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codes/HierarchicalDQN/README.md
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# Hierarchical DQN
## 原理简介
Hierarchical DQN是一种分层强化学习方法，与DQN相比增加了一个meta controller，
![image-20210331153115575](assets/image-20210331153115575.png)
即学习时，meta controller每次会生成一个goal，然后controller或者说下面的actor就会达到这个goal，直到done为止。这就相当于给agent增加了一个队长，队长擅长制定局部目标，指导agent前行，这样应对一些每回合步数较长或者稀疏奖励的问题会有所帮助。
## 伪代码
![image-20210331153542314](assets/image-20210331153542314.png)