A Dynamic Service Offloading Algorithm Based on Lyapunov Optimization in Edge Computing

August 27, 2025 Β· Declared Dead Β· πŸ› European Conference on Artificial Intelligence

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Authors Peiyan Yuan, Ming Li, Chenyang Wang, Ledong An, Xiaoyan Zhao, Junna Zhang, Xiangyang Li, Huadong Ma arXiv ID 2509.10475 Category cs.NI: Networking & Internet Citations 0 Venue European Conference on Artificial Intelligence Last Checked 3 months ago
Abstract
This study investigates the trade-off between system stability and offloading cost in collaborative edge computing. While collaborative offloading among multiple edge servers enhances resource utilization, existing methods often overlook the role of queue stability in overall system performance. To address this, a multi-hop data transmission model is developed, along with a cost model that captures both energy consumption and delay. A time-varying queue model is then introduced to maintain system stability. Based on Lyapunov optimization, a dynamic offloading algorithm (LDSO) is proposed to minimize offloading cost while ensuring long-term stability. Theoretical analysis and experimental results verify that the proposed LDSO achieves significant improvements in both cost efficiency and system stability compared to the state-of-the-art.
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