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Joint Energy and Completion Time Difference Minimization for UAV-Enabled Intelligent Transportation Systems: A Constrained Multi-Objective Optimization Approach
Peng Chaoda1; Wu Zexiong1; Huang Xumin2,3; Wu Yuan3,4; Kang Jiawen2; Huang Qiong1; Xie Shengli2
2024-10
Source PublicationIEEE Transactions on Intelligent Transportation Systems
ISSN1524-9050
Volume25Issue:10Pages:14040-14053
Abstract

An unmanned aerial vehicle (UAV)-enabled intelligent transportation system utilizes a set of UAVs to collect and process surveillance data for transportation management. Subsequently, the processing results of the UAVs are transmitted to a control center that makes a centralized transportation management decision based on the fusion of all processing results. When performing the monitoring tasks, the UAVs can access to an edge server for offloading. To reduce the energy consumption and improve the fusion performance, the control center schedules the UAVs to perform the tasks in an energy-efficient manner while synchronizing the completion time of the UAVs. As a result, the control center studies a constrained multi-objective optimization problem (CMOP), in which two objectives, i.e., the total energy consumption of the UAVs and total completion time difference among the UAVs, are simultaneously considered. To tackle the CMOP, we develop an improved constrained multi-objective evolutionary algorithm. Particularly, we design an improved genetic operator and repairing constraint-handling technique to improve the overall performance of the proposed algorithm in seeking Pareto optimal solutions for the CMOP. Numerical results demonstrate that compared with the baseline algorithms, the proposed algorithm has great advantages in finding better solutions with the enhanced diversity and convergence for the CMOP.

KeywordUav-enabled Intelligent Transportation System Energy Optimization Time Difference Minimization Constrained Multi-objective Optimization Evolutionary Algorithm
DOI10.1109/TITS.2024.3395993
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaEngineering ; Transportation
WOS SubjectEngineering, Civil ; Engineering, Electrical & Electronic ; Transportation Science & Technology
WOS IDWOS:001226147300001
PublisherIEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 445 HOES LANE, PISCATAWAY, NJ 08855-4141
Scopus ID2-s2.0-85193275769
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Citation statistics
Document TypeJournal article
CollectionFaculty of Science and Technology
THE STATE KEY LABORATORY OF INTERNET OF THINGS FOR SMART CITY (UNIVERSITY OF MACAU)
DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Corresponding AuthorHuang Xumin; Wu Yuan
Affiliation1.College of Mathematics and Informatics, South China Agricultural University, Guangzhou, China
2.School of Automation, Guangdong University of Technology, Guangzhou, China
3.State Key Laboratory of Internet of Things for Smart City, University of Macau, Taipa, Macau, China
4.Department of Computer and Information Science, University of Macau, Taipa, Macau, China
Corresponding Author AffilicationUniversity of Macau
Recommended Citation
GB/T 7714
Peng Chaoda,Wu Zexiong,Huang Xumin,et al. Joint Energy and Completion Time Difference Minimization for UAV-Enabled Intelligent Transportation Systems: A Constrained Multi-Objective Optimization Approach[J]. IEEE Transactions on Intelligent Transportation Systems, 2024, 25(10), 14040-14053.
APA Peng Chaoda., Wu Zexiong., Huang Xumin., Wu Yuan., Kang Jiawen., Huang Qiong., & Xie Shengli (2024). Joint Energy and Completion Time Difference Minimization for UAV-Enabled Intelligent Transportation Systems: A Constrained Multi-Objective Optimization Approach. IEEE Transactions on Intelligent Transportation Systems, 25(10), 14040-14053.
MLA Peng Chaoda,et al."Joint Energy and Completion Time Difference Minimization for UAV-Enabled Intelligent Transportation Systems: A Constrained Multi-Objective Optimization Approach".IEEE Transactions on Intelligent Transportation Systems 25.10(2024):14040-14053.
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