Auction-Based Mechanism for Dynamic and Efficient Resource Allocation

作者：Zou, Suli; Ma, Zhongjing^*; Liu, Xiangdong

来源：IEEE Transactions on Systems, Man, and Cybernetics: Systems , 2018, 48(1): 34-49.

DOI：10.1109/TSMC.2016.2581025

• Auction
• convergence
• decentralized algorithm
• efficiency
• Nash equilibrium (NE)
• resource allocation

We study how to efficiently allocate the infinitesimal divisible resource under auction mechanism in a dynamic way. We propose a Vickrey-Clarke-Groves-type auction mechanism with a 2-D bid which specifies a per unit price and a maximum of the demand. Due to the absence of enough information related to the infinite dimensional valuations of individual players in a single-bid strategy, it is challenging to implement the efficient Nash equilibrium (NE) in a dynamic way. In this paper, we introduce a pair of parameters related to players' valuations, and design a decentralized dynamic process assisted with this pair of values, such that at each iteration, a single player updates its best bid under a constrained set of demand. Under the proposed auction mechanism, we show the incentive compatibility, efficiency, and uniqueness of the NE. Furthermore, our method is guaranteed to converge to the efficient NE, and it presents the enhanced convergence performance compared with those methods proposed in the literature. Case studies are given to demonstrate the results developed in this paper.

• 出版日期2018-1
• 单位北京理工大学