54 lines
3.4 KiB
Python
54 lines
3.4 KiB
Python
from config import pv_config, ess_config, grid_config
|
||
import pandas as pd
|
||
class EnergySystem:
|
||
def __init__(self, pv_type: pv_config, ess_type: ess_config, grid_type: grid_config):
|
||
self.pv = pv_type
|
||
self.ess = ess_type
|
||
self.grid = grid_type
|
||
|
||
# 优先使用PV供电给工厂 - 如果PV输出能满足工厂的需求,则直接供电,多余的电能用来给ESS充电。
|
||
# PV不足时使用ESS补充 - 如果PV输出不足以满足工厂需求,首先从ESS获取所需电量。
|
||
# 如果ESS也不足以满足需求,再从电网获取 - 当ESS中的存储电量也不足以补充时,再从电网购买剩余所需电量。
|
||
def simulate(self, data, time_interval):
|
||
total_benefit = 0
|
||
for index, row in data.iterrows():
|
||
time = row['time']
|
||
sunlight_intensity = row['sunlight']
|
||
factory_demand = row['demand']
|
||
electricity_price = self.grid.get_price_for_time(time)
|
||
|
||
generated_pv_power = self.pv.capacity * sunlight_intensity # 生成的功率,单位 kW
|
||
generated_pv_energy = generated_pv_power * time_interval * self.pv.loss # 生成的能量,单位 kWh
|
||
|
||
if generated_pv_energy >= factory_demand * time_interval:
|
||
# 剩余的能量(kwh) = pv生成的能量 - 工厂需求的功率 * 时间间隔
|
||
surplus_energy = generated_pv_energy - factory_demand * time_interval
|
||
# 要充到ess中的能量 = min(剩余的能量,ess的充电功率*时间间隔(ess在时间间隔内能充进的电量),ess的容量-ess储存的能量(ess中能冲进去的电量))
|
||
charge_to_ess = min(surplus_energy, self.ess.charge_power * time_interval, self.ess.capacity - self.ess.storage)
|
||
self.ess.storage += charge_to_ess
|
||
surplus_after_ess = surplus_energy - charge_to_ess
|
||
# 如果还有电量盈余,且pv功率大于ess的充电功率+工厂的需求功率则准备卖电
|
||
if surplus_after_ess > 0 and generated_pv_power > self.ess.charge_power + factory_demand:
|
||
sold_to_grid = surplus_after_ess
|
||
sell_income = sold_to_grid * self.grid.sell_price
|
||
total_benefit += sell_income
|
||
# 节省的能量 = 工厂需求的能量 * 时间段
|
||
total_energy = factory_demand * time_interval
|
||
else:
|
||
needed_from_ess = factory_demand * time_interval - generated_pv_energy
|
||
if self.ess.storage >= needed_from_ess:
|
||
discharging_power = min(self.ess.discharge_power * time_interval, needed_from_ess)
|
||
self.ess.storage -= discharging_power
|
||
total_energy = generated_pv_energy + discharging_power
|
||
else:
|
||
total_energy = generated_pv_energy + self.ess.storage
|
||
self.ess.storage = 0
|
||
needed_from_grid = factory_demand * time_interval - total_energy
|
||
net_grid = min(self.grid.capacity * time_interval, needed_from_grid) * (1 - self.grid.loss)
|
||
total_energy += net_grid
|
||
print(total_energy)
|
||
unmet_demand = max(0, factory_demand * time_interval - total_energy)
|
||
benefit = (total_energy - unmet_demand) * electricity_price
|
||
total_benefit += benefit
|
||
|
||
return total_benefit |