A new class of particle systems with sequential interaction is proposed to approximate the McKean-Vlasov process that originally arises as the limit of the mean-field interacting particle system. The weighted empirical measure of this particle system is proved to converge to the law of the McKean-Vlasov process as the system grows. Based on the Wasserstein metric, quantitative propagation of chaos results are obtained for two cases: the finite time estimates under the monotonicity condition and the uniform in time estimates under the dissipation and the non-degenerate conditions. Numerical experiments are implemented to demonstrate the theoretical results.
翻译:提议建立新型粒子系统类别,并进行相继互动,以近似最初作为平均场互动粒子系统极限产生的麦肯-弗拉索夫过程。该粒子系统的加权实验性测量方法证明,随着系统的发展,该粒子系统的加权实验性测量方法与麦肯-弗拉索夫过程法则趋于一致。根据瓦森斯坦指标,在两种情况下,得出了混乱结果的定量传播:单一性条件下的有限时间估计,以及消散和非衰减条件下的时间估计一致。进行了数字实验,以展示理论结果。