Stochastic Optimization by Simulation: Numerical Experiments with the M/M/1 Queue in Steady-State
通过M/M/1队列的数值实验,展示了随机逼近与不同导数估计技术结合时的行为,为L'Ecuyer和Glynn (1993)的收敛证明提供配套说明。
This paper gives numerical illustrations of the behavior of stochastic approximation, combined with different derivative estimation techniques, to optimize a steady-state system. It is a companion paper to L'Ecuyer and Glynn (1993), which gives convergence proofs for most of the variants experimented here. The numerical experiments are made with a simple M/M/1 queue, which while simple, serves to illustrate the basic convergence properties and Possible pitfalls of the various techniques.