Control Policy Correction Framework for Reinforcement Learning-based Energy Arbitrage Strategies

Author:

Karimi madahi Seyed soroush1ORCID,Gokhale Gargya1ORCID,Verwee Marie-Sophie1ORCID,Claessens Bert2ORCID,Develder Chris1ORCID

Affiliation:

1. IDLab Ghent University ? imec, Belgium

2. Beebop, Belgium

Funder

Agentschap Innoveren & Ondernemen (VLAIO)

FOD Economy

Publisher

ACM

Reference43 articles.

1. Joshua Achiam, David Held, Aviv Tamar, and Pieter Abbeel. 2017. Constrained policy optimization. In International conference on machine learning. PMLR, 22–31.

2. Akshay Agrawal, Brandon Amos, Shane Barratt, Stephen Boyd, Steven Diamond, and J Zico Kolter. 2019. Differentiable convex optimization layers. Advances in neural information processing systems 32 (2019).

3. Safe Reinforcement Learning via Shielding

4. Rohan Anil, Gabriel Pereyra, Alexandre Passos, Robert Ormandi, George E Dahl, and Geoffrey E Hinton. 2018. Large scale distributed neural network training through online distillation. arXiv preprint arXiv:1804.03235 (2018).

5. Imbalance Pricing Methodology in Belgium: Implications for Industrial Consumers

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