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KCI 후보
PCA 와 ICA 다변량 모니터링 성능 비교
Performance Comparison of PCA And ICA Monitoring for Fault Detection
김기태 ( Ki Tae Kim ) , 박부희 ( Boo Hee Park ) , 장중순 ( Joong Soon Jang ) , 정기윤 ( Ki Yoon Jeong ) , 김덕진 ( Duck Jin Kim )
UCI I410-ECN-0102-2012-550-001773328

In this paper, we compare a performance of principal component analysis(PCA) and independent component analysis (ICA) process monitoring which are multivariate process monitoring technique. ICA monitoring which is recently developed has been evaluated by compared with PCA monitoring. However there is only simple case to evaluate a performance of these monitoring in the many researches. It is not covered with many cases which can occur in diverse processes. In this paper, the monitoring performance is compared with applications to various simulations. The results of simulation present that these monitorings have a different preference according to process situations.

[자료제공 : 네이버학술정보]
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