A Truthful Combinatorial Reverse Auction Mechanism for Crowdshipping

被引:0
|
作者
Chen, Shibo [1 ,2 ]
Miao, Haoyu [1 ,2 ]
Guo, Zhenwei [3 ]
Yang, Liusha [4 ]
Yao, Canqi [1 ,2 ]
Yang, Zaiyue [1 ,2 ]
机构
[1] Southern Univ Sci & Technol, Sch Syst Design & Intelligent Mfg, Shenzhen Key Lab Biomimet Robot & Intelligent Syst, Shenzhen 518055, Peoples R China
[2] Southern Univ Sci & Technol, Guangdong Prov Key Lab Human Augmentat & Rehabil R, Shenzhen 518055, Peoples R China
[3] Beihang Univ, Hangzhou Innovat Inst, Res Ctr Cyber Sci & Technol, Hangzhou 310051, Peoples R China
[4] Shenzhen Technol Univ, Sch Big Data & Internet, Shenzhen 518118, Peoples R China
关键词
Combinatorial reverse auction; crowdshipping; truthful mechanism; TRANSPORTATION; PROCUREMENT;
D O I
10.1109/JIOT.2023.3279104
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Crowdshipping is an emerging logistics paradigm that leverages the excess capacities of occasional couriers (OC) to transport goods. This article investigates the problem that a crowdshipping platform recruits OCs to serve the parcel pickup and delivery requests. A combinatorial reverse auction framework is introduced to model the interactions between the platform and couriers. We design an auction mechanism that implements in polynomial time, which satisfies the computational requirements of crowdshipping. It can also achieve near-optimal social cost with the approximation ratio rigidly proved. Through both rigorous theoretical analyses and extensive simulations, we demonstrate that the proposed auction mechanism is truthful, individual rational, and has high computation efficiency.
引用
收藏
页码:18225 / 18236
页数:12
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