Concepedia

Machine Learning Control Algorithms

Machine Learning Control Algorithms is a computational control methodology within prosthetic control systems that employs data-driven learning techniques to autonomously adapt and optimize control policies based on sensory feedback, distinguishing itself from traditional model-based or rule-driven approaches by its reliance on iterative learning from experience.

371

Publications

15.6K

Citations

1.3K

Authors

497

Institutions

Publications per year

2017–2026

266

Parents

Publications

371

Learning-Based Model Predictive Control: Toward Safe Learning in Control

Lukas Hewing, Kim P. Wabersich, Marcel Menner et al. · Annual Review of Control Robotics and Autonomous Systems · 2019 · 769 citations · Full text

, , +12

Optimization of global production scheduling with deep reinforcement learning

Bernd Waschneck, André Reichstaller, Lenz Belzner et al. · Procedia CIRP · 2018 · 356 citations · Full text

, , +16

Machine learning and computation-enabled intelligent sensor design

Zachary S. Ballard, Calvin Brown, Asad M. Madni et al. · Nature Machine Intelligence · 2021 · 238 citations

, , +14

Power Systems Stability Control: Reinforcement Learning Framework

Damien Ernst, Mevludin Glavić, Louis Wehenkel · IEEE Transactions on Power Systems · 2004 · 214 citations · Full text

, , +16

Machine Learning for Soft Robotic Sensing and Control

Keene Chin, Tess Hellebrekers, Carmel Majidi · Advanced Intelligent Systems · 2020 · 213 citations · Full text

, , +17

1–5 of 371

Authors

1.3K

  1. JP
    Jan Peters

    Technische Universität Darmstadt, Germany

    4 publications · 173 citations

    4

    h-index

  2. ZW
    Zhe Wu

    University of California, Los Angeles, United States

    4 publications · 188 citations

    4

    h-index

  3. PD
    Panagiotis D. Christofides

    University of California, Los Angeles, United States

    4 publications · 121 citations

    4

    h-index

  4. PM
    Patrick M. Pilarski

    University of Alberta, Canada

    4 publications · 133 citations

    4

    h-index

  5. NM
    Nikolai Matni

    California Institute of Technology, United States

    3 publications · 137 citations

    3

    h-index

1–5 of 1.3K

Institutions

497

  1. University of Alberta

    Edmonton, Canada

    8 h-index

    22 publications

    1.3K citations

  2. Imperial College London

    London, United Kingdom

    6 h-index

    17 publications

    527 citations

  3. Aalborg University

    Aalborg, Denmark

    6 h-index

    21 publications

    724 citations

  4. University of California, Los Angeles

    Los Angeles, United States

    5 h-index

    20 publications

    1.5K citations

  5. Eindhoven University of Technology

    Eindhoven, The Netherlands

    5 h-index

    13 publications

    623 citations

  6. RWTH Aachen University

    Aachen, Germany

    4 h-index

    14 publications

    262 citations

  7. Purdue University West Lafayette

    West Lafayette, United States

    4 h-index

    5 publications

    130 citations

  8. KTH Royal Institute of Technology

    Stockholm, Sweden

    4 h-index

    7 publications

    201 citations

1–8 of 497

Venues

  1. IEEE Access

    10 publications · 390 citations

    10

    h-index

  2. Sensors

    6 publications · 125 citations

    7

    h-index

  3. Applied Sciences

    6 publications · 198 citations

    6

    h-index

  4. IEEE Robotics and Automation Letters

    6 publications · 325 citations

    6

    h-index

  5. Computers & Chemical Engineering

    4 publications · 201 citations

    4

    h-index

1–5