I want to know how to understand the sampling time ts of the agent in reinforcement learning, and how its value will affect the training and results?
5 次查看(过去 30 天)
显示 更早的评论
I want to know how to understand the sampling time ts of the agent in reinforcement learning, and how its value will affect the training and results?
0 个评论
采纳的回答
Emmanouil Tzorakoleftherakis
2023-11-8
Think of it as how often you need the agent to make decisions. Sometimes you need to make decisions very frequently (e.g. if your system dynamics are fast) and sometimes not. Could be viewed as the equivalent of a controller rate.
The smaller ts is, the more frequently the agent will make decisions, but that will make training much slower. On the other hand, if ts is large, training may progress faster, but depending on your system it may not converge.
Hope this helps
3 个评论
Emmanouil Tzorakoleftherakis
2023-11-9
You should be able to use a single agent for this application. However, since you already have a model of the system, I would first try with a model-based controller like MPC.
更多回答(0 个)
另请参阅
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!