Concepedia

Data-driven Design Exploration

Data-Driven Design Exploration is a systematic methodology within design space exploration that leverages empirical data and analytical models to iteratively guide, inform, and refine design decisions, distinguishing itself by prioritizing data-derived insights over heuristic or simulation-based exploration.

74

Publications

3K

Citations

273

Authors

118

Institutions

Publications per year

2017–2026

58

Parents

Publications

74

A Novel Hybrid Sequential Design Strategy for Global Surrogate Modeling of Computer Experiments

Karel Crombecq, Dirk Gorissen, Dirk Deschrijver et al. · SIAM Journal on Scientific Computing · 2011 · 215 citations

, , +14

An artificial intelligence based data-driven approach for design ideation

Liuqing Chen, Pan Wang, Hao Dong et al. · Journal of Visual Communication and Image Representation · 2019 · 162 citations · Full text

, , +16

Understanding and designing magnetoelectric heterostructures guided by computation: progresses, remaining questions, and perspectives

Jia‐Mian Hu, Chun‐Gang Duan, Ce‐Wen Nan et al. · npj Computational Materials · 2017 · 143 citations · Full text

, , +15

Webzeitgeist

Ranjitha Kumar, Arvind Satyanarayan, César Torres et al. · 2013 · 136 citations

, , +15

Making Data Tangible: A Cross-disciplinary Design Space for Data Physicalization

S. Sandra Bae, Clement Zheng, Mary Etta West et al. · CHI Conference on Human Factors in Computing Systems · 2022 · 112 citations · Full text

, , +6

1–5 of 74

Authors

273

  1. KL
    Kristin L. Wood

    Singapore University of Technology and Design, Singapore

    4 publications · 264 citations

    4

    h-index

  2. JL
    Jianxi Luo

    Singapore University of Technology and Design, Singapore

    4 publications · 264 citations

    4

    h-index

  3. SS
    Serhad Sarica

    Singapore University of Technology and Design, Singapore

    2 publications · 133 citations

    2

    h-index

  4. YD
    Yvonne Dittrich

    IT University of Copenhagen, Denmark

    2 publications · 33 citations

    2

    h-index

  5. CS
    Cathrine Seidelin

    IT University of Copenhagen, Denmark

    2 publications · 33 citations

    2

    h-index

1–5 of 273

Institutions

118

  1. Singapore University of Technology and Design

    Singapore, Singapore

    5 h-index

    15 publications

    1K citations

  2. Pennsylvania State University

    State College, United States

    5 h-index

    12 publications

    546 citations

  3. Shanghai Jiao Tong University

    Shanghai, China

    4 h-index

    12 publications

    472 citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    4 h-index

    6 publications

    268 citations

  5. University of California, Berkeley

    Berkeley, United States

    3 h-index

    4 publications

    72 citations

  6. University of Washington

    Seattle, United States

    3 h-index

    8 publications

    174 citations

  7. IT University of Copenhagen

    Copenhagen, Denmark

    3 h-index

    7 publications

    125 citations

  8. Georgia Institute of Technology

    Atlanta, United States

    3 h-index

    6 publications

    190 citations

1–8 of 118

Venues

  1. Journal of Mechanical Design

    8 publications · 316 citations

    8

    h-index

  2. arXiv (Cornell University)

    Repository · 2 publications · 48 citations

    2

    h-index

  3. Computers in Industry

    2 publications · 106 citations

    2

    h-index

  4. Journal of Computational Design and Engineering

    JCDE · 2 publications · 59 citations

    2

    h-index

  5. 1

    h-index

1–5