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Particle filtering approach to parameter estimate and temperature prediction of satellite

  • North China University of Technology

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

To identify the heat flux dynamically and predict the temperature more correctly, a Particle Filtering (PF) algorithm based on a double lumped thermal model is put forward. In the PF approach to the dynamic state estimation, one attempts to construct the posterior probability density function of the state based on all available information including the set of received measurements. Because the PDF embodies all available statistical information, it is a more effective method for the nonlinear estimation and prediction problem studied in this paper. Simulations were conducted. Results demonstrated the algorithm based on the double lumped thermal model could meet the precision of dynamical identification and real-time prediction for a satellite. The algorithm has a greater potential to apply autonomous control and self-adapting manage of satellite thermal control system in the future.

源语言英语
主期刊名Proceedings of the 7th World Congress on Intelligent Control and Automation, WCICA'08
3001-3004
页数4
DOI
出版状态已出版 - 2008
活动7th World Congress on Intelligent Control and Automation, WCICA'08 - Chongqing, 中国
期限: 25 6月 200827 6月 2008

出版系列

姓名Proceedings of the World Congress on Intelligent Control and Automation (WCICA)

会议

会议7th World Congress on Intelligent Control and Automation, WCICA'08
国家/地区中国
Chongqing
时期25/06/0827/06/08

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