随机匹配中的广义最大权策略

Q1 Mathematics Stochastic Systems Pub Date : 2020-11-09 DOI:10.1287/stsy.2022.0098
M. Jonckheere, P. Moyal, Claudia Ram'irez, N. Soprano-Loto
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引用次数: 12

摘要

我们考虑一个匹配系统,其中项目按照泊松过程逐个到达兼容网络的每个节点,并在匹配到兼容项目后立即离开兼容网络。所考虑的匹配策略是一个广义的最大权重策略,其中的决策可能是有噪声的。此外,一些节点可能会不耐烦,即在匹配之前离开系统。利用最大权重策略的特定性质,构造了一个简单的二次Lyapunov函数。这使我们能够建立稳定性结果,证明了平稳测度的指数收敛速度,并给出了系统中最大队列大小的平稳均值的显式界限。最后,我们用模拟玩具的例子来说明其中的一些结果。
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Generalized Max-Weight Policies in Stochastic Matching
We consider a matching system where items arrive one by one at each node of a compatibility network according to Poisson processes and depart from it as soon as they are matched to a compatible item. The matching policy considered is a generalized max-weight policy where decisions can be noisy. Additionally, some of the nodes may have impatience, that is, leave the system before being matched. Using specific properties of the max-weight policy, we construct a simple quadratic Lyapunov function. This allows us to establish stability results, to prove exponential convergence speed toward the stationary measure, and to give explicit bounds for the stationary mean of the largest queue size in the system. We finally illustrate some of these results using simulations on toy examples.
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来源期刊
Stochastic Systems
Stochastic Systems Decision Sciences-Statistics, Probability and Uncertainty
CiteScore
3.70
自引率
0.00%
发文量
18
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