Concepedia

Machine Learning-based Localization

Machine Learning-Based Localization is a machine learning-driven approach to estimating the physical position of Internet of Things (IoT) devices by leveraging data-driven models to infer location from sensor or signal measurements, distinguished from conventional geometric or probabilistic methods by its reliance on learned patterns from training data.

506

Publications

21.2K

Citations

1.7K

Authors

600

Institutions

Publications per year

2017–2026

393

Parents

Publications

506

NLOS identification and mitigation for localization based on UWB experimental data

Stefano Maranò, Wesley M. Gifford, Henk Wymeersch et al. · IEEE Journal on Selected Areas in Communications · 2010 · 659 citations

, , +16

Application of Machine Learning in Wireless Networks: Key Techniques and Open Issues

Yaohua Sun, Mugen Peng, Yangcheng Zhou et al. · IEEE Communications Surveys & Tutorials · 2019 · 656 citations

, , +14

Convergent Communication, Sensing and Localization in 6G Systems: An Overview of Technologies, Opportunities and Challenges

César Thadeo de Lima, Didier Belot, Rafael Berkvens et al. · IEEE Access · 2021 · 493 citations · Full text

, , +16

A Machine Learning Approach to Ranging Error Mitigation for UWB Localization

Henk Wymeersch, Stefano Maranò, Wesley M. Gifford et al. · IEEE Transactions on Communications · 2012 · 353 citations · Full text

, , +16

A Survey of Machine Learning for Indoor Positioning

Ahasanun Nessa, Bhagawat Adhikari, Fatima Hussain et al. · IEEE Access · 2020 · 258 citations · Full text

, , +12

1–5 of 506

Authors

1.7K

  1. WX
    Wendong Xiao

    University of Science and Technology Beijing, China

    7 publications · 311 citations

    8

    h-index

  2. HZ
    Han Zou

    Nanyang Technological University, Singapore

    7 publications · 516 citations

    7

    h-index

  3. JY
    Jaehyun Yoo

    Seoul National University, South Korea

    6 publications · 214 citations

    7

    h-index

  4. QY
    Qiang Yang

    Hong Kong University of Science and Technology, Hong Kong SAR China

    7 publications · 576 citations

    7

    h-index

  5. LX
    Lihua Xie

    Nanyang Technological University, Singapore

    6 publications · 416 citations

    6

    h-index

1–5 of 1.7K

Institutions

600

  1. Nanyang Technological University

    Singapore, Singapore

    14 h-index

    35 publications

    2.2K citations

  2. University of Science and Technology Beijing

    Beijing, China

    10 h-index

    21 publications

    747 citations

  3. National Yang Ming Chiao Tung University

    Hsinchu, Taiwan

    9 h-index

    22 publications

    804 citations

  4. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    7 h-index

    21 publications

    1.7K citations

  5. Wuhan University

    Wuhan, China

    7 h-index

    20 publications

    1.5K citations

  6. Seoul National University

    Seoul, South Korea

    7 h-index

    19 publications

    763 citations

  7. Chinese Academy of Sciences

    Beijing, China

    7 h-index

    14 publications

    370 citations

  8. Nanjing University of Posts and Telecommunications

    Nanjing, China

    7 h-index

    22 publications

    660 citations

1–8 of 600

Venues

  1. IEEE Access

    27 publications · 2K citations

    24

    h-index

  2. Sensors

    27 publications · 1.2K citations

    19

    h-index

  3. IEEE Sensors Journal

    18 publications · 687 citations

    17

    h-index

  4. IEEE Internet of Things Journal

    13 publications · 523 citations

    12

    h-index

  5. IEEE Communications Letters

    9 publications · 437 citations

    10

    h-index

1–5