Author

Haoran Zuo

2 papers indexed here

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Sep 2026

Deep Reinforcement Learning Microservice Deployment Algorithm Based on Simulated Annealing Optimization in Edge Computing Scenarios

With the rapid development of microservice architectures, edge computing has become an important paradigm for service deployment. However, microservice deployment in edge environments still faces challenges such as resource constraints, network latency, bandwidth limitations, and load balancing. Achieving efficient a...

Chen Zhang, Zhen-Hua Wang, Ming-Hui Chen et al. · Concurrency and Computation · 0 citations

Open access Jul 2026

Permutation-Equivariant Graph Reinforcement Learning for Thermal-Aware Microservice Scheduling in Co-Packaged Optics Data Centers

A heterogeneous-graph Proximal Policy Optimization (PPO) scheduler in which the placement head is permutation-equivariant, the delay head is permutation-invariant, and the parameterization stays invariant to the processor count N.

Zhaoqi Qiu, Linya Peng, Fuming Fan et al. · Symmetry · 0 citations