Concepedia

Feature Engineering For Sensor Data

Feature Engineering for Sensor Data is a domain-specific methodology within the broader field of feature engineering that systematically transforms raw sensor measurements into discriminatory and informative representations through signal processing, statistical analysis, and domain knowledge to enhance the performance of machine learning models in sensing applications.

53

Publications

2.6K

Citations

202

Authors

99

Institutions

Publications per year

2017–2026

32

Parents

Publications

53

Feature selection and analysis on correlated gas sensor data with recursive feature elimination

Ke Yan, David Zhang · Sensors and Actuators B Chemical · 2015 · 521 citations

, , +16

Indoor navigation using a diverse set of cheap, wearable sensors

Andrew R. Golding, Neal Lesh · 2003 · 147 citations

, , +16

Remaining Useful Life Prediction With Partial Sensor Malfunctions Using Deep Adversarial Networks

Xiang Li, Yixiao Xu, Naipeng Li et al. · IEEE/CAA Journal of Automatica Sinica · 2022 · 134 citations

, , +14

Multi-Step Data Prediction in Wireless Sensor Networks Based on One-Dimensional CNN and Bidirectional LSTM

Hongju Cheng, Zhe Xie, Yushi Shi et al. · IEEE Access · 2019 · 130 citations · Full text

, , +16

Deep quality-related feature extraction for soft sensing modeling: A deep learning approach with hybrid VW-SAE

Xiaofeng Yuan, Chen Ou, Yalin Wang et al. · Neurocomputing · 2019 · 123 citations

, , +13

1–5 of 53

Authors

202

  1. ZX
    Zhe Xie

    Tsinghua University, China

    2 publications · 214 citations

    2

    h-index

  2. HC
    Hongju Cheng

    Fuzhou University, China

    2 publications · 214 citations

    2

    h-index

  3. XL
    Xiang Li

    Xi'an Jiaotong University, China

    2 publications · 163 citations

    2

    h-index

  4. ZC
    Zhenghua Chen

    Agency for Science, Technology and Research, Singapore

    2 publications · 172 citations

    2

    h-index

  5. TB
    Tobias Baur

    Saarland University, Germany

    1 publications · 26 citations

    1

    h-index

1–5 of 202

Institutions

99

  1. University of California, Berkeley

    Berkeley, United States

    2 h-index

    3 publications

    135 citations

  2. Ministry of Education of the People's Republic of China

    Beijing, China

    2 h-index

    2 publications

    214 citations

  3. University of Michigan

    Ann Arbor, United States

    2 h-index

    5 publications

    89 citations

  4. Nanyang Technological University

    Singapore, Singapore

    2 h-index

    8 publications

    554 citations

  5. Fuzhou University

    Fuzhou, China

    2 h-index

    6 publications

    596 citations

  6. Tianjin University

    Tianjin, China

    2 h-index

    6 publications

    114 citations

  7. Saarland University

    Saarbrücken, Germany

    1 h-index

    3 publications

    78 citations

  8. University of Twente

    Enschede, The Netherlands

    1 h-index

    1 publications

    32 citations

1–8 of 99

Venues

  1. IEEE Sensors Journal

    3 publications · 81 citations

    3

    h-index

  2. IEEE Internet of Things Journal

    2 publications · 153 citations

    2

    h-index

  3. Sensors and Actuators B Chemical

    2 publications · 558 citations

    2

    h-index

  4. 2

    h-index

  5. Sensors

    2 publications · 99 citations

    2

    h-index

1–5