Hi, I am Shahmeer Baweja

Simulation-Driven Engineering

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.

41+ CAD / FEA Models Delivered
27+ Engineering Projects Completed
8+ CPFE Models Implemented
4 Custom UMATs Developed
7+ Years Engineering Experience

⚙️ My Workflow ⚙️

From physics to validated predictions

Problem

Material response under multiaxial loading

Physics

Constitutive laws + stress invariants + damage evolution

Engineering Action

FEA/CPFE simulations + calibration + surrogate modeling

Result

Validated predictions with uncertainty and clear engineering insight

About Me

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.

Education

PhD, Mechanical Engineering — University of Houston

MS, Mechanical Engineering — University of Houston

Focus Areas

Crystal plasticity (CPFE), multiaxial creep & rupture, damage modeling, physics-informed ML, uncertainty quantification

Core Expertise

Finite element modeling, constitutive modeling, Python tooling, HPC workflows, surrogate modeling and active learning

Shahmeer Baweja profile photo

Technical Skills

FEA, CAD/CAE, simulation, and engineering software

FEA & Computational Mechanics

Finite Element Analysis (Linear & Nonlinear)
Fatigue & Life Prediction
Creep, Damage & Rupture Modeling
Crystal Plasticity FEM (CPFEM / CPFE)

CAD & CAE Software

Abaqus / Abaqus-CAE (UMAT)
ANSYS
COMSOL Multiphysics
SolidWorks
CATIA V5
PTC Creo / Inventor / AutoCAD / SketchUp

Meshing, Microstructure & Post-Processing

Neper / DREAM.3D / Sculpt
Gmsh
ParaView

Scientific Computing

Python (NumPy, SciPy, pandas, matplotlib)
MATLAB
FORTRAN (UMAT / solvers)
C / C++

Multiphysics & Atomistics

MOOSE Framework
FEniCS / DOLFIN / FlexPDE
LAMMPS

Manufacturing, HPC & AI

DFMA & GD&T
Linux / Bash / HPC (Slurm)
PyTorch, AI/ML, Deep Learning

Featured Projects

Showcasing my mechanical engineering expertise

Active Learning

AI-Driven Surrogate Modeling for Multiaxial Creep (Argonne)

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.

MOOSE NEML CPFE Gaussian Process Active Learning
Cost Reduction
85% Error Drop
CPFE

Automated Multi-Axial CPFE Simulations (Magnesium Alloys)

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.

Abaqus UMAT FORTRAN Neper Python HPC Automation
10× Faster Turnaround
GradCAM

Semi-Supervised Damage Localization using Deep Learning

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.

DenseNet-201 Grad-CAM++ Computer Vision Deep Learning
99.4% Train Accuracy
70.2% Test Accuracy
Deformation Twinning

Deformation Twinning in Crystalline Metals

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.

Crystal Plasticity Twinning EBSD Microstructure
FCC/BCC/HCP Materials Studied
Dislocations

Dislocation-Density Based Modeling of Crystal Plasticity

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.

Dislocation Mechanics Continuum Modeling MATLAB Galerkin FEM
GND Density Evolution
Linearized Elasticity

Finite Element Solver for Linearized Elasticity (MATLAB)

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.

Finite Elements MATLAB Q4/Q9 Numerical Integration
Locking Mitigation Studied
Hyperloop

SpaceX Hyperloop – Rocket-Propelled Pod Structural Design

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.

SolidWorks Inventor Structural Design CFD Concepts
40% Mass Reduction
130% Top Speed Gain
Computational Mechanics

Computational Mechanics – Elastostatics & Elastodynamics (FEniCS)

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.

FEniCS PDEs Time Integration Continuum Mechanics
2D Elasticity Models
Tool Wear

Tool Wear in Dry Hard Turning (CBN Tools)

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.

Manufacturing Tool Wear Steel Microstructure Data Analysis
Wear Rate Increase
LAMMPS

Molecular Dynamics – Cu Nanoparticle Collision on Al Surface

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.

LAMMPS Molecular Dynamics OVITO Defect Analysis
~1000 m/s Impact Regime
9M Atoms Simulated
CFD

CFD Validation – Flow over Cylinder & NACA 0012 Airfoil

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.

ANSYS Fluent CFD Turbulence Modeling Validation
NACA 0012 Airfoil Case
EV Power

Li-Ion Batteries for EVs – Performance, Safety & Thermal Analysis

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.

Thermal Management Battery Safety System Trade Study EV Energy Storage
< 50°C Target Cell Temp
Smart Coffee Mug

AlphaTech – Kava Smart Mug Product Development

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.

