Concepedia

Load Decomposition

Load Decomposition is a methodological framework in load forecasting that partitions aggregate energy consumption signals into constituent components attributable to distinct end-use devices, behaviors, or temporal patterns, enabling granular analysis and prediction of individual load profiles from meter-level data.

183

Publications

11.4K

Citations

662

Authors

227

Institutions

Publications per year

2017–2026

120

Variants

Energy DisaggregationNilm

Parents

Publications

183

Load representation for dynamic performance analysis (of power systems)

IEEE Transactions on Power Systems · 1993 · 692 citations

, , +15

Short-Term Load Forecasting Using EMD-LSTM Neural Networks with a Xgboost Algorithm for Feature Importance Evaluation

Huiting Zheng, Jiabin Yuan, Long Chen · Energies · 2017 · 645 citations · Full text

, , +17

Sequence-to-Point Learning With Neural Networks for Non-Intrusive Load Monitoring

Chaoyun Zhang, Mingjun Zhong, Zongzuo Wang et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 521 citations · Full text

, , +17

Short-Term Load Forecasting: Similar Day-Based Wavelet Neural Networks

Ying Chen, Peter B. Luh, Che Guan et al. · IEEE Transactions on Power Systems · 2009 · 445 citations

, , +11

Non-Intrusive Load Monitoring Using Prior Models of General Appliance Types

Oliver Parson, Siddhartha Ghosh, Mark Weal et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 366 citations · Full text

, , +16

1–5 of 183

Authors

662

  1. PB
    Peter B. Luh

    University of Connecticut, United States

    4 publications · 714 citations

    4

    h-index

  2. XW
    Xin Wu

    North China Electric Power University, China

    3 publications · 68 citations

    3

    h-index

  3. CG
    Che Guan

    University of Connecticut, United States

    3 publications · 700 citations

    3

    h-index

  4. PB
    Peter B. Friedland

    University of Connecticut, United States

    3 publications · 700 citations

    3

    h-index

  5. YC
    Ying Chen

    Northwest Normal University, China

    3 publications · 483 citations

    3

    h-index

1–5 of 662

Institutions

227

  1. North China Electric Power University

    Beijing, China

    10 h-index

    31 publications

    1.1K citations

  2. Tsinghua University

    Beijing, China

    8 h-index

    25 publications

    3K citations

  3. China Electric Power Research Institute

    Beijing, China

    4 h-index

    12 publications

    455 citations

  4. Northeast Electric Power University

    Jilin City, China

    4 h-index

    6 publications

    188 citations

  5. University of Connecticut

    Storrs, United States

    4 h-index

    19 publications

    3.8K citations

  6. Huazhong University of Science and Technology

    Wuhan, China

    3 h-index

    13 publications

    1.1K citations

  7. Lawrence Berkeley National Laboratory

    Berkeley, United States

    3 h-index

    5 publications

    126 citations

  8. University of Edinburgh

    Edinburgh, United Kingdom

    3 h-index

    12 publications

    2.7K citations

1–8 of 227

Venues

  1. IEEE Transactions on Power Systems

    15 publications · 2.3K citations

    14

    h-index

  2. Energies

    11 publications · 1.1K citations

    11

    h-index

  3. IEEE Transactions on Smart Grid

    9 publications · 553 citations

    9

    h-index

  4. Applied Energy

    7 publications · 678 citations

    7

    h-index

  5. Energy

    7 publications · 613 citations

    7

    h-index

1–5