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Leverage Point Identification Method for LAV-Based State Estimation

delete2021-01-01
delete8
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OA
AI
M
Mathias Dorier
G
Guglielmo Frigo *
A
Ali Abur
M
Mario Paolone
DOI:10.1109/TIM.2021.3094634delete
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摘要

摘要

En 中文
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.
Keyword:
Bad data
least absolute value (LAV)
leverage points
measurement error
state estimation
system identification

期刊

IEEE Transactions on Instrumentation and Measurement 封面图
IEEE Transactions on Instrumentation and Measurement
IF:
5.9
论文数:
2.0W
被引数:
5.8W

机构

E
Ecole Polytechnique Federale de Lausanne
学者数:
1.7W
论文数: 1.3W
被引数: 25
S
swiss federal institutes of technology domain
学者数:
9.0W
论文数: 8.0W
被引数: 163
S
swiss federal institute for metrology (metas)
学者数:
140
论文数: 106
被引数: 0
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