کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
700237 890844 2013 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Contribution rate plot for nonlinear quality-related fault diagnosis with application to the hot strip mill process
موضوعات مرتبط
مهندسی و علوم پایه سایر رشته های مهندسی مهندسی هوافضا
پیش نمایش صفحه اول مقاله
Contribution rate plot for nonlinear quality-related fault diagnosis with application to the hot strip mill process
چکیده انگلیسی

In this paper, a nonlinear fault diagnosis scheme is established for the hot strip mill process (HSMP). In HSMP, the faults affecting quality index are denoted as quality-related faults, which should be taken care as soon as possible. Projection to latent structures (PLS) is a basic model for quality-related fault detection in linear processes. In the presented work, a total kernel PLS (T-KPLS) model is utilized for modeling and monitoring HSMP, which is a typical nonlinear process. However, diagnosis tools have not been developed aiming at the nonlinear case based on T-KPLS model. Motivated by the successful use of contribution plot for the linear case, a contribution rate plot is proposed to extend contribution plots to the nonlinear case. In the end of this paper, the proposed method is applied to the hot strip mill process effectively.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Control Engineering Practice - Volume 21, Issue 4, April 2013, Pages 360–369
نویسندگان
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