Concepedia

Data-driven Fault Isolation

Data-Driven Fault Isolation is a fault isolation method that relies on empirical data and statistical or machine learning techniques to identify the root cause of system failures, distinguished from model-based or rule-based approaches by its dependence on observed operational data rather than predefined system models or expert-defined logic.

58

Publications

2.5K

Citations

170

Authors

97

Institutions

Publications per year

2017–2026

29

Parents

Publications

58

Subspace method aided data-driven design of fault detection and isolation systems

Steven X. Ding, Ping Zhang, Amol S. Naik et al. · Journal of Process Control · 2009 · 312 citations

, , +17

A Condition Monitoring and Fault Isolation System for Wind Turbine Based on SCADA Data

Xingchen Liu, Juan Du, Zhi‐Sheng Ye · IEEE Transactions on Industrial Informatics · 2021 · 124 citations

, , +16

Data–Driven Fault Diagnosis of a Wind Farm Benchmark Model

Silvio Simani, Paolo Castaldi, Saverio Farsoni · Energies · 2017 · 110 citations · Full text

, , +17

A Data-Driven Residual-Based Method for Fault Diagnosis and Isolation in Wind Turbines

Mengshi Li, Da Yu, Ziming Chen et al. · IEEE Transactions on Sustainable Energy · 2018 · 91 citations

, , +16

Data-driven fault detection, isolation and estimation of aircraft gas turbine engine actuator and sensors

E. Naderi, K. Khorasani · Mechanical Systems and Signal Processing · 2017 · 90 citations

, , +14

1–5 of 58

Authors

170

  1. CS
    Chaitanya Sankavaram

    General Motors (United States), United States

    3 publications · 119 citations

    3

    h-index

  2. SX
    Steven X. Ding

    University of Duisburg-Essen, Germany

    3 publications · 401 citations

    3

    h-index

  3. JF
    James F. Davis

    University of California, Los Angeles, United States

    3 publications · 68 citations

    3

    h-index

  4. KR
    Krishna R. Pattipati

    University of Connecticut, United States

    3 publications · 119 citations

    3

    h-index

  5. BJ
    Benjamin J. Ohran

    University of California, Los Angeles, United States

    3 publications · 68 citations

    3

    h-index

1–5 of 170

Institutions

97

  1. University of Connecticut

    Storrs, United States

    4 h-index

    11 publications

    402 citations

  2. University of California, Los Angeles

    Los Angeles, United States

    3 h-index

    12 publications

    272 citations

  3. Qatar University

    Doha, Qatar

    3 h-index

    3 publications

    97 citations

  4. Concordia University

    Montreal, Canada

    3 h-index

    6 publications

    296 citations

  5. University of Duisburg-Essen

    Essen, Germany

    3 h-index

    4 publications

    713 citations

  6. General Motors (United States)

    Detroit, United States

    3 h-index

    7 publications

    233 citations

  7. University of Science and Technology Beijing

    Beijing, China

    3 h-index

    4 publications

    117 citations

  8. University of Alberta

    Edmonton, Canada

    3 h-index

    3 publications

    365 citations

1–8 of 97

Venues

  1. IFAC Proceedings Volumes

    4 publications · 131 citations

    4

    h-index

  2. ISA Transactions

    2 publications · 116 citations

    2

    h-index

  3. IEEE Transactions on Industrial Electronics

    2 publications · 105 citations

    2

    h-index

  4. Mechanical Systems and Signal Processing

    MSSP · 2 publications · 130 citations

    2

    h-index

  5. IEEE Transactions on Smart Grid

    2 publications · 80 citations

    2

    h-index

1–5