Concepedia

Machine Learning For Environmental Data

Machine Learning for Environmental Data is a computational methodology that applies machine learning techniques to the analysis, modeling, and interpretation of environmental data in order to extract meaningful patterns, make predictions, and support decision-making in environmental science.

562

Publications

30K

Citations

2.4K

Authors

1.1K

Institutions

Publications per year

2017–2026

461

Parents

Publications

562

Machine Learning: New Ideas and Tools in Environmental Science and Engineering

Shifa Zhong, Kai Zhang, Majid Bagheri et al. · Environmental Science & Technology · 2021 · 922 citations · Full text

, , +9

A machine learning method to estimate PM2.5 concentrations across China with remote sensing, meteorological and land use information

Gongbo Chen, Shanshan Li, Luke D. Knibbs et al. · The Science of The Total Environment · 2018 · 588 citations · Full text

, , +16

How can Big Data and machine learning benefit environment and water management: a survey of methods, applications, and future directions

Alexander Y. Sun, Bridget R. Scanlon · Environmental Research Letters · 2019 · 533 citations · Full text

, , +16

Data-Driven Machine Learning in Environmental Pollution: Gains and Problems

Xian Liu, Dawei Lü, Aiqian Zhang et al. · Environmental Science & Technology · 2022 · 509 citations

, , +13

A machine learning approach on the relationship among solar and wind energy production, coal consumption, GDP, and CO2 emissions

Cosimo Magazzino, Marco Mele, Nicolas Schneider · Renewable Energy · 2020 · 377 citations · Full text

, , +16

1–5 of 562

Authors

2.4K

  1. CM
    Cosimo Magazzino

    Roma Tre University, Italy

    6 publications · 888 citations

    6

    h-index

  2. KH
    Kyung Hwa Cho

    Ulsan National Institute of Science and Technology, South Korea

    6 publications · 398 citations

    6

    h-index

  3. MM
    Marco Mele

    Roma Tre University, Italy

    5 publications · 860 citations

    5

    h-index

  4. AJ
    Alex J. Cannon

    Environment and Climate Change Canada, Canada

    4 publications · 246 citations

    4

    h-index

  5. KG
    Karina Gibert

    Universitat Politècnica de Catalunya, Spain

    4 publications · 189 citations

    4

    h-index

1–5 of 2.4K

Institutions

1.1K

  1. Chinese Academy of Sciences

    Beijing, China

    18 h-index

    67 publications

    7.4K citations

  2. University of Chinese Academy of Sciences

    Beijing, China

    10 h-index

    32 publications

    2.8K citations

  3. Tsinghua University

    Beijing, China

    10 h-index

    25 publications

    1.5K citations

  4. Peking University

    Beijing, China

    9 h-index

    30 publications

    1.5K citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    8 h-index

    24 publications

    1.6K citations

  6. University of Malaya

    Kuala Lumpur, Malaysia

    7 h-index

    15 publications

    675 citations

  7. Ulsan National Institute of Science and Technology

    Ulsan, South Korea

    7 h-index

    12 publications

    607 citations

  8. Roma Tre University

    Rome, Italy

    7 h-index

    10 publications

    1.1K citations

1–8 of 1.1K

Venues

  1. The Science of The Total Environment

    19 publications · 1.7K citations

    17

    h-index

  2. Journal of Cleaner Production

    18 publications · 1K citations

    17

    h-index

  3. Environmental Science & Technology

    15 publications · 2K citations

    14

    h-index

  4. Environmental Science and Pollution Research

    ESPR · 15 publications · 683 citations

    14

    h-index

  5. Water Research

    12 publications · 1.2K citations

    12

    h-index

1–5