A real-time pricing mechanism considering data freshness based on non-cooperative game in crowdsensing

拥挤感测 计算机科学 纳什均衡 利润(经济学) 服务提供商 大数据 数学优化 数据挖掘 服务(商务) 数据科学 数学 经济 经济 微观经济学
作者
Liangguang Wu,Yonghua Xiong,Kang‐Zhi Liu,Jinhua She
出处
期刊:Information Sciences [Elsevier BV]
卷期号:608: 392-409 被引量:21
标识
DOI:10.1016/j.ins.2022.06.068
摘要

A fair and reasonable price mechanism is fundamental in improving the efficiency of the crowdsensing market. Being an emerging paradigm that utilizes widely distributed wireless communication network and smart sensing devices to collect sensing data, crowdsensing service offers a plausibility for collecting real-time data. However, previous studies ignored the complex competition among participants in the free data trade market and the fresh data demands of increasingly popular real-time applications. This paper introduces the age of information (AoI) as a criterion to measure the freshness of data geared towards constructing incentive models for the data provider and data requester. Subsequently, considering the opening of the market, we design a price mechanism framework based on non-cooperative games, which can help the crowdsensing platform provide each participant a stable sensing strategy to maximize profit. For the AoI-sensitive case, i.e., when the data quality deteriorates with the time. A co-evolutionary algorithm based on heuristic search is designed to solve the sensing strategy for each provider to achieve Nash equilibrium . Furthermore, for the case where AoI is insensitive. An improved relaxation algorithm is proposed to provide a stable strategy for the data provider. Numerical findings reveal that the developed algorithm can effectively identify stable sensing strategies in a Nash equilibrium.
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