Leverage Point Identification Method for LAV-Based State Estimation

被引:8
|
作者
Dorier, Mathias [1 ]
Frigo, Guglielmo [2 ]
Abur, Ali [3 ]
Paolone, Mario [1 ]
机构
[1] Ecole Polytech Fed Lausanne EPFL, CH-1015 Lausanne, Switzerland
[2] Swiss Fed Inst Metrol METAS, CH-3003 Bern, Switzerland
[3] Northeastern Univ, Coll Engn, Boston, MA 02115 USA
关键词
Bad data; least absolute value (LAV); leverage points; measurement error; state estimation; system identification; BAD DATA; ALGORITHM; FILTER;
D O I
10.1109/TIM.2021.3094634
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this article we enunciate and rigorously demonstrate a new lemma which, based on a previously proposed theorem, proves the identifiability of leverage points in state estimation with specific reference to the least absolute value (LAV) estimator. In this context, we also propose an algorithm for the leverage point identification in LAV estimators whose performance is validated by means of extensive numerical simulations and compared against the well-known approach of projection statistics (PS). The obtained results confirm that the proposed method outperforms PS and represents a significant enhancement for LAV-based state estimators as it correctly identifies all the leverage points in the measurement set.
引用
收藏
页数:10
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