Concepedia

Machine Learning-based Assessment

Machine Learning-Based Assessment is a structural condition evaluation methodology that employs machine learning algorithms to analyze sensor data, identify patterns, and predict structural health states, distinguishing it from traditional assessment approaches by its reliance on data-driven modeling and adaptive learning capabilities.

236

Publications

11.9K

Citations

1.1K

Authors

524

Institutions

Publications per year

2017–2026

206

Parents

Publications

236

Machine learning applications for building structural design and performance assessment: State-of-the-art review

Han Sun, Henry V. Burton, Honglan Huang · Journal of Building Engineering · 2020 · 532 citations

, , +17

How to Read Articles That Use Machine Learning

Yun Liu, Po-Hsuan Cameron Chen, Jonathan Krause et al. · JAMA · 2019 · 517 citations

, , +15

The State of the Art of Data Science and Engineering in Structural Health Monitoring

Yuequan Bao, Zhicheng Chen, Shiyin Wei et al. · Engineering · 2019 · 459 citations · Full text

, , +17

A novel unsupervised deep learning model for global and local health condition assessment of structures

Mohammad Hossein Rafiei, Hojjat Adeli · Engineering Structures · 2017 · 399 citations

, , +13

Application of machine learning to construction injury prediction

Antoine J.‐P. Tixier, Matthew R. Hallowell, Balaji Rajagopalan et al. · Automation in Construction · 2016 · 341 citations · Full text

, , +14

1–5 of 236

Authors

1.1K

  1. DJ
    Diane J. Cook

    Washington State University, United States

    3 publications · 221 citations

    3

    h-index

  2. JK
    Joseph Krajcik

    University of Michigan, United States

    3 publications · 144 citations

    3

    h-index

  3. SM
    Sujith Mangalathu

    Hanyang University, South Korea

    3 publications · 227 citations

    3

    h-index

  4. KY
    Ka‐Veng Yuen

    University of Macau, Macao SAR China

    3 publications · 120 citations

    3

    h-index

  5. HS
    Hadi Salehi

    Michigan State University, United States

    3 publications · 93 citations

    3

    h-index

1–5 of 1.1K

Institutions

524

  1. Michigan State University

    East Lansing, United States

    6 h-index

    15 publications

    697 citations

  2. Southeast University

    Nanjing, China

    5 h-index

    7 publications

    276 citations

  3. Tongji University

    Shanghai, China

    4 h-index

    8 publications

    199 citations

  4. Universidade do Porto

    Porto, Portugal

    4 h-index

    15 publications

    527 citations

  5. Chongqing University

    Chongqing, China

    3 h-index

    9 publications

    180 citations

  6. University College Dublin

    Dublin, Ireland

    3 h-index

    4 publications

    392 citations

  7. Xi'an Jiaotong University

    Xi'an, China

    3 h-index

    5 publications

    151 citations

  8. University of Macau

    Macao, Macao

    3 h-index

    4 publications

    140 citations

1–8 of 524

Venues

  1. Sensors

    11 publications · 301 citations

    10

    h-index

  2. IEEE Access

    9 publications · 380 citations

    9

    h-index

  3. Structural Health Monitoring

    SHM · 7 publications · 165 citations

    7

    h-index

  4. Scientific Reports

    6 publications · 314 citations

    6

    h-index

  5. Applied Sciences

    5 publications · 147 citations

    5

    h-index

1–5