Concepedia

Design Representation Learning

Design Representation Learning is a computational framework in Evolutionary Product Design that systematically acquires and encodes latent design knowledge from product data through algorithmic models, distinguishing itself by enabling automated, data-driven generalization of design principles for generative innovation.

154

Publications

6.8K

Citations

430

Authors

173

Institutions

Publications per year

2017–2026

99

Parents

Publications

154

De novo composite design based on machine learning algorithm

Grace X. Gu, Chun‐Teh Chen, Markus J. Buehler · Extreme Mechanics Letters · 2017 · 459 citations

, , +10

Perceptron Learning in Engineering Design

Hojjat Adeli, Chung‐Hsing Yeh · Computer-Aided Civil and Infrastructure Engineering · 1989 · 248 citations

, , +12

On learning-based methods for design-space exploration with high-level synthesis

Hung‐Yi Liu, Luca P. Carloni · 2013 · 186 citations

, , +8

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

A Machine Learning-Based Design Representation Method for Designing Heterogeneous Microstructures

Hongyi Xu, Ruoqian Liu, Alok Choudhary et al. · Journal of Mechanical Design · 2015 · 139 citations

, , +16

1–5 of 154

Authors

430

  1. AB
    Alex Burnap

    University of Michigan, United States

    5 publications · 173 citations

    5

    h-index

  2. CM
    Christopher McComb

    Carnegie Mellon University, United States

    5 publications · 167 citations

    5

    h-index

  3. JC
    Jonathan Cagan

    Carnegie Mellon University, United States

    4 publications · 144 citations

    4

    h-index

  4. PY
    Panos Y. Papalambros

    University of Michigan, United States

    4 publications · 149 citations

    4

    h-index

  5. AR
    Ayush Raina

    Carnegie Mellon University, United States

    4 publications · 144 citations

    4

    h-index

1–5 of 430

Institutions

173

  1. Carnegie Mellon University

    Pittsburgh, United States

    10 h-index

    22 publications

    680 citations

  2. Massachusetts Institute of Technology

    Cambridge, United States

    10 h-index

    20 publications

    2.2K citations

  3. Pennsylvania State University

    State College, United States

    6 h-index

    12 publications

    391 citations

  4. Zhejiang University

    Hangzhou, China

    5 h-index

    11 publications

    453 citations

  5. Northwestern University

    Evanston, United States

    4 h-index

    11 publications

    829 citations

  6. Georgia Institute of Technology

    Atlanta, United States

    4 h-index

    9 publications

    257 citations

  7. University of Michigan

    Ann Arbor, United States

    4 h-index

    18 publications

    792 citations

  8. Honda (Germany)

    Frankfurt am Main, Germany

    4 h-index

    12 publications

    300 citations

1–8 of 173

Venues

  1. Journal of Mechanical Design

    13 publications · 613 citations

    13

    h-index

  2. Advanced Engineering Informatics

    7 publications · 211 citations

    7

    h-index

  3. Computer-Aided Civil and Infrastructure Engineering

    CACAIE · 4 publications · 290 citations

    4

    h-index

  4. Artificial Intelligence in Engineering

    4 publications · 174 citations

    4

    h-index

  5. International Journal of Architectural Computing

    IJAC · 3 publications · 135 citations

    3

    h-index

1–5