Concepedia

Machine Learning-based Ocean Forecasting

Machine Learning-Based Ocean Forecasting is a computational forecasting approach that employs machine learning algorithms to model and predict oceanic states by learning patterns from observational and numerical data, distinguishing it from traditional physics-based ocean forecasting methods.

127

Publications

6.1K

Citations

487

Authors

213

Institutions

Publications per year

2017–2026

100

Parents

Publications

127

Neural network and genetic programming for modelling coastal algal blooms

Nitin Muttil, Kwok‐wing Chau · International Journal of Environment and Pollution · 2006 · 348 citations

, , +17

Purely satellite data–driven deep learning forecast of complicated tropical instability waves

Gang Zheng, Xiaofeng Li, Rong‐Hua Zhang et al. · Science Advances · 2020 · 271 citations · Full text

, , +17

Back-Propagation Neural Network in Tidal-Level Forecasting

Ching‐Piao Tsai, Tsong-Lin Lee · Journal of Waterway Port Coastal and Ocean Engineering · 1999 · 169 citations

, , +17

Application of neural networks and support vector machine for significant wave height prediction

Jadran Berbić, Eva Ocvirk, Dalibor Carević et al. · Oceanologia · 2017 · 168 citations · Full text

, , +17

An optimized XGBoost-based machine learning method for predicting wave run-up on a sloping beach

Dede Tarwidi, Sri Redjeki Pudjaprasetya, Didit Adytia et al. · MethodsX · 2023 · 161 citations · Full text

, , +16

1–5 of 127

Authors

487

  1. FO
    Fearghal O’Donncha

    IBM Research - Ireland, Ireland

    3 publications · 121 citations

    3

    h-index

  2. DM
    Dina Makarynska

    Curtin University, Australia

    3 publications · 239 citations

    3

    h-index

  3. OM
    Oleg Makarynskyy

    University of Tabriz, Iran

    3 publications · 239 citations

    3

    h-index

  4. SJ
    Scott James

    Baylor University, United States

    3 publications · 121 citations

    3

    h-index

  5. YZ
    Yushan Zhang

    University of Notre Dame, United States

    3 publications · 121 citations

    3

    h-index

1–5 of 487

Institutions

213

  1. China University of Petroleum, East China

    Qingdao, China

    6 h-index

    16 publications

    701 citations

  2. Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou)

    Guangzhou, China

    5 h-index

    9 publications

    554 citations

  3. Ocean University of China

    Qingdao, China

    5 h-index

    22 publications

    767 citations

  4. Ministry of Natural Resources

    Beijing, China

    5 h-index

    9 publications

    655 citations

  5. Zhejiang Ocean University

    Zhoushan, China

    5 h-index

    15 publications

    603 citations

  6. National University of Defense Technology

    Changsha, China

    4 h-index

    14 publications

    489 citations

  7. Nanjing University of Information Science and Technology

    Nanjing, China

    4 h-index

    15 publications

    1K citations

  8. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    10 publications

    932 citations

1–8 of 213

Venues

  1. Ocean Engineering

    9 publications · 329 citations

    9

    h-index

  2. Journal of Marine Science and Engineering

    8 publications · 283 citations

    8

    h-index

  3. IEEE Access

    6 publications · 111 citations

    6

    h-index

  4. Water

    4 publications · 175 citations

    4

    h-index

  5. Remote Sensing

    4 publications · 162 citations

    4

    h-index

1–5