CV / computational science / physical oceanography

Hoda Hashemi

Computational science MSc researcher at the American University of Beirut, with work across geophysical fluid dynamics, vortex methods, MITgcm, GPU computing, data assimilation, and LLM/RAG systems.

Profile

Research interests: computational physics, physical oceanography, numerical modeling, parallel computing, scientific ML, and interfaces that make advanced simulation tools easier to use.

Current work applies numerical frameworks to vorticity dynamics, energy transfer, and potential-vorticity conservation in quasi-geostrophic shallow-water systems.

Education

Training in computational science, theoretical physics, pure mathematics, and scientific computing.

08/2023-current

MSc, Computational Science

American University of Beirut. Coursework includes optimization, GPU computing, statistical learning, finite elements, and vortex methods.

08/2019-05/2023

BS, Theoretical Physics; Minor, Pure Mathematics

American University of Beirut. Focus on analysis, differential equations, algebra, manifolds, probability, and numerical computing.

08/2021-01/2022

Exchange Program

Pitzer College, Claremont, California. Statistical physics, French, and R programming.

Research

Current research connects vortex methods, ocean dynamics, and production numerical models.

08/2024-current

MITgcm simulations of atmosphere-ocean dynamics

Building code and workflows to simulate figures and dynamics from Marshall's atmosphere-ocean climate dynamics text.

05/2024-current

Vortex-in-cell model for QG shallow water on the sphere

Developing a computational model for quasi-geostrophic shallow-water equations over spherical geometry.

08/2025-current

Graduate Research Assistant

Microflows and Microscale Heat Transfer Laboratory, American University of Beirut.

Selected Projects

Computational work spanning LLM agents, GPU algorithms, PDEs, optimization, and data assimilation.

04/2025-05/2025

Agentic system for MITgcm

LLM/RAG interface for querying documentation, modifying code, and executing simulations through natural language.

03/2024-05/2024

Needleman-Wunsch on CUDA

Parallel implementation using CUDA and Octopus HPC, with reduction trees, stencils, coarsening, and occupancy optimization.

11/2023-12/2023

Diffusion-convection PDE on a T-shaped membrane

Finite-element and Galerkin analysis using FreeFem and MATLAB, with numerical and analytical comparison.

02/2023-05/2023

High-dimensional inference of nonlinear dynamical systems

Data assimilation for the Van der Pol oscillator using adjoint-based BFGS and Bayesian optimization.

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