$H_{i}/H_{\infty}$ Optimization Based Fault Detection for Traction Rectifier in High-Speed Train

The traction rectifier plays an important role in safe operation of high-speed trains. Any occurrence of unexpected faults in the traction rectifier may result in safety deterioration to high-speed trains. In this paper, an <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$H_{i}/H_{\infty}$</tex> optimization based method is used to achieve fault detection of the traction rectifier affected by <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$l_{2}$</tex>-norm bounded multi-source disturbances. First, the rectifier with potential faults is described as a linear discrete time-varying system model. The residual is generated by applying an observer-based fault detection filter (FDF). Then, an <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$H_{i}/H_{\infty}$</tex> optimization criteria is introduced by using the <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$H_{-}$</tex> and <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$H_{\infty}$</tex> sensitivity indices. Based on this, the design of FDF can be reformulated as an <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$H_{i}/H_{\infty}$</tex> optimization problem. A feasible solution of the post-filter and observer gain matrix is given in terms of Riccati recursions. Consequently, the sensitivity of residual to faults and robustness of residual against disturbances can be improved. Finally, a simulation is carried out to demonstrate the effectiveness of the method.

Authors

Institutions

Publication Details

Published
2024-11-01
DOI
https://doi.org/10.1109/cac63892.2024.10864966
Primary Topic
Power Systems and Technologies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

$H_{i}/H_{\infty}$ Optimization Based Fault Detection for Traction Rectifier in High-Speed Train

Siwen Hao, Kaida Zhang, Maiying Zhong, Ningfan Zhong et al.
Power Systems and Technologies
article

$H_{i}/H_{\infty}$ Optimization Based Fault Detection for Traction Rectifier in High-Speed Train

Siwen Hao, Kaida Zhang, Maiying Zhong, Ningfan Zhong, Lu Zhang, Qin Wang
article en

Abstract

The traction rectifier plays an important role in safe operation of high-speed trains. Any occurrence of unexpected faults in the traction rectifier may result in safety deterioration to high-speed trains. In this paper, an <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$H_{i}/H_{\infty}$</tex> optimization based method is used to achieve fault detection of the traction rectifier affected by <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$l_{2}$</tex>-norm bounded multi-source disturbances. First, the rectifier with potential faults is described as a linear discrete time-varying system model. The residual is generated by applying an observer-based fault detection filter (FDF). Then, an <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$H_{i}/H_{\infty}$</tex> optimization criteria is introduced by using the <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$H_{-}$</tex> and <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$H_{\infty}$</tex> sensitivity indices. Based on this, the design of FDF can be reformulated as an <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$H_{i}/H_{\infty}$</tex> optimization problem. A feasible solution of the post-filter and observer gain matrix is given in terms of Riccati recursions. Consequently, the sensitivity of residual to faults and robustness of residual against disturbances can be improved. Finally, a simulation is carried out to demonstrate the effectiveness of the method.

Shandong University of Science and Technology (CN)
Openalex Percentile: Top 75%
Power Systems and Technologies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.