[j, t])
m.c1.add(m.P_sto_down[j, t] <= P_max - m.P_sto_ch[j, t])
m.c1.add(m.P_sto_up[j, t] <= (m.P_soc[j, t + 1] - soc_min) * rend)
m.c1.add(m.P_sto_down[j, t] <= (m.P_soc[j, t + 1] - soc_min) * rend)
m.c1.add(m.P_sto_up[j, t] <= (soc_max - m.P_soc[j, t + 1]) / rend)
m.c1.add(m.P_sto_down[j, t] <= (soc_max - m.P_soc[j, t + 1]) / rend)
m.c1.add(sum(m.P_sto_up[j, t] + m.P_sto_down[j, t] for t in range(t, h)) <= sum((P_max - m.P_sto_ch[j, t] - m.P_sto_dis[j, t])/2 for t in range(t, h)))
if t == 0:
m.c1.add(m.P_soc[j, t + 1] == soc_init + (m.P_sto_ch[j, t] * rend - m.P_sto_dis[j, t] / rend))
if t > 0:
m.c1.add(m.P_soc[j, t + 1] == m.P_soc[j, t] + (m.P_sto_ch[j, t] * rend - m.P_sto_dis[j, t] / rend))
if t == h - 1:
m.c1.add(m.P_soc[j, t + 1] == soc_init)
else:
m.c1.add(m.P_sto_ch[j, t] == 0)
m.c1.add(m.P_sto_dis[j, t] == 0)
m.c1.add(m.P_soc[j, t] == 0)
m.c1.add(m.P_sto_up[j, t] == 0)
m.c1.add(m.P_sto_down[j, t] == 0)
# ____________ Electrical district heating generators limits____________________
if other_h['b_network']:
for n in range(0, len(buses_h)):
if n in buses_with_gen_dh:
for j in range(0, len(gen_dh)):
if n == gen_dh[j]['bus_dh']:
m.c1.add(m.gen_dh_w[n, t] <= gen_dh[j]['P_max'])
m.c1.add(m.gen_dh_w_up[n, t] <= gen_dh[j]['P_max'])
m.c1.add(m.gen_dh_w_down[n, t] <= gen_dh[j]['P_max'])
m.c1.add(m.gen_dh_w_down[n, t] <= gen_dh[j]['P_max'] - m.gen_dh_w[n, t])
m.c1.add(m.gen_dh_w_up[n, t] <= m.gen_dh_w[n, t])
else:
m.c1.add(m.gen_dh_w[n, t] == 0)
m.c1.add(m.gen_dh_w_up[n, t] == 0)
m.c1.add(m.gen_dh_w_down[n, t] == 0)
if n in buses_with_g_gen_dh:
for j in range(0, len(gen_dh)):
if n == gen_dh[j]['bus_dh']:
m.c1.add(m.gen_dh_g[n, t] <= gen_dh[j]['P_max'])
else:
m.c1.add(m.gen_dh_g[n, t] == 0)
return m