A Particle-Filtering Approach for Real-Time Estimation of Thermal Conductivity and Temperature Tracking in Homogeneous Masses

作者:Martin Fernandez Laura; Lanzarone Ettore*
来源:Numerical Heat Transfer Part B-Fundamentals, 2015, 67(6): 507-530.
DOI:10.1080/10407790.2014.992060

摘要

Knowledge of the thermal conductivity is a key factor for several applications, which benefits from easy and cheap estimation procedures. We consider an existing experimental layout, and we propose a Rao-Blackwellized particle filter that jointly approximates the posterior distribution of the temperatures and analytically estimates the unknown thermal conductivity of a homogeneous mass. Its main advantage is the sequential estimation of the conductivity. In contrast, in other approaches, all of the temperatures need to be stored before processing the data. The results obtained with a polymethylmethacrylate specimen provide good estimates and demonstrate the real-time applicability of the approach.

  • 出版日期2015-6-3