DRL-Based Offloading for Computation Delay Minimization in Wireless-Powered Multi-access Edge Computing

• Published in: IEEE transactions on communications Vol. 71; no. 3; p. 1
• Main Authors: Zheng, Kechen, Jiang, Guodong, Liu, Xiaoying, Chi, Kaikai, Yao, Xinwei, Liu, Jiajia
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.03.2023; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Algorithms; Artificial neural networks; computation delay; Computation offloading; Computational modeling; deep reinforcement learning; Delay; Delays; Edge computing; Energy limitation; Integer programming; Linear programming; Machine learning; Mixed integer; Mobile computing; Multi-access edge computing; Optimization; Problem solving; Rayleigh channels; Resource management; Task analysis; Wireless communication; wireless power transfer; Wireless power transmission

Wireless power transfer (WPT) and edge computing have been validated as effective ways to solve the energy-limited problem and computation-capacity-limited problem of wireless devices (WDs), respectively. This paper studies the wireless-powered multi-access edge computing (WP-MEC) network, where WDs...