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The Applications of Yau-Yau Algorithm on McKean-Vlasov Nonlinear Filtering Problem
The Applications of Yau-Yau Algorithm on McKean-Vlasov Nonlinear Filtering Problem
组织者
演讲者
孙泽钜
时间
2024年08月28日 14:30 至 15:00
地点
理科楼A-304
摘要
In this talk, I will present the recent progress on the study of McKean-Vlasov nonlinear filtering problem. With the framework of Yau-Yau algorithm, we can derive a real-time algorithm compute the nonlinear filtering problems with state processes governed by a McKean-Vlasov stochastic differential equation. In comparison with standard filtering problem, the corresponding Fokker-Planck equation in this setting is a nonlinear partial differential equation. Fortunately, with the framework of Yau-Yau algorithm, this nonlinear partial differential equation can also be computed offline. A convergence analysis of this algorithm will be presented, together with some numerical results.