From f66de9fb541189a543118be8a5f81811f411276a Mon Sep 17 00:00:00 2001
From: chenxiaodong <chenxiaodong@qibebt.ac.cn>
Date: Tue, 25 Jun 2024 15:08:50 +0800
Subject: [PATCH] nothing

---
 .../DRL__plots/Evoluation Information.svg     |  644 +--
 .../DRL__plots/evaluation_information.svg     | 4438 +++++++++++++++++
 .../DRL__plots/optimization_information.svg   | 2138 ++++----
 PPO.py                                        |    4 +-
 environment.py                                |   11 +-
 plotDRL.py                                    |    2 +-
 6 files changed, 5837 insertions(+), 1400 deletions(-)
 create mode 100644 AgentPPO/DRL__plots/evaluation_information.svg

diff --git a/AgentPPO/DRL__plots/Evoluation Information.svg b/AgentPPO/DRL__plots/Evoluation Information.svg
index 5aaf073..0490b5f 100644
--- a/AgentPPO/DRL__plots/Evoluation Information.svg	
+++ b/AgentPPO/DRL__plots/Evoluation Information.svg	
@@ -6,7 +6,7 @@
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diff --git a/PPO.py b/PPO.py
index b166d19..2fd8f0e 100644
--- a/PPO.py
+++ b/PPO.py
@@ -331,8 +331,8 @@ if __name__ == '__main__':
         buffer = list()
         '''init training parameters'''
         num_episode = args.num_episode
-        args.train = False
-        args.save_network = False
+        # args.train = False
+        # args.save_network = False
         # args.test_network = False
         # args.save_test_data = False
         # args.compare_with_gurobi = False
diff --git a/environment.py b/environment.py
index 7cd5800..c9dc0a8 100644
--- a/environment.py
+++ b/environment.py
@@ -1,7 +1,7 @@
 import gym
 import numpy as np
 import pandas as pd
-from gym import spaces
+
 from module import *
 from parameters import *
 from data_manager import *
@@ -39,8 +39,8 @@ class ESSEnv(gym.Env):
         self.solar = Solar(self.solar_parameters)
         self.wind = Wind(self.wind_parameters)
 
-        self.action_space = spaces.Box(low=-1, high=1, shape=(5,), dtype=np.float32)  # 已增加调节电压动作
-        self.state_space = spaces.Box(low=-np.inf, high=np.inf, shape=(10,), dtype=np.float32)
+        self.action_space = gym.spaces.Box(low=-1, high=1, shape=(5,), dtype=np.float32)  # 已增加调节电压动作
+        self.state_space = gym.spaces.Box(low=0, high=1, shape=(10,), dtype=np.float32)
 
     def reset(self, *args):
         self.month = np.random.randint(1, 13)  # choose 12 month
@@ -69,7 +69,7 @@ class ESSEnv(gym.Env):
         temperature = self.data_manager.get_temperature_data(self.month, self.day, self.current_time)
         irradiance = self.data_manager.get_irradiance_data(self.month, self.day, self.current_time)
         wind_speed = self.data_manager.get_wind_data(self.month, self.day, self.current_time)
-        # print('house_load:', house_load)
+
         pv_generation = self.solar.step(temperature, irradiance)
         wd_generation = self.wind.step(wind_speed)
         generation = pv_generation + wd_generation
@@ -129,10 +129,9 @@ class ESSEnv(gym.Env):
         solar_cost = self.solar.get_cost(self.solar.current_power)
         wind_cost = self.wind.gen_cost(self.wind.current_power)
 
-        reward -= (battery_cost + dg1_cost + dg2_cost + dg3_cost + solar_cost + wind_cost + excess_penalty +
-                   deficient_penalty - sell_benefit + buy_cost) / 1e3
         self.operation_cost = (battery_cost + dg1_cost + dg2_cost + dg3_cost + solar_cost + wind_cost + excess_penalty +
                                deficient_penalty - sell_benefit + buy_cost)
+        reward -= self.operation_cost / 1e3
         self.unbalance = unbalance
         self.real_unbalance = self.shedding + self.excess
         final_step_outputs = [self.dg1.current_output, self.dg2.current_output, self.dg3.current_output,
diff --git a/plotDRL.py b/plotDRL.py
index cd19b36..224c7b9 100644
--- a/plotDRL.py
+++ b/plotDRL.py
@@ -134,7 +134,7 @@ def plot_evaluation_information(datasource, directory):
     axs[1, 1].set_ylabel('Costs')
     axs[1, 1].bar(eval_data['time_step'], eval_data['operation_cost'])
     fig.savefig(f"{directory}/evaluation_information.svg", format='svg', dpi=600, bbox_inches='tight')
-    print('evaluation figure have been plot and saved')
+    print('evaluation figure have been ploted and saved')
 
 
 def make_dir(directory, feature_change):