Residential College | false |
Status | 已發表Published |
Energy-Efficient Multi-task Multi-access Computation Offloading Via NOMA Transmission for IoTs | |
Wu Yuan1,2; Shi Binghua3; Qian Liping3,4; Hou Fen1,5; Cai Jiali3; Shen Xuemin Sherman6 | |
2019-10 | |
Source Publication | IEEE Transactions on Industrial Informatics |
ISSN | 1551-3203 |
Volume | 16Issue:7Pages:4811-4822 |
Abstract | Driven by the explosive growth in computation-intensive applications in future 5G networks and industries, mobile edge computing (MEC), which enables smart terminals (STs) to offload their computation workloads to nearby edge servers (ESs) in radio access networks, has attracted increasing attention. In this article, we investigate the energy-efficient multitask multiaccess MEC via nonorthogonal multiple access (NOMA). Exploiting NOMA, an ST with multiple tasks can offload the respective computation workloads of different tasks to different ESs simultaneously. To study this problem, we adopt a two-step approach. Specifically, we first consider a given task-ES assignment and formulate a joint optimization of the tasks' computation offloading, local computation-resource allocation, and the NOMA-transmission duration, with the objective of minimizing the ST's total energy consumption for completing all tasks. Next, based on the optimal offloading solution for the given task-ES assignment, we further investigate how to properly assign different tasks to the ESs for further minimizing the ST's total energy consumption. For both the formulated problems, we propose efficient algorithms to compute the respective solutions. Numerical results are provided to validate the effectiveness of our proposed algorithms. The results also show that our proposed NOMA-enabled multitask multiaccess computation offloading can outperform conventional orthogonal multiple access based offloading scheme, especially when the tasks have heavy computation-workload requirements and stringent delay limits. |
Keyword | Energy Efficiency Multi-access Mobile Edge Computing Non-orthogonal Multiple Access |
DOI | 10.1109/TII.2019.2944839 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Automation & Control Systems ; Computer Science ; Engineering |
WOS Subject | Automation & Control Systems ; Computer Science, Interdisciplinary Applications ; Engineering, Industrial |
WOS ID | WOS:000522523000048 |
Publisher | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 445 HOES LANE, PISCATAWAY, NJ 08855-4141 USA |
Scopus ID | 2-s2.0-85082061186 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | THE STATE KEY LABORATORY OF INTERNET OF THINGS FOR SMART CITY (UNIVERSITY OF MACAU) |
Corresponding Author | Qian Liping |
Affiliation | 1.Univ Macau, State Key Lab Internet Things Smart City, Taipa, Macao, Peoples R China 2.Univ Macau, Dept Comp & Informat Sci, Taipa, Macao, Peoples R China 3.Zhejiang Univ Technol, Coll Informat Engn, Hangzhou 310023, Peoples R China 4.Southeast Univ, Natl Mobile Commun Res Lab, Nanjing 210096, Peoples R China 5.Univ Macau, Dept Elect & Comp Engn, Taipa, Macao, Peoples R China 6.Univ Waterloo, Dept Elect & Comp Engn, Waterloo, ON N2L 3G1, Canada |
First Author Affilication | University of Macau |
Recommended Citation GB/T 7714 | Wu Yuan,Shi Binghua,Qian Liping,et al. Energy-Efficient Multi-task Multi-access Computation Offloading Via NOMA Transmission for IoTs[J]. IEEE Transactions on Industrial Informatics, 2019, 16(7), 4811-4822. |
APA | Wu Yuan., Shi Binghua., Qian Liping., Hou Fen., Cai Jiali., & Shen Xuemin Sherman (2019). Energy-Efficient Multi-task Multi-access Computation Offloading Via NOMA Transmission for IoTs. IEEE Transactions on Industrial Informatics, 16(7), 4811-4822. |
MLA | Wu Yuan,et al."Energy-Efficient Multi-task Multi-access Computation Offloading Via NOMA Transmission for IoTs".IEEE Transactions on Industrial Informatics 16.7(2019):4811-4822. |
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