Concepedia

Deep Learning-based Estimation

Deep Learning-Based Estimation is a deep learning-driven methodological framework within state of charge estimation that leverages hierarchically structured neural networks to automatically extract complex electrochemical discharge patterns and map voltage, current, temperature, and impedance features to battery state of charge with minimal reliance on empirical modeling or hand-crafted feature engineering.

456

Publications

28.3K

Citations

1.8K

Authors

655

Institutions

Publications per year

2017–2026

454

Parents

Publications

456

Power of Deep Learning for Channel Estimation and Signal Detection in OFDM Systems

Hao Ye, Geoffrey Ye Li, Biing‐Hwang Juang · IEEE Wireless Communications Letters · 2017 · 2K citations

, , +15

State-of-charge estimation of Li-ion batteries using deep neural networks: A machine learning approach

Ephrem Chemali, Phillip J. Kollmeyer, Matthias Preindl et al. · Journal of Power Sources · 2018 · 791 citations

, , +17

Fast animal pose estimation using deep neural networks

Talmo Pereira, Diego Aldarondo, Lindsay Willmore et al. · Nature Methods · 2018 · 721 citations · Full text

, , +16

A survey on deep learning methods for power load and renewable energy forecasting in smart microgrids

Sheraz Aslam, Herodotos Herodotou, Syed Muhammad Mohsin et al. · Renewable and Sustainable Energy Reviews · 2021 · 615 citations · Full text

, , +16

Deep convolutional neural networks with ensemble learning and transfer learning for capacity estimation of lithium-ion batteries

Sheng Shen, Mohammadkazem Sadoughi, Meng Li et al. · Applied Energy · 2019 · 520 citations

, , +17

1–5 of 456

Authors

1.8K

  1. MS
    Molla Shahadat Hossain Lipu

    National University of Malaysia, Malaysia

    9 publications · 1.1K citations

    9

    h-index

  2. MA
    M. A. Hannan

    National University of Malaysia, Malaysia

    8 publications · 1K citations

    8

    h-index

  3. KM
    Kashem M. Muttaqi

    University of Wollongong, Australia

    7 publications · 819 citations

    7

    h-index

  4. PJ
    Pin Jern Ker

    Universiti Tenaga Nasional, Malaysia

    7 publications · 868 citations

    7

    h-index

  5. DN
    D. N. T. How

    Universiti Tenaga Nasional, Malaysia

    6 publications · 555 citations

    6

    h-index

1–5 of 1.8K

Institutions

655

  1. Beijing Institute of Technology

    Beijing, China

    14 h-index

    44 publications

    5.2K citations

  2. Tsinghua University

    Beijing, China

    11 h-index

    29 publications

    2.4K citations

  3. University of Wollongong

    Wollongong, Australia

    11 h-index

    16 publications

    2.2K citations

  4. Zhejiang University

    Hangzhou, China

    11 h-index

    27 publications

    845 citations

  5. Beihang University

    Beijing, China

    10 h-index

    35 publications

    3.1K citations

  6. Xi'an Jiaotong University

    Xi'an, China

    9 h-index

    26 publications

    1.1K citations

  7. Georgia Institute of Technology

    Atlanta, United States

    7 h-index

    16 publications

    6.8K citations

  8. National University of Malaysia

    Bangi, Malaysia

    7 h-index

    9 publications

    1.2K citations

1–8 of 655

Venues

  1. Energy

    32 publications · 2.5K citations

    25

    h-index

  2. Journal of Energy Storage

    30 publications · 2.5K citations

    24

    h-index

  3. Applied Energy

    15 publications · 2K citations

    14

    h-index

  4. IEEE Access

    16 publications · 1.1K citations

    14

    h-index

  5. arXiv (Cornell University)

    Repository · 13 publications · 632 citations

    11

    h-index

1–5