Concepedia

Data-driven Design Tools

Data-Driven Design Tools is a systematic framework within interactive design methodologies that integrates empirical data, analytics, and user-generated insights as primary inputs to inform, guide, and automate design decisions, thereby distinguishing itself from traditional approaches through its reliance on quantifiable evidence and iterative data feedback loops.

90

Publications

4.3K

Citations

361

Authors

142

Institutions

Publications per year

2017–2026

52

Parents

Publications

90

A Big Data Architecture Design for Smart Grids Based on Random Matrix Theory

Xing He, Qian Ai, Robert C. Qiu et al. · IEEE Transactions on Smart Grid · 2015 · 326 citations · Full text

, , +16

Subspace method aided data-driven design of fault detection and isolation systems

Steven X. Ding, Ping Zhang, Amol S. Naik et al. · Journal of Process Control · 2009 · 312 citations

, , +17

From CAD to virtual reality: modelling approaches, data exchange and interactive 3D building design tools

Jennifer Whyte, N.M. Bouchlaghem, Anthony Thorpe et al. · Automation in Construction · 2000 · 191 citations · Full text

, , +17

Grounding Interactive Machine Learning Tool Design in How Non-Experts Actually Build Models

Qian Yang, Jina Suh, Nan-Chen Chen et al. · 2018 · 154 citations

, , +8

Webzeitgeist

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

, , +15

1–5 of 90

Authors

361

  1. SX
    Steven X. Ding

    University of Duisburg-Essen, Germany

    3 publications · 431 citations

    3

    h-index

  2. KL
    Kristin L. Wood

    Singapore University of Technology and Design, Singapore

    2 publications · 105 citations

    2

    h-index

  3. CF
    Chih-Min Fan

    Taiwan Semiconductor Manufacturing Company (Taiwan), Taiwan

    2 publications · 25 citations

    2

    h-index

  4. BH
    Biao Huang

    University of Alberta, Canada

    2 publications · 340 citations

    2

    h-index

  5. ED
    E.L. Ding

    University of Applied Sciences for Public Administration and Management, Germany

    2 publications · 347 citations

    2

    h-index

1–5 of 361

Institutions

142

  1. Carnegie Mellon University

    Pittsburgh, United States

    6 h-index

    24 publications

    1K citations

  2. National Tsing Hua University

    Hsinchu, Taiwan

    4 h-index

    9 publications

    650 citations

  3. University of Duisburg-Essen

    Essen, Germany

    4 h-index

    8 publications

    883 citations

  4. University of Washington

    Seattle, United States

    4 h-index

    19 publications

    552 citations

  5. Politecnico di Milano

    Milan, Italy

    3 h-index

    8 publications

    641 citations

  6. Microsoft (United States)

    Redmond, United States

    3 h-index

    5 publications

    511 citations

  7. University of Alberta

    Edmonton, Canada

    3 h-index

    3 publications

    397 citations

  8. University of Science and Technology Beijing

    Beijing, China

    3 h-index

    7 publications

    258 citations

1–8 of 142

Venues

  1. IFAC Proceedings Volumes

    2 publications · 49 citations

    2

    h-index

  2. Automatica

    2 publications · 119 citations

    2

    h-index

  3. Computers & Industrial Engineering

    2 publications · 167 citations

    2

    h-index

  4. Journal of Mechanical Design

    2 publications · 111 citations

    2

    h-index

  5. Automation in Construction

    2 publications · 205 citations

    2

    h-index

1–5