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具身系列——PPO算法实现CartPole游戏（强化学习）

news 来源：原创 2025/5/4 8:44:58

完整代码参考： https://gitee.com/chencib/ailib/blob/master/rl/ppo_cartpole.py

执行结果：
ppo训练过程

部分训练得分：

(sd) D:\Dev\traditional_nn\feiai\test\rl>python ppo_cartpole_v2_succeed.py
Ep:    0 | Reward:   23.0 | Running:   23.0
Ep:    1 | Reward:   12.0 | Running:   21.9
Ep:    2 | Reward:   31.0 | Running:   22.8
Ep:    3 | Reward:   25.0 | Running:   23.0
Ep:    4 | Reward:    9.0 | Running:   21.6
Ep:    5 | Reward:   20.0 | Running:   21.5
Ep:    6 | Reward:   20.0 | Running:   21.3
Ep:    7 | Reward:   28.0 | Running:   22.0
Ep:    8 | Reward:   32.0 | Running:   23.0
Ep:    9 | Reward:   18.0 | Running:   22.5
……
Ep:  990 | Reward:   15.0 | Running:   19.7
Ep:  991 | Reward:   19.0 | Running:   19.7
Ep:  992 | Reward:   20.0 | Running:   19.7
Ep:  993 | Reward:   24.0 | Running:   20.1
Ep:  994 | Reward:   16.0 | Running:   19.7
Ep:  995 | Reward:   20.0 | Running:   19.7
Ep:  996 | Reward:   19.0 | Running:   19.7
Ep:  997 | Reward:   26.0 | Running:   20.3
Ep:  998 | Reward:   13.0 | Running:   19.6
Ep:  999 | Reward:   11.0 | Running:   18.7