Multi-cluster computing power resource scheduling algorithm based on DDPG reinforcement learning

HU Yahui; WANG Yuelin; ZHANG Chenkang; HONG Yuchen; FAN Pengfei; SONG Junping; ZHOU Xu; BAO Zhen

doi:10.11959/j.issn.1000-436x.2025195

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Multi-cluster computing power resource scheduling algorithm based on DDPG reinforcement learning

Papers | 更新时间：2025-12-25

- Multi-cluster computing power resource scheduling algorithm based on DDPG reinforcement learning
- Journal on Communications Vol. 46, Issue 11, Pages: 147-161(2025)
- 作者机构：
  
  1.中国矿业大学（北京）人工智能学院，北京 100086
  2.中国科学院计算机网络信息中心，北京 100083
  3.国能智深控制技术有限公司，北京 102211
- 作者简介：
- 基金信息：
  
  The National Key Research and Development Program of China(2024YFB2908700);The Fundamental Research Funds for the Central Universities(2025ZKPYZN02);Open Research Topics of CHN Energy Technology & Environment Limited(YZ-2025-101)
- DOI：10.11959/j.issn.1000-436x.2025195
  CLC： TN393.0
- Received：01 July 2025，
  
  Revised：2025-10-30，
  
  Accepted：31 October 2025，
  
  Published：25 November 2025
- 稿件说明：
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胡亚辉,王越嶙,张宸康等.基于DDPG强化学习的多集群算力资源调度算法[J].通信学报,2025,46(11):147-161.

HU Yahui,WANG Yuelin,ZHANG Chenkang,et al.Multi-cluster computing power resource scheduling algorithm based on DDPG reinforcement learning[J].Journal on Communications,2025,46(11):147-161.
胡亚辉,王越嶙,张宸康等.基于DDPG强化学习的多集群算力资源调度算法[J].通信学报,2025,46(11):147-161. DOI： 10.11959/j.issn.1000-436x.2025195.

HU Yahui,WANG Yuelin,ZHANG Chenkang,et al.Multi-cluster computing power resource scheduling algorithm based on DDPG reinforcement learning[J].Journal on Communications,2025,46(11):147-161. DOI： 10.11959/j.issn.1000-436x.2025195.

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Multi-cluster computing power resource scheduling algorithm based on DDPG reinforcement learning

DOI：10.11959/j.issn.1000-436x.2025195