Dinesh Parthasarathy
Chair of Computer Science 10 (System Simulation)
Research associates
Address
Cauerstraße 1191058 Erlangen
Room: 00.127, Floor: 00
Contact
I am interested in applying artificial intelligence (AI) techniques to design efficient numerical methods for scientific simulations. My current research focuses on using evolutionary algorithms guided by context-free grammars for efficient large-scale simulations, and I am also contributing to the AI-driven design of algebraic multigrid methods in hypre.
2026
- , , , :
C-MCTS: Safe Planning with Monte Carlo Tree Search
(2026)
DOI: 10.48550/arXiv.2305.16209 - , , :
Evolving Algebraic Multigrid Methods Using Grammar-Guided Genetic Programming
(2026)
DOI: 10.48550/arXiv.2412.05852
2025
- , , , , :
Towards Automated Algebraic Multigrid Preconditioner Design Using Genetic Programming for Large-Scale Laser Beam Welding Simulations
2025 Platform for Advanced Scientific Computing Conference, PASC 2025 (Brugg-Windisch, 16. June 2025 – 18. June 2025)
In: PASC 2025 – Platform for Advanced Scientific Computing Conference, Proceedings 2025
DOI: 10.1145/3732775.3733589
2023
- , , :
Evolving Nonlinear Multigrid Methods With Grammar-Guided Genetic Programming
2023 Genetic and Evolutionary Computation Conference Companion, GECCO 2023 Companion (Lisbon, PRT, 15. July 2023 – 19. July 2023)
In: GECCO 2023 Companion – Proceedings of the 2023 Genetic and Evolutionary Computation Conference Companion 2023
DOI: 10.1145/3583133.3590734
2025
- Automated Multigrid Design Using Genetic Programming For Nonlinear Thermoelastic Finite Element Simulations
(Speech / Talk)
19. February 2025, Event: 3rd IACM Digital Twins in Engineering Conference (DTE 2025) & 1st ECCOMAS Artificial Intelligence and Computational Methods in Applied Science (AICOMAS 2025), Universität zu Köln, URL: https://dte_aicomas_2025.iacm.info/event/contribution/f11411fb-8003-11ef-a6b7-000c29ddfc0c - Automated Design of Multigrid Methods Using Genetic Programming
(Speech / Talk)
5. March 2025, Event: 2025 SIAM Conference on Computational Science and Engineering, Lawrence Livermore National Laboratory, URL: https://meetings.siam.org/sess/dsp_talk.cfm?p=148320 - Towards Automated Algebraic Multigrid Preconditioner Design Using Genetic Programming for Large-Scale Laser Beam Welding Simulations
(Speech / Talk)
18. June 2025, Event: The Platform for Advanced Scientific Computing (PASC) Conference, Universität zu Köln, URL: https://pasc25.pasc-conference.org/presentation/?id=pap131&sess=sess172 - Evolving Classical PDE Solvers: A Grammar-Based Design Framework Using Evolutionary Algorithms
(Speech / Talk)
5. September 2025, Event: The European Conference on Numerical Mathematics and Advanced Applications (ENUMATH) conference, URL: https://express.converia.de/frontend/index.php?page_id=43180&v=AuthorList&do=17&entity_id=701475
2024
- Evolving Algebraic Multigrid Methods Using Grammar-Guided Genetic Programming
(Speech / Talk)
17. April 2024, Event: Copper Mountain Conference On Iterative Methods, Lawrence Livermore National Laboratory, URL: https://easychair.org/smart-program/CM2024/2024-04-17.html#talk:246545 - Evolving Algebraic Multigrid Methods using Grammar-Guided Genetic Programming
(Speech / Talk)
17. June 2024, Event: Sparse Days, Lawrence Livermore National Laboratory, URL: https://sparsedays.cerfacs.fr/wp-content/uploads/sites/72/2024/07/sd2024-session3-Parthasarathy.pdf