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Ruixin Wang

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Open access Jul 2026

Task-Offloading Optimization in Mobile Edge Computing for Smart Library Services

A preference-adaptive dueling double deep Q-network algorithm, termed PA-DDQN, is proposed by integrating preference conditioning, multi-head attention, a dueling architecture, and double Q-learning, demonstrating its effectiveness in enhancing service responsiveness, energy efficiency, and reliability in smart library MEC systems.

Jingjing Qu, Peiying Zhang, Ruixin Wang et al. · 0 citations