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Author:

Zhang, J. (Zhang, J..) | Gong, B. (Gong, B..) | Waqas, M. (Waqas, M..) | Tu, S. (Tu, S..) | Han, Z. (Han, Z..)

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EI Scopus SCIE

Abstract:

Mobile edge computing (MEC) is an effective computing tool to cope with the explosive growth of data traffic. It plays a vital role in improving the quality of service for user task computing. However, the existing solutions rarely address all the significant factors that impact the quality of service. To challenge this problem, a trusted many-objective model is built by comprehensively considering the task time delay, server energy consumption, trust metrics between task and server, and user experience utility factors in multi-server MEC networks. We decompose the original problem into task offloading (TO) and resource allocation (RA) to address the model. Then a novel hybrid many-objective optimization algorithm based on cascading clustering and incremental learning is designed to optimize the TO decision solutions. A low-complexity heuristic method is adopted based on the optimal TO decision solutions to optimize the RA problem continuously. To verify the model's validity and the optimisation algorithm's superiority, five other advanced many-objective algorithms are used for comparison. The results show that our algorithm has more than half the number of the superior values for the benchmark problem. And the obtained model solution shows good performance on different indicators metrics for the decomposition problem. IEEE

Keyword:

many-objective optimization Measurement Solid modeling Mobile edge computing Servers Delay effects Task analysis task offloading resource allocation Quality of service Energy consumption

Author Community:

  • [ 1 ] [Zhang J.]Faculty of Information Technology, Beijing University of Technology, Beijing, China
  • [ 2 ] [Gong B.]Faculty of Information Technology, Beijing University of Technology, Beijing, China
  • [ 3 ] [Waqas M.]Computer Engineering Department, College of Information Technology, University of Bahrain, Bahrain
  • [ 4 ] [Tu S.]Faculty of Information Technology, Beijing University of Technology, Beijing, China
  • [ 5 ] [Han Z.]Department of Electrical and Computer Engineering, the University of Houston, Houston, TX, USA

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Source :

IEEE Transactions on Services Computing

ISSN: 1939-1374

Year: 2023

Issue: 5

Volume: 16

Page: 1-14

8 . 1 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:19

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 13

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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