Concepedia

Data-driven Settlement Prediction

Data-Driven Settlement Prediction is a computational modeling approach that distinguishes itself by utilizing empirical monitoring data and statistical or machine learning techniques to forecast tunnel-induced ground settlements, as opposed to relying primarily on theoretical or analytical methods.

96

Publications

6.5K

Citations

365

Authors

170

Institutions

Publications per year

2017–2026

70

Parents

Publications

96

Observational Procedure of Settlement Prediction

Akira Asaoka · SOILS AND FOUNDATIONS · 1978 · 586 citations

, , +11

Artificial neural networks for predicting the maximum surface settlement caused by EPB shield tunneling

Suchatvee Suwansawat, Herbert H. Einstein · Tunnelling and Underground Space Technology · 2005 · 320 citations

, , +9

Prediction of maximum surface settlement caused by earth pressure balance (EPB) shield tunneling with ANN methods

Renpeng Chen, Pin Zhang, Xin Kang et al. · SOILS AND FOUNDATIONS · 2019 · 271 citations · Full text

, , +14

Spatial prediction of landslides using a hybrid machine learning approach based on Random Subspace and Classification and Regression Trees

Binh Thai Pham, Indra Prakash, Dieu Tien Bui · Geomorphology · 2017 · 241 citations

, , +17

Hybrid meta-heuristic and machine learning algorithms for tunneling-induced settlement prediction: A comparative study

Pin Zhang, Huai-Na Wu, Renpeng Chen et al. · Tunnelling and Underground Space Technology · 2020 · 228 citations

, , +16

1–5 of 96

Authors

365

  1. RC
    Renpeng Chen

    Hunan University, China

    4 publications · 721 citations

    4

    h-index

  2. HH
    Hongwei Huang

    Tongji University, China

    3 publications · 125 citations

    3

    h-index

  3. DZ
    Dongming Zhang

    Tongji University, China

    3 publications · 125 citations

    3

    h-index

  4. PZ
    Pin Zhang

    Hong Kong Polytechnic University, Hong Kong SAR China

    3 publications · 696 citations

    3

    h-index

  5. HW
    Huai-Na Wu

    Hunan University, China

    3 publications · 696 citations

    3

    h-index

1–5 of 365

Institutions

170

  1. Tongji University

    Shanghai, China

    8 h-index

    23 publications

    812 citations

  2. Zhejiang University

    Hangzhou, China

    6 h-index

    14 publications

    851 citations

  3. Central South University

    Changsha, China

    5 h-index

    16 publications

    483 citations

  4. Ruhr University Bochum

    Bochum, Germany

    4 h-index

    11 publications

    356 citations

  5. Hunan University

    Changsha, China

    4 h-index

    17 publications

    3K citations

  6. Université Grenoble Alpes

    Saint-Martin-d'Hères, France

    3 h-index

    5 publications

    223 citations

  7. New York University

    New York, United States

    3 h-index

    10 publications

    458 citations

  8. Sichuan University

    Chengdu, China

    3 h-index

    7 publications

    122 citations

1–8 of 170

Venues

  1. Automation in Construction

    9 publications · 723 citations

    9

    h-index

  2. Computers and Geotechnics

    9 publications · 716 citations

    9

    h-index

  3. Tunnelling and Underground Space Technology

    8 publications · 996 citations

    8

    h-index

  4. Journal of Rock Mechanics and Geotechnical Engineering

    JRMGE · 4 publications · 442 citations

    4

    h-index

  5. Sustainability

    4 publications · 106 citations

    4

    h-index

1–5