Concepedia

Data-driven Occupant Behavior Models

Data-Driven Occupant Behavior Model is a computational modeling approach that belongs to the class of occupant behavior models and is distinguished by its reliance on empirical data to infer behavioral patterns, typically through statistical or machine learning methods, without requiring explicit a priori assumptions about human decision-making processes.

17

Publications

634

Citations

91

Authors

42

Institutions

Publications per year

2017–2026

10

Parents

Publications

17

A preliminary research on the derivation of typical occupant behavior based on large-scale questionnaire surveys

Xiaohang Feng, Da Yan, Chuang Wang et al. · Energy and Buildings · 2015 · 117 citations

, , +14

Review of current methods, opportunities, and challenges for in-situ monitoring to support occupant modelling in office spaces

Sara Gilani, William O’Brien · Journal of Building Performance Simulation · 2016 · 82 citations

, , +17

Real data-driven occupant-behavior optimization for reduced energy consumption and improved comfort

Kadir Amasyali, Nora El-Gohary · Applied Energy · 2021 · 65 citations

, , +14

UBEM's archetypes improvement via data-driven occupant-related schedules randomly distributed and their impact assessment

Martina Ferrando, Sibilla Ferroni, Martina Pelle et al. · Sustainable Cities and Society · 2022 · 56 citations · Full text

, , +15

Hidden Markov Models for indirect classification of occupant behaviour

Jon A. R. Liisberg, Jan Kloppenborg Møller, H. Bloem et al. · Sustainable Cities and Society · 2016 · 40 citations · Full text

, , +15

1–5 of 17

Authors

91

  1. DY
    Da Yan

    Tsinghua University, China

    2 publications · 156 citations

    2

    h-index

  2. NS
    Nikhil Singh Yaduvanshi

    Concordia University, Canada

    1 publications · 14 citations

    1

    h-index

  3. ER
    Edwin R. Galea

    University of Greenwich, United Kingdom

    1 publications · 15 citations

    1

    h-index

  4. SC
    Salvatore Carlucci

    Norwegian University of Science and Technology, Norway

    1 publications · 39 citations

    1

    h-index

  5. ZL
    Zhiwen Luo

    Huashan Hospital, China

    1 publications · 24 citations

    1

    h-index

1–5 of 91

Institutions

42

  1. Concordia University

    Montreal, Canada

    2 h-index

    2 publications

    53 citations

  2. Pacific Northwest National Laboratory

    Richland, United States

    2 h-index

    5 publications

    143 citations

  3. Universidade Federal de Santa Catarina

    Florianópolis, Brazil

    2 h-index

    2 publications

    53 citations

  4. Carleton University

    Ottawa, Canada

    2 h-index

    3 publications

    178 citations

  5. RWTH Aachen University

    Aachen, Germany

    2 h-index

    5 publications

    120 citations

  6. Oak Ridge National Laboratory

    Oak Ridge, United States

    2 h-index

    5 publications

    161 citations

  7. The University of Texas at Austin

    Austin, United States

    1 h-index

    1 publications

    14 citations

  8. Dalian University of Technology

    Dalian, China

    1 h-index

    2 publications

    48 citations

1–8 of 42

Venues

  1. Energy and Buildings

    3 publications · 147 citations

    3

    h-index

  2. Energy

    2 publications · 50 citations

    2

    h-index

  3. Sustainable Cities and Society

    2 publications · 96 citations

    2

    h-index

  4. Journal of Building Performance Simulation

    1 publications · 82 citations

    1

    h-index

  5. Renewable and Sustainable Energy Reviews

    1 publications · 33 citations

    1

    h-index

1–5