Fault Diagnosis by Bayesian Network Classifiers with a Distance Rejection Criterion

被引:1
作者
Atoui, M. Amine [1 ]
Cohen, Achraf [2 ]
Rauffet, Phillipe [1 ]
Berruet, Pascal [1 ]
机构
[1] Univ Bretagne Sud, Lab STICC, UMR 6285, CNRS, Lorient, France
[2] Univ West Florida, Dept Math & Stat, Pensacola, FL 32514 USA
来源
ICINCO: PROCEEDINGS OF THE 16TH INTERNATIONAL CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS, VOL 1 | 2019年
关键词
Bayesian Networks; Classification; Fault Diagnosis; Distance Rejection Criterion;
D O I
10.5220/0008053304630468
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, Bayesian network classifiers (BNCs) are used as a statistical tool to diagnosis faults with a distance rejection criterion. The proposed approach enhances significantly the structure of the use of Bayesian networks in the same context. Our framework is evaluated and compared to state of the art using data from the benchmark Tennessee Eastman Process (TEP).
引用
收藏
页码:463 / 468
页数:6
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