Resource allocation for offloading-efficiency maximization in clustered NOMA-enabled mobile edge computing networks?,??

被引:9
|
作者
Baidas, Mohammed W. [1 ]
机构
[1] Kuwait Univ, Dept Elect Engn, Coll Engn & Petr, Kuwait, Kuwait
关键词
Computing resource allocation; Non-orthogonal multiple-access; Offloading-efficiency; Power allocation; Subcarrier assignment; NONORTHOGONAL MULTIPLE-ACCESS; DELAY MINIMIZATION; POWER ALLOCATION; 5G NETWORKS; INTERNET; ASSIGNMENT; THINGS; MEC; ASSOCIATION; ALGORITHMS;
D O I
10.1016/j.comnet.2021.107919
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the problem of resource allocation for multi-carrier clustered non-orthogonal multiple-access (NOMA)-enabled mobile edge computing (MEC) networks is considered. In particular, the goal is to maximize the network sum-offloading-efficiency (SOE) via joint subcarrier assignment, power allocation, and computing resource allocation (J-SA-PA-CRA) for all user clusters, under the partial offloading mode, and subject to transmit power, delay and computing resource constraints. However, the formulated J-SA-PA-CRA problem is non-convex, and happens to be NP-hard, and thus is computationally-prohibitive. In turn, a low-complexity solution procedure is proposed, which decouples problem J-SA-PA-CRA into two subproblems: (1) J-PA-CRA per (user cluster, subcarrier) pair, and (2) one-to-one subcarrier assignment. The first subproblem is optimally solved via a successive convex approximation algorithm. As for the second subproblem, the polynomial-time complexity Kuhn?Munkres (KM) algorithm is proposed for optimal subcarrier assignment. Also, the stable marriage matching (SMM) algorithm is devised for a sub-optimal subcarrier assignment solution, but with less complexity than the KM algorithm. Extensive simulation results are provided to validate the proposed solution procedure, illustrating that the KM-based (SMM-based) solution procedure efficiently yields the optimal (a suboptimal) network SOE, in comparison to the J-SA-PA-CRA scheme (solved via a global optimization package), while being superior to their OMA counterpart schemes (e.g. FDMA and TDMA).
引用
收藏
页数:20
相关论文
共 50 条
  • [31] Network Slicing for NOMA-Enabled Edge Computing
    Hossain, Mohammad Arif
    Ansari, Nirwan
    [J]. IEEE TRANSACTIONS ON CLOUD COMPUTING, 2023, 11 (01) : 811 - 821
  • [32] Coalitional Games for Computation Offloading in NOMA-Enabled Multi-Access Edge Computing
    Pham, Quoc-Viet
    Nguyen, Hoang T.
    Han, Zhu
    Hwang, Won-Joo
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, 69 (02) : 1982 - 1993
  • [33] Resource Allocation for Low-Latency Mobile Edge Computation Offloading in NOMA Networks
    Dai, Yanpeng
    Sheng, Min
    Liu, Junyu
    Cheng, Nan
    Shen, Xuemin
    [J]. 2018 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2018,
  • [34] NOMA-Enabled Mobile Edge Computing for Internet of Things via Joint Communication and Computation Resource Allocations
    Qian, Li Ping
    Shi, Binghua
    Wu, Yuan
    Sun, Bo
    Tsang, Danny H. K.
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (01): : 718 - 733
  • [35] Joint Task Offloading and Resource Allocation in UAV-Enabled Mobile Edge Computing
    Yu, Zhe
    Gong, Yanmin
    Gong, Shimin
    Guo, Yuanxiong
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (04): : 3147 - 3159
  • [36] Computation Offloading and Resource Allocation for Mobile Edge Computing
    Cheng, Ziqing
    Wang, Qi
    Li, Zhiyong
    Rudolph, Guenter
    [J]. 2019 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI 2019), 2019, : 2735 - 2740
  • [37] Joint Optimization of Offloading and Resource Allocation in Vehicular Networks with Mobile Edge Computing
    Zhou, Jie
    Wu, Fan
    Zhang, Ke
    Mao, Yuming
    Leng, Supeng
    [J]. 2018 10TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS AND SIGNAL PROCESSING (WCSP), 2018,
  • [38] Cooperative Resource Allocation for Computation Offloading in Mobile-Edge Computing Networks
    Li, Qun
    Shao, Hanqin
    [J]. 2021 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2021,
  • [39] Computation Offloading and Resource Allocation in Wireless Cellular Networks With Mobile Edge Computing
    Wang, Chenmeng
    Liang, Chengchao
    Yu, F. Richard
    Chen, Qianbin
    Tang, Lun
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2017, 16 (08) : 4924 - 4938
  • [40] Computation offloading in cognitive radio NOMA-enabled multi-access edge computing systems
    Nguyen, Chuyen T.
    Quoc-Viet Pham
    Pham, Huong-Giang T.
    Nhu-Ngoc Dao
    Hwang, Won-Joo
    [J]. IET COMMUNICATIONS, 2020, 14 (19) : 3404 - 3409