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State space issue #6

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Kacjer opened this issue Nov 28, 2023 · 1 comment
Open

State space issue #6

Kacjer opened this issue Nov 28, 2023 · 1 comment

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@Kacjer
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Kacjer commented Nov 28, 2023

Hi, Hou.

Thanks for sharing. Just one question regarding the state space limits. It seems that the net_load could be negative. In that case, shouldn't the normalized state space defined as [-1,1]?

Thanks.

@ShengrenHou
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This doesn't impact the performance according to my experience, state normalization and denormalization is to stable the training by scaling the state into a magnitude that agents can easily handle. But you can try to do some ablation cases using my framework. I did several methods for normalization when running the model, but didnt see any big performance derivations.

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