I build high-fidelity simulations and data-driven models to understand how materials and structures behave under real-world conditions. My work spans finite element modeling, multiaxial mechanics, crystal plasticity, and physics-informed machine learning.
From physics to validated predictions
Material response under multiaxial loading
Constitutive laws + stress invariants + damage evolution
FEA/CPFE simulations + calibration + surrogate modeling
Validated predictions with uncertainty and clear engineering insight
Physics-based simulation, accelerated by data
I am a PhD-trained Mechanical Engineer and Computational Materials Scientist with a focus on computational mechanics, crystal plasticity, and multiaxial creep and damage modeling of structural alloys.
I recently completed a postdoctoral appointment at Argonne National Laboratory, where I developed high-fidelity CPFE simulations and built workflows that combine physics-based modeling with machine learning to accelerate prediction and reduce simulation cost.
PhD, Mechanical Engineering — University of Houston
MS, Mechanical Engineering — University of Houston
Crystal plasticity (CPFE), multiaxial creep & rupture, damage modeling, physics-informed ML, uncertainty quantification
Finite element modeling, constitutive modeling, Python tooling, HPC workflows, surrogate modeling and active learning
FEA, CAD/CAE, simulation, and engineering software
Showcasing my mechanical engineering expertise
Developed an active-learning-driven Gaussian Process surrogate to accelerate high-fidelity CPFE predictions of creep rupture in Alloy 709 and LPBF 316H under multiaxial stress states using MOOSE + NEML.
Ran hundreds of 3D CPFE simulations to study the coupled effects of texture, grain orientation, triaxiality, and strain rate on anisotropy, twinning activity, localization, and ductility in HCP metals.
Built a semi-supervised pipeline for post-earthquake masonry damage detection using DenseNet-201 and Grad-CAM++ localization on real post-disaster imagery without pixel-level labels.
Investigated twinning mechanisms across FCC, BCC, and HCP metals, linking stacking-fault energy, grain size, and orientation to twin nucleation, anisotropy, and tension-compression asymmetry.
Developed a continuum dislocation-density framework bridging discrete dislocation dynamics and continuum plasticity, implemented with a Galerkin finite element solution in MATLAB to reproduce analytical stress fields.
Built a full 2D elasticity FEM solver from scratch including Q4/Q9 elements, Gaussian quadrature, global assembly, boundary conditions, and convergence validation against beam theory.
Designed a robust load-bearing aluminum chassis and improved aerodynamic shell concept for a hydrogen-peroxide rocket-powered pod, integrating propulsion and tank supports under high-thrust constraints.
Derived weak forms and implemented 2D elasticity in FEniCS with traction and displacement boundary conditions, including transient vibration decay using backward-Euler time integration and mesh convergence verification.
Analyzed the influence of hardness and microstructure on flank and crater wear in hard turning across multiple steels, identifying carbide content as a key driver of abrasive wear and tool-life reduction at high speeds.
Simulated high-speed nanoparticle impacts using LAMMPS to study dislocation formation and adhesion, analyzing defect evolution with OVITO in systems containing up to millions of atoms.
Validated benchmark aerodynamic phenomena including vortex shedding and stall using ANSYS Fluent, generating meshes and simulating incompressible flow across Reynolds numbers and angles of attack.
Conducted a system-level study of Li-ion batteries and emerging chemistries, assessing degradation, safety risks, and thermal management strategies to maintain cell temperatures below critical thresholds.
Co-founded a student startup to design and commercialize a portable self-brewing, temperature-controlled smart mug. Led mechanical design and prototyping, heating integration, and manufacturing planning with a full commercialization study.
Produced a comprehensive review of laser-assisted additive manufacturing focused on DMD, examining melt pool dynamics, process parameters, hybrid control, and process-property correlations.
Co-led a DFM/DFA redesign of a 10-part valve assembly, introducing a twist-lock mechanism to reduce part count, improve manufacturability, and increase assembly efficiency while reducing manufacturing index.
Designed a high-temperature superconducting dipole magnet using YBCO coils and coupled EM-thermal-structural simulations. Verified field uniformity, cryogenic stability, and structural integrity under Lorentz forces.
Re-engineered a complex sheet-metal concept into a tubular-frame architecture for an EV prototype front chassis, achieving major weight reduction while maintaining strength and a functional crumple zone.
Co-led a comparative evaluation of green monopropellants as hydrazine alternatives, assessing propulsion performance, handling safety, and system-level improvements based on published experimental datasets.
Designed and validated intake and fuel systems for UH’s inaugural FSAE car, reducing intake pressure drop through CFD and redesigning the fuel tank with baffles and sump geometry to prevent starvation and increase capacity.
Designed a compact mechanism converting rotary motion into a precise linear stroke using a belt transmission and single-start power screw. Completed motion analysis, shaft sizing, belt-tension calculations, and assembly drawings.
Designed a multi-stage gear reducer delivering 20 hp with high efficiency by selecting gear ratios, verifying AGMA bending/contact stresses, and completing shaft and bearing fatigue analyses.
Designed a fully mechanical gravity-powered launcher to autonomously fire ten steel balls into a target bucket, using a mass-triggered release, timing separator wheel, and slide launcher for reliable sequencing.
Designed and built a foam-core based gravity-powered marble launcher with a trapdoor separator and dampening chamber, achieving consistent timing and accuracy under strict weight and height constraints.
Evaluated technical and economic feasibility of solar PV and solar thermal systems, including cost trends, incentives, land-use considerations, and long-term projections for national deployment and grid impact.
Produced an illustrated report analyzing aircraft structural components and subsystem integration, covering fuselage, wings, empennage, landing gear, propulsion evolution, and aerodynamic efficiency trade-offs.
Co-led a systems-level concept for urban mobility improvements using real-time wireless sensing, adaptive traffic control strategies, and PLC-based automated parking to reduce delays and improve space utilization.
My journey in mechanical design engineering
Led high-fidelity crystal plasticity finite element (CPFE) simulations in MOOSE coupled with NEML to predict stress relaxation and multiaxial creep rupture in advanced steels (Alloy 709, 316H), supporting ASME Section III, Division 5 Code qualification efforts. Built physics-informed surrogate models and calibrated constitutive behavior for direct comparison against experimental datasets.
Conducted crystal plasticity finite element research to study micromechanical deformation and damage in ductile metals under multiaxial loading. Built end-to-end CPFEM workflows from Neper microstructures to Abaqus model setup, UMAT validation, calibration, and post-processing using MATLAB and Python.
Supported chassis and suspension development for a high-end electric vehicle prototype using SolidWorks design and FEA. Worked with suppliers and integration teams to advance manufacturable front/rear chassis designs and validated assembly-level fit.
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