EC-TRL: Evolutionary-Weighted Clustering and Transformer-Augmented Reinforcement Learning for Dynamic Resource Scheduling in Edge Cloud Environments

Xu Zhou, Jing Yang 0017, Yijun Li, Shaobo Li 0001, Zhidong Su, Jialin Lu. EC-TRL: Evolutionary-Weighted Clustering and Transformer-Augmented Reinforcement Learning for Dynamic Resource Scheduling in Edge Cloud Environments. IEEE Internet of Things Journal, 12(6):7503-7517, March 2025. [doi]

@article{ZhouYLLSL25,
  title = {EC-TRL: Evolutionary-Weighted Clustering and Transformer-Augmented Reinforcement Learning for Dynamic Resource Scheduling in Edge Cloud Environments},
  author = {Xu Zhou and Jing Yang 0017 and Yijun Li and Shaobo Li 0001 and Zhidong Su and Jialin Lu},
  year = {2025},
  month = {March},
  doi = {10.1109/JIOT.2024.3496200},
  url = {https://doi.org/10.1109/JIOT.2024.3496200},
  researchr = {https://researchr.org/publication/ZhouYLLSL25},
  cites = {0},
  citedby = {0},
  journal = {IEEE Internet of Things Journal},
  volume = {12},
  number = {6},
  pages = {7503-7517},
}