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Yuan Liu

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Open access Aug 2026

Multi-Objective Optimization for Data Center HVAC Systems Based on Edge–Cloud Collaborative Deep Reinforcement Learning

This paper proposes an edge-cloud collaborative physics-informed reinforcement learning framework for production data center HVAC control that integrates a physics-informed cold-start solution using Adaptive Particle Swarm Optimization, a three-time-scale edge–cloud architecture, and a constraint-aware safe projection...

Shichao Huang, Yi-Bing Zhou, Yuan Liu · 0 citations

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