Decentralized Multi-Project Scheduling via Multi-Unit Combinatorial Auction

被引:0
|
作者
Song, Wen [1 ]
Kang, Donghun [1 ]
Zhang, Jie [2 ]
Xi, Hui [3 ]
机构
[1] Nanyang Technol Univ, Rolls Royce NTU Corp Lab, Singapore, Singapore
[2] Nanyang Technol Univ, Sch Comp Engn, Singapore, Singapore
[3] Rolls Royce Singapore Pte Ltd, Singapore, Singapore
基金
新加坡国家研究基金会;
关键词
Multi-Project Scheduling; Multi-Unit Combinatorial Auction; Resource Allocation; SYSTEM; CHAINS;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In industry, many problems are considered as the Decentralized Resource-Constrained Multi-Project Scheduling Problem (DRCMPSP). Existing approaches encounter difficulties in dealing with large problems while preserving information privacy of project agents. In this paper, we propose a novel approach to solve DRCMPSP based on the multi-unit combinatorial auction, which can efficiently solve the problem without violating information privacy. It adopts a greedy resource allocation strategy with fixed resource cost to simplify computation required for project (bidder) and auctioneer agents. In addition, a bid modification step is incorporated to allow project agents to better utilize resources. Analysis and empirical results indicate that our approach outperforms state-of-the-art decentralized approaches in minimizing average project delay, and scales well to large problems with thousands of activities from tens of projects.
引用
收藏
页码:836 / 844
页数:9
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