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Frequency-Domain Approaches To Control-Relevant System Identification

Frequency-Domain Approaches To Control-Relevant System Identification
控制相关系统辨识的频域方法
批准号:
9504878
负责人:
Jitendra Tugnait
金额:
$18.18万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
1995
资助国家:
美国
项目状态:
已结题
起止时间:
1995-10-01 至 1999-09-30

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中文摘要
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英文摘要
9504878 Tugnait The goal of the proposed research is to provide estimated system models together with evaluated (quantified) modeling errors given experimental input-output data for a wide variety of systems (electrical, chemical, power, manufacturing and production, robotic, electronic etc.) operating in open or closed loop. Such information (system model and quantified modeling error) is crucial to synthesis of a robust controller which maintains its design objectives under uncertain modeling. As such, successful completion of the proposed research is expected to significantly impact the state-of-the-art in robust control design. Approaches are being considered to transform the given time-domain experimental input-output data into a frequency-domain transform function model description along with the associated noise error characterization. Both second-order spectrum and cross-spectrum of the data record as well as higher-order integrated polyspectrum of the data record is being exploited for such purposes. This allows for far fewer a priori assumptions; rather such modeling is dictated by the acquired data. The case of noisy input measurements is also being considered. A stochastic embedding approach is being followed for quantifying modeling errors. ***
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