Offense and defence against adversarial sample: A reinforcement learning method in energy trading market

Offense and defence against adversarial sample: A reinforcement learning method in energy trading market

The energy trading market that can support free bidding among electricity users is currently the key method in smart grid demand response. Reinforcement learning is used to formulate optimal strategies for them to obtain optimal strategies. Non-etheless, the security problem raised by artificial int...

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Bibliographic Details
Main Authors: Donghe Li, Qingyu Yang, Linyue Ma, Zhenhua Peng, Xiao Liao
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-01-01
Series:Frontiers in Energy Research
Subjects:
double auction
markov decision process
reinforcement learning
adversarial example
fast gradient sign method
adversarial example detection
Online Access:https://www.frontiersin.org/articles/10.3389/fenrg.2022.1071973/full

Internet

https://www.frontiersin.org/articles/10.3389/fenrg.2022.1071973/full

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