The Global Consensus Active Fault Diagnosis for Steam Pipeline Considering Leakage Fault Modeling: A Multitime-Scale-Based Set-Membership Observer Approach

Steam, which plays an essential role in heat source medium for heating and cooling, is extensively utilized in industrial parks. Due to the high temperature and pressure characteristics of steam, which has the potential to cause damage to the steam pipeline easily. It is crucial to conduct fault diagnosis for the steam pipeline timely. This article is concerned with the active fault diagnosis (AFD) problem for the steam pipeline with multitime-scale properties. The global consensus AFD method based on the multitime-scale set-membership observer is proposed to solve the issue of inconsistent timescales, which not only achieves state estimation sets under different timescales but also guarantees the global consistency of fault diagnosis results. In view of the leakage fault modeling problem of the steam pipeline, a novel steam transportation model considering the leakage energy loss is established. Moreover, when establishing the optimization problem of the auxiliary signal, original inputs with dynamic characteristics are considered. The key of optimization problem comes down to the separation of healthy and faulty state estimation sets. Finally, experimental results are given to illustrate the effectiveness of the proposed AFD methodology with the steam pipeline data from a steel industrial park.

Authors

Institutions

Publication Details

Journal
IEEE Transactions on Cybernetics
Published
2025-10-29
DOI
https://doi.org/10.1109/tcyb.2025.3599586
Primary Topic
Fault Detection and Control Systems
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The Global Consensus Active Fault Diagnosis for Steam Pipeline Considering Leakage Fault Modeling: A Multitime-Scale-Based Set-Membership Observer Approach

Wange Li, Demin Xu, Jun Zhao, Wei Wang et al.
IEEE Transactions on Cybernetics
Fault Detection and Control Systems
article

The Global Consensus Active Fault Diagnosis for Steam Pipeline Considering Leakage Fault Modeling: A Multitime-Scale-Based Set-Membership Observer Approach

Wange Li, Demin Xu, Jun Zhao, Wei Wang, Fan Zhou
article en

Abstract

Steam, which plays an essential role in heat source medium for heating and cooling, is extensively utilized in industrial parks. Due to the high temperature and pressure characteristics of steam, which has the potential to cause damage to the steam pipeline easily. It is crucial to conduct fault diagnosis for the steam pipeline timely. This article is concerned with the active fault diagnosis (AFD) problem for the steam pipeline with multitime-scale properties. The global consensus AFD method based on the multitime-scale set-membership observer is proposed to solve the issue of inconsistent timescales, which not only achieves state estimation sets under different timescales but also guarantees the global consistency of fault diagnosis results. In view of the leakage fault modeling problem of the steam pipeline, a novel steam transportation model considering the leakage energy loss is established. Moreover, when establishing the optimization problem of the auxiliary signal, original inputs with dynamic characteristics are considered. The key of optimization problem comes down to the separation of healthy and faulty state estimation sets. Finally, experimental results are given to illustrate the effectiveness of the proposed AFD methodology with the steam pipeline data from a steel industrial park.

IEEE Transactions on CyberneticsVol. 55(12)
Dalian University of Technology (CN), Dalian Polytechnic University (CN)
Openalex Percentile: Top 60%
Fault Detection and Control Systems
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.

The Global Consensus Active Fault Diagnosis for Steam Pipeline Considering Leakage Fault Modeling: A Multitime-Scale-Based Set-Membership Observer Approach — Wange Li, Demin Xu, et al. · IEEE Transactions on Cybernetics (2025) | TGRS Research Map | TGRS