Funded projects
Hybrid reduced- and full-space large-scale design optimization
National Science Foundation
Full title: Hybrid reduced-space and full-space architectures for large-scale design optimization
Relevant papers
- Anugrah Jo Joshy, John T. Hwang. modOpt: A modular development environment and library for optimization algorithms. Advances in Engineering Software, 2026.DOIPDF
@article{joshy2026modopt, author = {Anugrah Jo Joshy and John T. Hwang}, title = {modOpt: A modular development environment and library for optimization algorithms}, journal = {Advances in Engineering Software}, year = {2026}, volume = {213}, pages = {104084}, doi = {10.1016/j.advengsoft.2025.104084}, url = {https://doi.org/10.1016/j.advengsoft.2025.104084}, eprint = {2410.12942}, archiveprefix = {arXiv}, note = {Metadata verification: Crossref DOI} } - Ryan C. Dunn, Anugrah Jo Joshy, Jui-Te Lin, Cédric Girerd, Tania K. Morimoto, John T. Hwang. Scalable enforcement of geometric non-interference constraints for gradient-based optimization. Optimization and Engineering, 2024.DOIPDF
@article{dunn2024scalable, author = {Ryan C. Dunn and Anugrah Jo Joshy and Jui-Te Lin and Cédric Girerd and Tania K. Morimoto and John T. Hwang}, title = {Scalable enforcement of geometric non-interference constraints for gradient-based optimization}, journal = {Optimization and Engineering}, year = {2024}, volume = {25}, number = {4}, pages = {1849-1882}, doi = {10.1007/s11081-023-09864-2}, url = {https://doi.org/10.1007/s11081-023-09864-2}, note = {Metadata verification: Crossref title} } - Anugrah Jo Joshy, Ryan Dunn, Mark Sperry, Victor E. Gandarillas, John T. Hwang. An SQP algorithm based on a hybrid architecture for accelerating optimization of large-scale systems. AIAA AVIATION 2023 Forum, 2023.DOIPDF
@inproceedings{joshy2023sqp, author = {Anugrah Jo Joshy and Ryan Dunn and Mark Sperry and Victor E. Gandarillas and John T. Hwang}, title = {An SQP algorithm based on a hybrid architecture for accelerating optimization of large-scale systems}, booktitle = {AIAA AVIATION 2023 Forum}, year = {2023}, doi = {10.2514/6.2023-4263}, url = {https://doi.org/10.2514/6.2023-4263}, note = {Metadata verification: Crossref title} } - Anugrah Jo Joshy, Jiayao Yan, John T. Hwang. A hybrid architecture for large-scale system design optimization of PDE-based models. AIAA SCITECH 2022 Forum, 2022.DOIPDF
@inproceedings{joshy2022hybrid, author = {Anugrah Jo Joshy and Jiayao Yan and John T. Hwang}, title = {A hybrid architecture for large-scale system design optimization of PDE-based models}, booktitle = {AIAA SCITECH 2022 Forum}, year = {2022}, doi = {10.2514/6.2022-1614}, url = {https://doi.org/10.2514/6.2022-1614}, note = {Metadata verification: Crossref title} } - Bingran Wang, Anugrah Jo Joshy, John T. Hwang. Equality-Constrained Engineering Design Optimization Using a Novel Inexact Quasi-Newton Method. AIAA Journal, 2022.DOIPDF
@article{wang2022equality, author = {Bingran Wang and Anugrah Jo Joshy and John T. Hwang}, title = {Equality-Constrained Engineering Design Optimization Using a Novel Inexact Quasi-Newton Method}, journal = {AIAA Journal}, year = {2022}, volume = {60}, number = {11}, pages = {6157-6167}, doi = {10.2514/1.j061695}, url = {https://doi.org/10.2514/1.j061695}, note = {Metadata verification: Crossref DOI} } - Anugrah Jo Joshy, John T. Hwang. Unifying Monolithic Architectures for Large-Scale System Design Optimization. AIAA Journal, 2021.DOIPDF
@article{joshy2021unifying, author = {Anugrah Jo Joshy and John T. Hwang}, title = {Unifying Monolithic Architectures for Large-Scale System Design Optimization}, journal = {AIAA Journal}, year = {2021}, volume = {59}, number = {6}, pages = {1953-1963}, doi = {10.2514/1.j059954}, url = {https://doi.org/10.2514/1.j059954}, note = {Metadata verification: Crossref DOI} } - Bingran Wang, Anugrah Jo Joshy, John T. Hwang. An Adaptive, Inexact Gradient-based Algorithm for Multidisciplinary Design Optimization. AIAA AVIATION 2021 FORUM, 2021.DOIPDF
@inproceedings{wang2021adaptive, author = {Bingran Wang and Anugrah Jo Joshy and John T. Hwang}, title = {An Adaptive, Inexact Gradient-based Algorithm for Multidisciplinary Design Optimization}, booktitle = {AIAA AVIATION 2021 FORUM}, year = {2021}, doi = {10.2514/6.2021-3041}, url = {https://doi.org/10.2514/6.2021-3041}, note = {Metadata verification: Crossref title} } - Anugrah Jo Joshy, John T. Hwang. A new architecture for large-scale system design optimization. AIAA AVIATION 2020 FORUM, 2020.DOIPDF
@inproceedings{joshy2020new, author = {Anugrah Jo Joshy and John T. Hwang}, title = {A new architecture for large-scale system design optimization}, booktitle = {AIAA AVIATION 2020 FORUM}, year = {2020}, doi = {10.2514/6.2020-3125}, url = {https://doi.org/10.2514/6.2020-3125}, note = {Metadata verification: Crossref DOI} }
This research examines optimization architectures and numerical algorithms for coupled engineering systems. The work studies how analysis and optimization can be organized to reduce computational cost.
Research connections