Concepedia

Time-series Feature Aggregation

Time-Series Feature Aggregation is a feature engineering method that systematically summarizes sequential observations from temporal data into fixed-length, interpretable features by applying statistical or domain-specific transformations over defined time intervals.

4

Publications

109

Citations

11

Authors

8

Institutions

Publications per year

2017–2026

2

Parents

Publications

4

Condition monitoring of wind turbines based on spatial-temporal feature aggregation networks

Jun Zhan, Chengkun Wu, Canqun Yang et al. · Renewable Energy · 2022 · 32 citations

, , +15

Fast Recognition of Anticipation-Related Potentials

Ricardo Chavarriaga, José del R. Millán · IEEE Transactions on Biomedical Engineering · 2008 · 31 citations · Full text

, , +16

Feature selection for energy system modeling: Identification of relevant time series information

Inga M. Müller · Energy and AI · 2021 · 30 citations · Full text

, , +16

Template-based Feature Aggregation Network for industrial anomaly detection

Wei Luo, Haiming Yao, Wenyong Yu · Engineering Applications of Artificial Intelligence · 2024 · 19 citations

, , +14

Condition monitoring of wind turbine based on a novel spatio-temporal feature aggregation network integrated with adaptive threshold interval

Lixiao Cao, Jie Zhang, Qian Zheng et al. · Advanced Engineering Informatics · 2024 · 17 citations

, , +16

1–5 of 4

Authors

11

  1. IM
    Inga M. Müller

    Technical University of Munich, Germany

    1 publications · 30 citations

    1

    h-index

  2. JD
    José del R. Millán

    École Polytechnique Fédérale de Lausanne, Switzerland

    1 publications · 31 citations

    1

    h-index

  3. XM
    Xiandong Ma

    Lancaster University, United Kingdom

    1 publications · 32 citations

    1

    h-index

  4. QM
    Qiucheng Miao

    National University of Defense Technology, China

    1 publications · 32 citations

    1

    h-index

  5. RC
    Ricardo Chavarriaga

    École Polytechnique Fédérale de Lausanne, Switzerland

    1 publications · 31 citations

    1

    h-index

1–5 of 11

Institutions

8

  1. Goldwind (China)

    Ürümqi, China

    1 h-index

    1 publications

    32 citations

  2. National Supercomputing Center of Tianjin

    Tianjin, China

    1 h-index

    1 publications

    32 citations

  3. University of Wollongong

    Wollongong, Australia

    1 h-index

    2 publications

    32 citations

  4. Idiap Research Institute

    Martigny-Combe, Switzerland

    1 h-index

    3 publications

    93 citations

  5. National University of Defense Technology

    Changsha, China

    1 h-index

    3 publications

    96 citations

  6. Technical University of Munich

    Munich, Germany

    1 h-index

    1 publications

    30 citations

  7. Lancaster University

    Lancaster, United Kingdom

    1 h-index

    1 publications

    32 citations

  8. École Polytechnique Fédérale de Lausanne

    Lausanne, Switzerland

    1 h-index

    3 publications

    93 citations

1–8 of 8

Venues

  1. Energy and AI

    1 publications · 30 citations

    1

    h-index

  2. Computers & Electrical Engineering

    1 publications · 16 citations

    1

    h-index

  3. Renewable Energy

    1 publications · 32 citations

    1

    h-index

  4. IEEE Transactions on Biomedical Engineering

    1 publications · 31 citations

    1

    h-index

  5. The Journal of Open Source Software

    JOSS · 1 publications · 11 citations

1–5