Performance evaluation of PCA tests for multiple gross error identification

被引:3
作者
Bagajewicz, M
Jiang, QY
Sánchez, M
机构
[1] Univ Oklahoma, Sch Chem Engn & Mat Sci, Energy Ctr, Norman, OK 73019 USA
[2] Univ Nacl Sur, CONICET, Planto Piloto Ingn Quim, RA-8000 Bahia Blanca, Buenos Aires, Argentina
关键词
principal component analysis; gross error detection; data reconciliation;
D O I
10.1016/S0098-1354(99)80145-8
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, the performance of the Principal Component Test, including both the Principal Component Nodal Test (PCNT) and Principal Component Measurement Test (PCMT), is evaluated when used for the identification of multiple gross errors. A few existing gross error identification techniques are modified to replace the nodal, global and measurement tests they use, by a principal, component test. Comparative analysis indicates that PCA tests do not significantly enhance the ability in identification features of these strategies, performing worse in some cases.
引用
收藏
页码:S589 / S592
页数:4
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