Concepedia

Data-driven Diagnosis

Data-Driven Diagnosis is a formal diagnostic approach within hybrid, maintenance, robot, and sensor diagnostics that relies on empirical data and statistical or machine learning models to identify, isolate, or characterize system faults or anomalies without requiring explicit analytical models of system behavior.

403

Publications

28K

Citations

1.5K

Authors

543

Institutions

Publications per year

2017–2026

321

Parents

Publications

403

A New Convolutional Neural Network-Based Data-Driven Fault Diagnosis Method

Long Wen, Liang Gao, Yuyan Zhang · IEEE Transactions on Industrial Electronics · 2017 · 2.1K citations

, , +17

Survey on data-driven industrial process monitoring and diagnosis

S. Joe Qin · Annual Reviews in Control · 2012 · 1.4K citations

, , +12

A comparison study of basic data-driven fault diagnosis and process monitoring methods on the benchmark Tennessee Eastman process

Shen Yin, Steven X. Ding, Adel Haghani et al. · Journal of Process Control · 2012 · 1.3K citations

, , +17

A New Deep Transfer Learning Based on Sparse Auto-Encoder for Fault Diagnosis

Long Wen, Liang Gao, Xinyu Li · IEEE Transactions on Systems Man and Cybernetics Systems · 2017 · 1.1K citations

, , +17

From Model, Signal to Knowledge: A Data-Driven Perspective of Fault Detection and Diagnosis

Xuewu Dai, Zhiwei Gao · IEEE Transactions on Industrial Informatics · 2013 · 718 citations

, , +17

1–5 of 403

Authors

1.5K

  1. SX
    Steven X. Ding

    University of Duisburg-Essen, Germany

    7 publications · 2K citations

    7

    h-index

  2. KR
    Krishna R. Pattipati

    University of Connecticut, United States

    6 publications · 214 citations

    6

    h-index

  3. LG
    Liang Gao

    Huazhong University of Science and Technology, China

    5 publications · 3.3K citations

    5

    h-index

  4. BG
    Bin Gou

    Southwest Jiaotong University, China

    4 publications · 266 citations

    4

    h-index

  5. XL
    Xiang Li

    Xi'an Jiaotong University, China

    4 publications · 209 citations

    4

    h-index

1–5 of 1.5K

Institutions

543

  1. Huazhong University of Science and Technology

    Wuhan, China

    13 h-index

    48 publications

    14.1K citations

  2. Northeastern University

    Shenyang, China

    11 h-index

    27 publications

    1.3K citations

  3. Tsinghua University

    Beijing, China

    10 h-index

    19 publications

    1.3K citations

  4. Xi'an Jiaotong University

    Xi'an, China

    10 h-index

    20 publications

    1.6K citations

  5. Southwest Jiaotong University

    Chengdu, China

    10 h-index

    38 publications

    2.9K citations

  6. Beijing Jiaotong University

    Beijing, China

    9 h-index

    28 publications

    1.6K citations

  7. University of Duisburg-Essen

    Essen, Germany

    9 h-index

    20 publications

    7.8K citations

  8. Harbin Institute of Technology

    Harbin, China

    9 h-index

    27 publications

    3.4K citations

1–8 of 543

Venues

  1. IEEE Transactions on Industrial Informatics

    18 publications · 2K citations

    18

    h-index

  2. IEEE Transactions on Industrial Electronics

    15 publications · 3.5K citations

    15

    h-index

  3. IEEE Access

    14 publications · 1.2K citations

    14

    h-index

  4. Sensors

    13 publications · 829 citations

    13

    h-index

  5. 13

    h-index

1–5