Semiconductor Optoelectronics, Volume. 43, Issue 3, 602(2022)
Cooperative Offloading and Resource Allocation with MultiAgent Deep Reinforcement Learning in MEC
[1] [1] Wu Y, Shi J, Ni K, et al. Secrecybased delayaware computation offloading via mobile edge computing for internet of things[J]. IEEE Internet of Things J., 2019, 6(3): 42014213.
[2] [2] Guo S, Liu J, Yang Y, et al. Energyefficient dynamic computation offloading and cooperative task scheduling in mobile cloud computing[J]. IEEE Trans. on Mobile Computing, 2019, 2(18): 319333.
[3] [3] Kuang Z, Li L, Gao J, et al. Partial offloading scheduling and power allocation for mobile edge computing systems[J]. IEEE Internet of Things J., 2019, 6(4): 67746785.
[4] [4] Mao Y, You C, Zhang J, et al. A survey on mobile edge computing: The communication perspective[J]. IEEE Communications Surveys and Tutorials, 2017, 19(4): 23222358.
[5] [5] Lei L, Xu H, Xiong X, et al. Multiuser resource control with deep reinforcement learning in IoT edge computing[J]. IEEE Internet of Things J., 2019, 6(6): 1011910133.
[6] [6] Zhang Q, Gui L, Hou F, et al. Dynamic task offloading and resource allocation for mobileedge computing in dense cloud RAN[J]. IEEE Internet of Things J., 2020, 4(7): 32823299.
[7] [7] Alameddine H A, Sharafeddine S, Sebbah S, et al. Dynamic task offloading and scheduling for lowlatency IoT services in multiaccess edge computing[J]. IEEE J. on Sel. Areas in Communications, 2019, 3(37): 668682.
[8] [8] Wang Y, Tao X, Zhang X, et al. Cooperative task offloading in threetier mobile computing networks: An ADMM framework[J]. IEEE Trans. on Vehicular Technol., 2019, 3(68): 27632776.
[9] [9] Wang S, Zhang X, Yan Z, et al. Cooperative edge computing with sleep control under nonuniform traffic in mobile edge networks[J]. IEEE Internet of Things J., 2019, 3(6): 42954306.
[10] [10] Feng J, Yu F R, Pei Q, et al. Cooperative computation offloading and resource allocation for blockchainenabled mobile edge computing: A deep reinforcement learning approach[J]. IEEE Internet of Things J., 2020, 7(7): 62146228.
[11] [11] Xiao Y, Krunz M. Distributed optimization for energyefficient fog computing in the tactile internet[J]. IEEE J. on Sel. Areas in Communications, 2018, 36(11): 23902400.
[12] [12] Wang Y, Sheng M, Wang X, et al. Mobileedge computing: Partial computation offloading using dynamic voltage scaling[J]. IEEE Trans. on Communications, 2016, 64(10): 42684282.
[13] [13] Mao Y, Zhang J, Letaief K B. Dynamic computation offloading for mobileedge computing with energy harvesting devices[J]. IEEE J. on Sel. Areas in Communications, 2016, 34(12): 35903605.
[14] [14] Lyu X, Ni W, Tian H, et al. Optimal schedule of mobile edge computing for internet of things using partial information[J]. IEEE J. on Sel. Areas in Communications, 2017, 11(35): 26062615.
[15] [15] Mao Y, Zhang J, Song S H, et al. Stochastic joint radio and computational resource management for multiuser mobileedge computing systems[J]. IEEE Trans. on Wireless Communications, 2017, 9(16): 59946009.
[16] [16] Deng Y, Chen Z, Yao X, et al. Parallel offloading in green and sustainable mobile edge computing for delay constrained IoT system[J]. IEEE Trans. on Vehicular Technol., 2019, 12(68): 1220212214.
[17] [17] Cao Z, Zhou P, Li R, et al. Multiagent deep reinforcement learning for joint multichannel access and task offloading of mobile edge computing in industry 4.0[J]. IEEE Internet of Things J., 2020, 7(7): 62016213.
Get Citation
Copy Citation Text
XIA Bingsen, TANG Yuanchun, LI Cui. Cooperative Offloading and Resource Allocation with MultiAgent Deep Reinforcement Learning in MEC[J]. Semiconductor Optoelectronics, 2022, 43(3): 602
Category:
Received: Mar. 6, 2022
Accepted: --
Published Online: Aug. 1, 2022
The Author Email: Bingsen XIA (bingsxia@163.com)