کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
695387 1460657 2015 7 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A fast algorithm to assess local structural identifiability
ترجمه فارسی عنوان
یک الگوریتم سریع برای شناسایی ساختار محلی
کلمات کلیدی
موضوعات مرتبط
مهندسی و علوم پایه سایر رشته های مهندسی کنترل و سیستم های مهندسی
چکیده انگلیسی
The paper presents a novel method for assessing the local structural identifiability question for a general non-linear state-space model. The method is a combination of (i) the application of a singular value decomposition to a parametric output sensitivity matrix that is created by simply integrating the model once and, (ii) a symbolic computation for a reduced model that is guided by the SVD results and allows a confirmation of the conclusions regarding identifiability obtained in the first step. In case there is a lack of identifiability, the symbolic computation quickly results in determination of the exact structure of the nullspace and a suitable re-parametrisation. The method is discussed in detail and applied to three case studies, of which the last two are considerably large, containing 22 and 43 parameters to be identified, respectively.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Automatica - Volume 58, August 2015, Pages 118-124
نویسندگان
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