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Model-set design: Uniformly distributed models

  • Xi'an Jiaotong University
  • University of New Orleans

科研成果: 书/报告/会议事项章节会议稿件同行评审

9 引用 (Scopus)

摘要

Model-set design is one of the most important topics of the multiple-model approach, which is the state of the art for many estimation, control, and modeling problems. This paper proposes a method for model-set design in the parameter space based on a number theoretic approach to the design of statistical experiments. Here the uncertain system is characterized by uncertain parameters that parametrize the mode space. The model set is designed to approximate the mode based on the discretized values of each parameter by minimizing the distribution mismatch between the model set and the mode in each one-dimensional projection of the mode space. Two types of uniform model sets are proposed, where the models are uniformly distributed in the parameter space. Simulation examples are given to demonstrate the designs and their performance.

源语言英语
主期刊名Proceedings of the 48th IEEE Conference on Decision and Control held jointly with 2009 28th Chinese Control Conference, CDC/CCC 2009
出版商Institute of Electrical and Electronics Engineers Inc.
39-44
页数6
ISBN(印刷版)9781424438716
DOI
出版状态已出版 - 2009
活动48th IEEE Conference on Decision and Control held jointly with 2009 28th Chinese Control Conference, CDC/CCC 2009 - Shanghai, 中国
期限: 15 12月 200918 12月 2009

丛书

姓名Proceedings of the IEEE Conference on Decision and Control
ISSN(印刷版)0743-1546
ISSN(电子版)2576-2370

会议

会议48th IEEE Conference on Decision and Control held jointly with 2009 28th Chinese Control Conference, CDC/CCC 2009
国家/地区中国
Shanghai
时期15/12/0918/12/09

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