|COOKIES: By using this website you agree that we can place Google Analytics Cookies on your device for performance monitoring.|
Sensor fusion and parameter inference in nonlinear dynamical systems
If you have a question about this talk, please contact Dr Jason Z JIANG.
In this talk I will provide an overview of some of the work we do when it comes to solving inference problems in nonlinear dynamical systems. A proper subtitle for the talk is “strategies and examples”, since I will only provide solution strategies and show that these strategies can successfully solve challenging applications. The first topic is parameter inference problems in nonlinear dynamical systems (a.k.a. nonlinear system identification). The maximum likelihood problem is solved using a combination of the expectation maximization (EM) algorithm and sequential Monte Carlo (SMC) methods (e.g., the particle filter and the particle smoother). The Bayesian problem is solved using a combination of Markov chain Monte Carlo (MCMC) and SMC . As an example, we show how to estimate a particular special case known as the Wiener model (a linear dynamical model followed by a static nonlinearity). The second topic is that of sensor fusion, which refers to the problem of inferring states (and possibly parameters) using measurements from several different, often complementary, sensors. The strategy is explained and (perhaps more importantly) illustrated using three of the industrial applications we are working with; 1. Navigation of fighter aircraft (using inertial sensors, radar and maps); 2. Indoor positioning of humans (using inertial sensors and maps); 3. Indoor pose estimation of a human body (using inertial sensors and ultra-wideband).
This talk is part of the CUED Control Group Seminars series.
This talk is included in these lists:
Note that ex-directory lists are not shown.
Other listsspeech synthesis seminar series CU Underwater Exploration Group Electron Microscopy Group Conferences
Other talksLong term durability of spent nuclear fuel SMR Economics Efficient Advert Assignment Einstein's signature in cosmological large-scale structure The Paradox of Parallel Lives; Immigration Policy and Transnational Polygyny between Senegal and France Social Learning Strategies & Cumulative Culture