add some old code
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								old/generate_electricity_price.py
									
									
									
									
									
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								old/generate_electricity_price.py
									
									
									
									
									
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|  | import pandas as pd | ||||||
|  | import numpy as np | ||||||
|  |  | ||||||
|  | start_date = '2023-01-01' | ||||||
|  | end_date = '2024-01-01' | ||||||
|  |  | ||||||
|  | # 创建时间索引 | ||||||
|  | time_index = pd.date_range(start=start_date, end=end_date, freq='15min') | ||||||
|  |  | ||||||
|  | # 生成电价数据,假设电价在0.28到0.32欧元/kWh之间波动 | ||||||
|  | price_data = np.random.uniform(0.28, 0.32, len(time_index)) | ||||||
|  |  | ||||||
|  | # 创建DataFrame | ||||||
|  | price_df = pd.DataFrame(data={'Time': time_index, 'ElectricityPrice': price_data}) | ||||||
|  |  | ||||||
|  | # 保存到CSV文件 | ||||||
|  | price_df.to_csv('electricity_price_data.csv', index=False) | ||||||
|  |  | ||||||
|  | print("Electricity price data generated and saved.") | ||||||
							
								
								
									
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								old/generatedata.py
									
									
									
									
									
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								old/generatedata.py
									
									
									
									
									
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|  | import pandas as pd | ||||||
|  | import numpy as np | ||||||
|  |  | ||||||
|  | # 设置随机种子以重现结果 | ||||||
|  | np.random.seed(43) | ||||||
|  |  | ||||||
|  | def simulate_sunlight(hour, month): | ||||||
|  |     # 假设最大日照强度在正午,根据月份调整最大日照强度 | ||||||
|  |     max_intensity = 1.0  # 夏季最大日照强度 | ||||||
|  |     if month in [12, 1, 2]:  # 冬季 | ||||||
|  |         max_intensity = 0.6 | ||||||
|  |     elif month in [3, 4, 10, 11]:  # 春秋 | ||||||
|  |         max_intensity = 0.8 | ||||||
|  |      | ||||||
|  |     # 计算日照强度,模拟早晚日照弱,中午日照强 | ||||||
|  |     intensity = max_intensity * np.sin(np.pi * (hour - 6) / 12)**2 if 6 <= hour <= 18 else 0 | ||||||
|  |     return intensity | ||||||
|  |  | ||||||
|  | def simulate_factory_demand(hour, day_of_week): | ||||||
|  |     # 周末工厂需求可能减少 | ||||||
|  |     if day_of_week in [5, 6]:  # 周六和周日 | ||||||
|  |         base_demand = 3000 | ||||||
|  |     else: | ||||||
|  |         base_demand = 6000 | ||||||
|  |      | ||||||
|  |     # 日常波动 | ||||||
|  |     if 8 <= hour <= 20: | ||||||
|  |         return base_demand + np.random.randint(100, 200)  # 白天需求量大 | ||||||
|  |     else: | ||||||
|  |         return base_demand - np.random.randint(0, 100)  # 夜间需求量小 | ||||||
|  |  | ||||||
|  | def generate_data(days=10): | ||||||
|  |     records = [] | ||||||
|  |     month_demand = 0 | ||||||
|  |     for day in range(days): | ||||||
|  |         month = (day % 365) // 30 + 1 | ||||||
|  |         day_of_week = day % 7 | ||||||
|  |         day_demand = 0 | ||||||
|  |         for hour in range(24): | ||||||
|  |             for minute in [0, 10, 20, 30, 40, 50]: | ||||||
|  |                 time = f'{hour:02d}:{minute:02d}' | ||||||
|  |                 sunlight = simulate_sunlight(hour, month) | ||||||
|  |                 demand = simulate_factory_demand(hour, day_of_week) | ||||||
|  |                 day_demand+=demand | ||||||
|  |                 records.append({'time': time, 'sunlight': sunlight, 'demand': demand}) | ||||||
|  |         print(f"day:{day}, day_demand: {day_demand}") | ||||||
|  |         month_demand += day_demand | ||||||
|  |         if day%30 == 0: | ||||||
|  |             print(f"month:{month}, month_demand:{month_demand}") | ||||||
|  |             month_demand = 0 | ||||||
|  |     return pd.DataFrame(records) | ||||||
|  |  | ||||||
|  | # 生成数据 | ||||||
|  | data = generate_data(365)  # 模拟一年的数据 | ||||||
|  | data.to_csv('simulation_data.csv', index=False) | ||||||
|  | print("Data generated and saved to simulation_data.csv.") | ||||||
							
								
								
									
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								old/generatepriceschedule.py
									
									
									
									
									
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								old/generatepriceschedule.py
									
									
									
									
									
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|  | import pandas as pd | ||||||
|  | import numpy as np | ||||||
|  |  | ||||||
|  | def generate_price_schedule(): | ||||||
|  |     records = [] | ||||||
|  |     # 假设一天分为三个时段:谷时、平时、峰时 | ||||||
|  |     times = [('00:00', '06:00', 0.25),   | ||||||
|  |              ('06:00', '18:00', 0.3),   | ||||||
|  |              ('18:00', '24:00', 0.35)]   | ||||||
|  |      | ||||||
|  |     # 随机调整每天的电价以增加现实性 | ||||||
|  |     for time_start, time_end, base_price in times: | ||||||
|  |         # 随机浮动5%以内 | ||||||
|  |         fluctuation = np.random.uniform(-0.005, 0.005) | ||||||
|  |         price = round(base_price + fluctuation, 3) | ||||||
|  |         records.append({'time_start': time_start, 'time_end': time_end, 'price': price}) | ||||||
|  |      | ||||||
|  |     return pd.DataFrame(records) | ||||||
|  |  | ||||||
|  | # 生成电价计划 | ||||||
|  | price_schedule = generate_price_schedule() | ||||||
|  | price_schedule.to_csv('price_schedule.csv', index=False) | ||||||
|  | print("Price schedule generated and saved to price_schedule.csv.") | ||||||
|  | print(price_schedule) | ||||||
							
								
								
									
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								old/price_schedule.csv
									
									
									
									
									
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								old/price_schedule.csv
									
									
									
									
									
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|  | time_start,time_end,price | ||||||
|  | 00:00,06:00,0.247 | ||||||
|  | 06:00,18:00,0.3 | ||||||
|  | 18:00,24:00,0.349 | ||||||
| 
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								old/simulation_data.csv
									
									
									
									
									
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								old/simulation_data.csv
									
									
									
									
									
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