Develops large-scale optimization architectures and nonlinear-programming algorithms, with open-source implementations in modOpt and OpenSQP.
Education
- PhD, Mechanical and Aerospace Engineering
UC San Diego · 2019–present - MS, Mechanical and Aerospace Engineering
UC San Diego · 2018–2019 - BTech, Mechanical Engineering
National Institute of Technology · 2016
Experience
- Engineer
Mahindra Auto Division R&D · 2016–2018
Research connections
Related to Anugrah Jo Joshy
Applications
Papers
- Anugrah Jo Joshy, Jonathan Zerez, John T. Hwang. Enhancing Robustness and Efficiency in Large-Scale System Design Optimization Using Hessian-Vector Products. ASME IDETC/CIE 2026, Houston, Aug 23–26; public domain at conference, 2026. Manuscript
@inproceedings{joshy2026enhancing, author = {Anugrah Jo Joshy and Jonathan Zerez and John T. Hwang}, title = {Enhancing Robustness and Efficiency in Large-Scale System Design Optimization Using Hessian-Vector Products}, booktitle = {ASME IDETC/CIE 2026, Houston, Aug 23–26; public domain at conference}, year = {2026} } - 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, John T. Hwang. PySLSQP: A transparent Python package for the SLSQP optimization algorithm modernized with utilities for visualization and post-processing. Journal of Open Source Software, 2024.DOI
@article{joshy2024pyslsqp, title = {PySLSQP: A transparent Python package for the SLSQP optimization algorithm modernized with utilities for visualization and post-processing}, author = {Anugrah Jo Joshy and John T. Hwang}, journal = {Journal of Open Source Software}, year = {2024}, volume = {9}, number = {103}, pages = {7246}, doi = {10.21105/joss.07246} } - Marius L. Ruh, Andrew Fletcher, Darshan Sarojini, Mark Sperry, Jiayao Yan, Luca Scotzniovsky, Sebastiaan P. van Schie, Michael Warner, Nicholas C. Orndorff, Ru Xiang, Anugrah J. Joshy, Han Zhao, Joshua Krokowski, Hyunjune Gill, Seongkyu Lee, Zeyu Cheng, Zhi Cao, Chris Mi, Christopher Silva, Lauren Wolfe, Jiun-Shyan Chen, John T. Hwang. Large-scale multidisciplinary design optimization of a NASA air taxi concept using a comprehensive physics-based system model. AIAA SCITECH 2024 Forum, 2024.DOIPDF
@inproceedings{ruh2024large, author = {Marius L. Ruh and Andrew Fletcher and Darshan Sarojini and Mark Sperry and Jiayao Yan and Luca Scotzniovsky and Sebastiaan P. van Schie and Michael Warner and Nicholas C. Orndorff and Ru Xiang and Anugrah J. Joshy and Han Zhao and Joshua Krokowski and Hyunjune Gill and Seongkyu Lee and Zeyu Cheng and Zhi Cao and Chris Mi and Christopher Silva and Lauren Wolfe and Jiun-Shyan Chen and John T. Hwang}, title = {Large-scale multidisciplinary design optimization of a NASA air taxi concept using a comprehensive physics-based system model}, booktitle = {AIAA SCITECH 2024 Forum}, year = {2024}, doi = {10.2514/6.2024-0771}, url = {https://doi.org/10.2514/6.2024-0771}, note = {Metadata verification: Crossref DOI} } - Bingran Wang, Nicholas C. Orndorff, Anugrah J. Joshy, John T. Hwang. Graph-accelerated large-scale multidisciplinary design optimization under uncertainty of a laser-beam-powered aircraft. AIAA SCITECH 2024 Forum, 2024.DOIPDF
@inproceedings{wang2024grapha, author = {Bingran Wang and Nicholas C. Orndorff and Anugrah J. Joshy and John T. Hwang}, title = {Graph-accelerated large-scale multidisciplinary design optimization under uncertainty of a laser-beam-powered aircraft}, booktitle = {AIAA SCITECH 2024 Forum}, year = {2024}, doi = {10.2514/6.2024-0169}, url = {https://doi.org/10.2514/6.2024-0169}, note = {Metadata verification: Crossref DOI} } - Victor Gandarillas, Anugrah Jo Joshy, Mark Z. Sperry, Alexander K. Ivanov, John T. Hwang. A Graph-Based Methodology for Constructing Computational Models that Automates Adjoint-Based Sensitivity Analysis. Structural and Multidisciplinary Optimization 67.5 (2024), p. 76, 2023.PDF
@article{gandarillas2023graph, author = {Victor Gandarillas and Anugrah Jo Joshy and Mark Z. Sperry and Alexander K. Ivanov and John T. Hwang}, title = {A Graph-Based Methodology for Constructing Computational Models that Automates Adjoint-Based Sensitivity Analysis}, journal = {Structural and Multidisciplinary Optimization 67.5 (2024), p. 76}, year = {2023}, note = {Metadata verification: Crossref unavailable: HTTPError} } - 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} } - Darshan Sarojini, Marius L. Ruh, Mark Sperry, Jiayao Yan, Andrew Fletcher, Anugrah Jo Joshy, Luca Scotzniovsky, Alexander Ivanov, Nicholas Orndorff, Victor Gandarillas, Isaac Asher, Jeff Chambers, Hyunjune Gill, Seongkyu Lee, Zeyu Cheng, Gabriel Rodriguez, Shuofeng Zhao, Chunting Mi, Thomas Nascenzi, Timothy Cuatt, Tyler Winter, Alexandre Guibert, Ashley Cronk, Alicia Kim, Shirley Meng, John T. Hwang. Large-Scale Multidisciplinary Design Optimization of an eVTOL Aircraft Using Comprehensive Analysis. AIAA SciTech 2023 Forum, 2023.PDF
@inproceedings{sarojini2023large, author = {Darshan Sarojini and Marius L. Ruh and Mark Sperry and Jiayao Yan and Andrew Fletcher and Anugrah Jo Joshy and Luca Scotzniovsky and Alexander Ivanov and Nicholas Orndorff and Victor Gandarillas and Isaac Asher and Jeff Chambers and Hyunjune Gill and Seongkyu Lee and Zeyu Cheng and Gabriel Rodriguez and Shuofeng Zhao and Chunting Mi and Thomas Nascenzi and Timothy Cuatt and Tyler Winter and Alexandre Guibert and Ashley Cronk and Alicia Kim and Shirley Meng and John T. Hwang}, title = {Large-Scale Multidisciplinary Design Optimization of an eVTOL Aircraft Using Comprehensive Analysis}, booktitle = {AIAA SciTech 2023 Forum}, year = {2023}, note = {Metadata verification: Crossref unavailable: HTTPError; numeric collision guard applied} } - 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} }