Product Design Prototyping Thermal Systems Commercialization
11 mo Profitability Projection
2200+ Units (Year 1)
Direct Metal Deposition

Direct Metal Deposition (DMD) – Additive Manufacturing Survey

Produced a comprehensive review of laser-assisted additive manufacturing focused on DMD, examining melt pool dynamics, process parameters, hybrid control, and process-property correlations.

Additive Manufacturing DMD Process Optimization Literature Review
74 pages Technical Report
DFMA

Valve Redesign – DFM/DFA Optimization

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.

DFM/DFA Tolerance Analysis ANSI Fits Axiomatic Design
45% Assembly Efficiency
31% Efficiency Gain
HTS Coil

HTS Dipole Magnet Design (YBCO) – COMSOL Multiphysics

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.

COMSOL Electromagnetics Heat Transfer Structural Analysis
2.19 T Peak Dipole Field
20 K Operating Temp
EV Chassis-Suspension Design

Lumen Motors – Front Chassis Design Optimization

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.

SolidWorks FEA Chassis Design Manufacturability
~70% Weight Reduction
45,000 N Impact Load Case
Rocket Propulsion

Green Propellants – Performance, Safety & Trade Study

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.

Rocket Propulsion Trade Study Data Visualization Safety
12% Higher Isp
~50% System Improvement
Formula SAE

Formula SAE – Intake System Design & Fuel Tank Redesign

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.

SolidWorks CFD Intake Design Fuel System
262→64 Pa Pressure Drop
70% Capacity Increase
Belts and Screws

Flip-Switch Actuation Mechanism (Belt Drive + Power Screw)

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.

Machine Design SolidWorks Power Screw Belt Drive
82.9 N Actuation Force
0.21 N·m Required Torque
Mechanical Analysis of Gears

Compound Reverted Geartrain Design (20 hp)

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.

Gear Design AGMA Fatigue Analysis Machine Elements
1750→85 RPM Speed Reduction
>95% Efficiency
Mechanical Design - Ball Launcher

Autonomous Gravity-Powered Launcher (Individual)

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.

Mechanism Design Energy Transfer CAD Google SketchUp
10 Projectiles
12 in Target Distance
Mechanical Design - Ball Launcher Team

Autonomous Gravity-Powered Launcher (Team Build)

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.

Team Design Mechanisms Prototyping Testing
1.02–1.2 s Launch Spacing
<4 lb Device Weight
Solar Power

Feasibility of Solar Power in the United States

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.

Energy Systems Solar PV Techno-Economics Policy
485% PV Growth (2010–2013)
Aircraft Parts

Design of Modern Aircraft – Structures & Subsystems

Produced an illustrated report analyzing aircraft structural components and subsystem integration, covering fuselage, wings, empennage, landing gear, propulsion evolution, and aerodynamic efficiency trade-offs.

Aerospace Structures Aerodynamics Systems Integration Technical Writing
Boeing/Airbus Benchmark Focus
NAE

NAE Grand Challenges – Smart Urban Infrastructure Concept

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.

Systems Engineering Smart Mobility Sensors Control
10–15% Delay Reduction

Professional Experience

My journey in mechanical design engineering

Jan 2024 - Jan 2026

Postdoctoral Appointee

Argonne National Laboratory | Thermal & Structural Materials Modeling and Simulation

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.

• Ran 125+ high-fidelity MOOSE CPFE simulations with NEML for Alloy 709 and 316H creep and stress relaxation • Developed a PySR symbolic-regression rupture model for Alloy 709, improving accuracy by ~70% over Huddleston; journal article submitted • Optimized the Hu–Cocks precipitation model for 316H in NEML, achieving ~95% match to experiments • Authored 2 DOE technical reports and 1 peer-reviewed journal publication supporting DOE ART program Code adoption • Built a Gaussian Process surrogate with batch-mode uncertainty sampling for LPBF 316H, reducing prediction error by ~85%
Aug 2019 - Aug 2023

Graduate Research Assistant

University of Houston | Cullen College of Engineering

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.

• Validated 4 FORTRAN user subroutines (UMAT/VUMAT) in Abaqus implementing advanced crystal plasticity models • Developed and refined FEM models from Neper microstructures through complete Abaqus setup and execution • Calibrated 350+ CPFEM parameters and analyzed results using MATLAB and Python • Executed 935 FEA simulations on damage tolerance, contributing to 6 peer-reviewed publications
Jun 2016 - Aug 2016

Mechanical Engineering Intern

Lumen Motors | Electric Vehicle Startup

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.

• Designed an electric luxury car front chassis in SolidWorks and validated ~45 kN resistance via FEA • Selected two metal manufacturing suppliers for front/rear chassis to initiate frame manufacturing phase • Modeled shock absorbers and control arms and integrated into master assemblies within SolidWorks • Assembled front and rear suspension systems with chassis per design specifications

Contact

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