Toward Model-Assisted Safe Reinforcement Learning for Data Center Cooling Control: A Lyapunov-based Approach

Author:

Cao Zhiwei1ORCID,Wang Ruihang1ORCID,Zhou Xin2ORCID,Wen Yonggang1ORCID

Affiliation:

1. Nanyang Technological University, Singapore

2. Jiangxi Science and Technology Normal University, China

Funder

National Natural Science Foundation, China

Ministry of Education, Singapore

Nanyang Technological University, Singapore

National Research Foundation, Singapore

Publisher

ACM

Reference33 articles.

1. Joshua Achiam , David Held , Aviv Tamar , and Pieter Abbeel . 2017 . Constrained policy optimization . In International conference on machine learning. PMLR, 22–31 . 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 ). 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. ASHRAE. 2021. ASHRAE TC 9.9 Reference Card ( 2021 ). https://www.ashrae.org/file%20library/technical%20resources/bookstore/supplemental%20files/referencecard_2021thermalguidelines.pdf . ASHRAE. 2021. ASHRAE TC 9.9 Reference Card (2021). https://www.ashrae.org/file%20library/technical%20resources/bookstore/supplemental%20files/referencecard_2021thermalguidelines.pdf.

4. Reducio

5. Toward a Systematic Survey for Carbon Neutral Data Centers

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. TESLA: Thermally Safe, Load-Aware, and Energy-Efficient Cooling Control System for Data Centers;Proceedings of the 53rd International Conference on Parallel Processing;2024-08-12

2. Radiative free cooling for energy and water saving in data centers;Applied Energy;2024-04

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