2024-05-03 14:07:57 +02:00
|
|
|
|
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。
|
2024-05-03 15:36:02 +02:00
|
|
|
|
def simulate(self, data, time_interval):
|
2024-05-03 14:07:57 +02:00
|
|
|
|
total_benefit = 0
|
|
|
|
|
for index, row in data.iterrows():
|
|
|
|
|
time = row['time']
|
|
|
|
|
sunlight_intensity = row['sunlight']
|
|
|
|
|
factory_demand = row['demand']
|
2024-05-04 09:58:05 +02:00
|
|
|
|
# electricity_price = self.grid.get_price_for_time(time)
|
|
|
|
|
electricity_price = row['price']
|
2024-05-03 14:07:57 +02:00
|
|
|
|
|
|
|
|
|
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
|
2024-05-04 09:58:05 +02:00
|
|
|
|
# pv生成的能量如果比工厂的需求要大
|
2024-05-03 14:07:57 +02:00
|
|
|
|
if generated_pv_energy >= factory_demand * time_interval:
|
2024-05-03 15:36:02 +02:00
|
|
|
|
# 剩余的能量(kwh) = pv生成的能量 - 工厂需求的功率 * 时间间隔
|
2024-05-03 14:07:57 +02:00
|
|
|
|
surplus_energy = generated_pv_energy - factory_demand * time_interval
|
2024-05-03 15:36:02 +02:00
|
|
|
|
# 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))
|
2024-05-03 14:07:57 +02:00
|
|
|
|
charge_to_ess = min(surplus_energy, self.ess.charge_power * time_interval, self.ess.capacity - self.ess.storage)
|
2024-05-03 15:12:52 +02:00
|
|
|
|
self.ess.storage += charge_to_ess
|
2024-05-03 14:07:57 +02:00
|
|
|
|
surplus_after_ess = surplus_energy - charge_to_ess
|
2024-05-03 15:36:02 +02:00
|
|
|
|
# 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
|
2024-05-03 14:07:57 +02:00
|
|
|
|
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
|
2024-05-03 15:36:02 +02:00
|
|
|
|
# 节省的能量 = 工厂需求的能量 * 时间段
|
2024-05-03 14:07:57 +02:00
|
|
|
|
total_energy = factory_demand * time_interval
|
2024-05-04 09:58:05 +02:00
|
|
|
|
# pv比工厂的需求小
|
2024-05-03 14:07:57 +02:00
|
|
|
|
else:
|
2024-05-04 09:58:05 +02:00
|
|
|
|
# 从ess中需要的电量 = 工厂需要的电量 - pv中的电量
|
2024-05-03 14:07:57 +02:00
|
|
|
|
needed_from_ess = factory_demand * time_interval - generated_pv_energy
|
2024-05-04 09:58:05 +02:00
|
|
|
|
# 如果ess中村的电量比需要的多
|
2024-05-03 14:07:57 +02:00
|
|
|
|
if self.ess.storage >= needed_from_ess:
|
2024-05-04 09:58:05 +02:00
|
|
|
|
# 取出电量
|
2024-05-03 14:07:57 +02:00
|
|
|
|
discharging_power = min(self.ess.discharge_power * time_interval, needed_from_ess)
|
|
|
|
|
self.ess.storage -= discharging_power
|
2024-05-04 09:58:05 +02:00
|
|
|
|
# 生下来的能量 = pv的能量 + 放出来的能量
|
2024-05-03 14:07:57 +02:00
|
|
|
|
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
|
2024-05-04 09:58:05 +02:00
|
|
|
|
net_grid = min(self.grid.capacity * time_interval, needed_from_grid) * self.grid.loss
|
|
|
|
|
# total_energy += net_grid
|
|
|
|
|
# print(total_energy)
|
|
|
|
|
# 工厂需求量-总能量
|
|
|
|
|
# unmet_demand = max(0, factory_demand * time_interval - total_energy)
|
|
|
|
|
# benefit = (total_energy - unmet_demand) * electricity_price
|
|
|
|
|
benefit = (total_energy) * electricity_price
|
2024-05-03 14:07:57 +02:00
|
|
|
|
total_benefit += benefit
|
|
|
|
|
|
|
|
|
|
return total_benefit
|