基于EKF和UKF算法非均匀介质热物性参数重建

Translated title of the contribution: Reconstruction of thermophysical parameters in inhomogeneous media using extended Kalman filter and unscented Kalman filter
  • Shuang Wen
  • , Hong Qi*
  • , Shaobin Liu
  • , Yatao Ren
  • , Liming Ruan
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

In this paper, the unscented Kalman filter (UKF) is used for the first time to solve the inverse problem of one-dimensional dielectric thermophysical properties. In addition, this paper also studies the inversion of thermal conductivity in one-dimensional media using extended Kalman filter (EKF). The forward model is introduced firstly. Basic principles of the EKF and UKF technique are also introduced in detail. In order to examine the feasibility of the proposed algorithms, the space-dependent and time-dependent thermal conductivities in media are reconstructed by the UKF and EKF techniques, respectively. All the reconstruction results indicate that thermal conductivities of media can be retrieved effectively by the EKF and UKF techniques. Moreover, the small measurement error covariance R should be selected to decrease the time lag of the reconstructed results.

Translated title of the contributionReconstruction of thermophysical parameters in inhomogeneous media using extended Kalman filter and unscented Kalman filter
Original languageChinese (Traditional)
Pages (from-to)1432-1439
Number of pages8
JournalHuagong Xuebao/CIESC Journal
Volume71
Issue number4
DOIs
StatePublished - 1 Apr 2020
Externally publishedYes

Fingerprint

Dive into the research topics of 'Reconstruction of thermophysical parameters in inhomogeneous media using extended Kalman filter and unscented Kalman filter'. Together they form a unique fingerprint.

Cite this