Concepedia

Neural Design Generation

Neural Design Generation is a computational design methodology that leverages neural network architectures to autonomously synthesize artifacts, systems, or forms by learning and generating within high-dimensional design spaces, thereby distinguishing it from rule-based or manual design processes through its reliance on data-driven, learned representations.

16

Publications

522

Citations

57

Authors

27

Institutions

Publications per year

2017–2026

10

Parents

Publications

16

Principles of neural design

Choice Reviews Online · 2016 · 223 citations

, , +4

Building-GAN: Graph-Conditioned Architectural Volumetric Design Generation

Kai-Hung Chang, Chin-Yi Cheng, Jieliang Luo et al. · 2021 IEEE/CVF International Conference on Computer Vision (ICCV) · 2021 · 48 citations

, , +13

Neural representations for the generation of inventive conceptions inspired by adaptive feature optimization of biological species

Hao Zhang, Jia Liu, Qinglin Zhang · Cortex · 2013 · 40 citations

, , +16

On GANs, NLP and Architecture: Combining Human and Machine Intelligences for the Generation and Evaluation of Meaningful Designs

Jeffrey Huang, Mikhael Johanes, Frederick Chando Kim et al. · Technology|Architecture + Design · 2021 · 38 citations · Full text

, , +12

Encapsulation of air vessel design in a neural network

Joaquín Izquierdo, P. A. López, Fernando Martínez · Applied Mathematical Modelling · 2005 · 25 citations

, , +13

1–5 of 16

Authors

57

  1. GT
    G. T. Barkema

    Utrecht University, Netherlands

    1 publications · 13 citations

    1

    h-index

  2. HZ
    Hao Zhang

    Southwest University, China

    1 publications · 40 citations

    1

    h-index

  3. WQ
    Weiyi Qi

    Shanghai Institute of Materia Medica, China

    1 publications · 24 citations

    1

    h-index

  4. AM
    Ali Mohammad

    Aligarh Muslim University, India

    1 publications · 10 citations

    1

    h-index

  5. ZZ
    Zhen Zhang

    University of Chinese Academy of Sciences, China

    1 publications · 10 citations

    1

    h-index

1–5 of 57

Institutions

27

  1. Cadence Design Systems (United States)

    San Jose, United States

    1 h-index

    3 publications

    72 citations

  2. Universitat Politècnica de València

    Valencia, Spain

    1 h-index

    4 publications

    100 citations

  3. University of Kent

    Canterbury, United Kingdom

    1 h-index

    1 publications

    10 citations

  4. Indian Institute of Technology Kharagpur

    Kharagpur, India

    1 h-index

    1 publications

    14 citations

  5. University of North Carolina at Charlotte

    Charlotte, United States

    1 h-index

    3 publications

    30 citations

  6. Zhejiang University

    Hangzhou, China

    1 h-index

    2 publications

    20 citations

  7. Beijing Normal University

    Beijing, China

    1 h-index

    1 publications

    40 citations

  8. National Research Council Canada

    Ottawa, Canada

    1 h-index

    2 publications

    28 citations

1–8 of 27

Venues

  1. Technology|Architecture + Design

    TAD · 1 publications · 38 citations

    1

    h-index

  2. Biomedical Signal Processing and Control

    1 publications · 14 citations

    1

    h-index

  3. Network Computation in Neural Systems

    1 publications · 13 citations

    1

    h-index

  4. Neurocomputing

    1 publications · 10 citations

    1

    h-index

  5. 1

    h-index

1–5