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arXiv 0802.4381math.OC
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最优试验设计及相关控制问题

Optimal experimental design and some related control problems

Luc Pronzato

摘要:

本文追溯了试验设计和控制之间的密切关系,如使用最优输入,以获得精确的参数估计在动力系统和适当设计的扰动引入适应控制。简要介绍了最优试验设计的数学背景,强调了试验设计在估计量渐近性质中的作用。虽然本文的大部分内容涉及参数模型,但也给出了一些非参数模型的统计学习和预测结果。

英文摘要:

This paper traces the strong relations between experimental design and control, such as the use of optimal inputs to obtain precise parameter estimation in dynamical systems and the introduction of suitably designed perturbations in adaptive control. The mathematical background of optimal experimental design is briefly presented, and the role of experimental design in the asymptotic properties of estimators is emphasized. Although most of the paper concerns parametric models, some results are also presented for statistical learning and prediction with nonparametric models.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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