Concepedia

Optimization-aware Generation

Optimization-Aware Generation is a computational synthesis methodology that integrates optimization objectives and constraints directly into the generative process to ensure that generated artifacts are inherently aligned with performance, efficiency, or quality criteria defined by the optimization framework.

12

Publications

742

Citations

39

Authors

20

Institutions

Publications per year

2017–2026

8

Parents

Publications

12

Programming by optimization

Holger H. Hoos · Communications of the ACM · 2012 · 226 citations · Full text

, , +11

Automatic generation of finite-element code by simultaneous optimization of expressions

Jože Korelc · Theoretical Computer Science · 1997 · 121 citations

, , +13

On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey

Lin Long, Rui Wang, Ruixuan Xiao et al. · 2024 · 79 citations · Full text

, , +11

Microstructure optimization with constrained design objectives using machine learning-based feedback-aware data-generation

Arindam Paul, Wei‐keng Liao, Alok Choudhary et al. · Computational Materials Science · 2019 · 48 citations · Full text

, , +16

Co-optimization generation and transmission planning for maximizing large-scale solar PV integration

Mohana Alanazi, Mohsen Mahoor, Amin Khodaei · International Journal of Electrical Power & Energy Systems · 2019 · 45 citations

, , +15

1–5 of 12

Authors

39

  1. AK
    Amin Khodaei

    University of Denver, United States

    1 publications · 45 citations

    1

    h-index

  2. LX
    Lei Xi

    China Three Gorges University, China

    1 publications · 41 citations

    1

    h-index

  3. JK
    Jože Korelc

    University of Ljubljana, Slovenia

    1 publications · 121 citations

    1

    h-index

  4. ML
    Matthijs Langelaar

    Delft University of Technology, Netherlands

    1 publications · 43 citations

    1

    h-index

  5. WL
    Wei‐keng Liao

    Northwestern University, United States

    1 publications · 48 citations

    1

    h-index

1–5 of 39

Institutions

20

  1. Norwegian University of Science and Technology

    Trondheim, Norway

    1 h-index

    1 publications

    43 citations

  2. National University of Singapore

    Singapore, Singapore

    1 h-index

    1 publications

    37 citations

  3. University of Denver

    Denver, United States

    1 h-index

    2 publications

    90 citations

  4. China Three Gorges University

    Yichang, China

    1 h-index

    4 publications

    164 citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    1 h-index

    2 publications

    72 citations

  6. Tianjin University

    Tianjin, China

    1 h-index

    1 publications

    41 citations

  7. The University of Melbourne

    Melbourne, Australia

    1 h-index

    2 publications

    28 citations

  8. Northwestern University

    Evanston, United States

    1 h-index

    4 publications

    192 citations

1–8 of 20

Venues

  1. Communications of the ACM

    1 publications · 226 citations

    1

    h-index

  2. Theoretical Computer Science

    1 publications · 121 citations

    1

    h-index

  3. CSEE Journal of Power and Energy Systems

    1 publications · 41 citations

    1

    h-index

  4. Mathematical Programming Computation

    1 publications · 14 citations

    1

    h-index

  5. Computers & Structures

    1 publications · 43 citations

    1

    h-index

1–5