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# Samay Shah

**Headline:** Computational Fluid Dynamics Engineer \| Combustion Modeling \| Aerospace Engineer
**Profession:** Group Research Member
**Location:** Los Angeles, California, United States

## About

Samay Shah is a Group Research Member at USC Viterbi School of Engineering and a computational fluid dynamics and aerospace engineer pursuing CFD\-related industry roles\. Samay’s work combines CFD, combustion modeling, scientific machine learning, and aerospace engineering, with particular interest in applying machine learning to reacting\-flow and turbulence problems\. At USC, Samay contributes to interdisciplinary research spanning gas dynamics, chemical kinetics, GPU\-based quantum chemistry, molecular modeling, and data\-driven methods\. The group develops multiscale modeling approaches for reacting flows that support aerospace sustainability, high\-speed propulsion, and the clean\-energy transition\. Samay has built surrogate models for computational acceleration and worked on turbulence reconstruction and combustion surrogates, including use of sinusoidal activation functions to preserve high\-frequency turbulent behavior in machine\-learning models\. Samay also brings structural\-analysis experience from Structural Integrity Engineering, where Samay verified a stress report for an A320 freighter\-conversion cockpit\-window emergency egress and performed analysis for an A330 fire\-suppression unit\. Samay holds a bachelor’s degree in Aerospace, Aeronautical and Astronautical Engineering from Cal Poly San Luis Obispo and is completing an M\.S\. in Mechanical Engineering at USC\.

## Services

- PyTorch
- Scikit\-Learn
- Cantera
- Star\-CCM\+
- Siemens NX
- Ansys Fluent
- CATIA
- FEMAP
- Stress Analysis
- STK
- Simulink
- Music Production
- Live Sound
- Live Event Production
- Java
- Fluid Mechanics
- Structures
- Drupal
- Engineering
- Microsoft Excel
- Python \(Programming Language\)
- Microsoft Word
- Microsoft Office
- AutoCAD
- MATLAB
- SOLIDWORKS

## Highlights

- Serves as a Group Research Member at USC Viterbi School of Engineering\.
- Contributes to reacting\-flow research spanning gas dynamics, chemical kinetics, GPU\-based quantum chemistry, molecular modeling, machine learning, and data\-driven methods\.
- Supports development of multiscale modeling approaches for reacting flows relevant to aerospace sustainability, high\-speed propulsion, and the clean\-energy transition\.
- Built surrogate models for computational acceleration\.
- Worked on turbulence reconstruction and combustion surrogate models\.
- Used sinusoidal activation functions to capture high\-frequency turbulent behavior in machine\-learning models\.
- Verified a stress report for cockpit\-window emergency egress on an A320 freighter conversion at Structural Integrity Engineering\.
- Used FEMAP and CATIA for A320 freighter\-conversion stress\-analysis work\.
- Performed stress analysis for an A330 fire\-suppression unit\.
- Generated a stress report for the A330 fire\-suppression\-unit analysis and used CATIA for measurements\.
- Worked as a Student Assistant at California Polytechnic State University–San Luis Obispo\.
- Served as Production Co\-Manager and On\-Air DJ at KCPR FM Cal Poly Radio, running in\-studio and live events, supporting event booking and concerts, editing audio, and hosting weekly radio shows\.
- Worked as an Instructor at Mathnasium \- The Math Learning Center\.
- Earned a bachelor’s degree in Aerospace, Aeronautical and Astronautical Engineering from California Polytechnic State University–San Luis Obispo in 2024\.
- Is completing a Master of Science in Mechanical Engineering at the University of Southern California, listed for 2026\.
- Uses CFD/CAD/FEA and scientific\-computing tools including STAR\-CCM\+, Siemens NX, Ansys Fluent, Cantera, CATIA, FEMAP, PyTorch, Scikit\-Learn, Python, Java, MATLAB, STK, Simulink, AutoCAD, and SOLIDWORKS\.

## Experience

- **Group Research Member at USC Viterbi School of Engineering** (2026\-01\-01–present) — Our research group works in the interdisciplinary area bridging gas dynamics, chemical kinetics, GPU\-based quantum chemistry, and molecular modeling, with the aid of machine learning and data\-driven methods\. We develop multiscale modeling approaches for reacting flows to advance aerospace sustainability, high\-speed propulsion, and clean energy transition\.
- **Stress Engineer at Structural Integrity Engineering** (2024\-07\-01–2025\-07\-01) — A320 Freighter Conversion Verified stress report for cockpit window emergency egress\. Used FEMAP, CATIA A330 Fire Suppression Unit Performed Stress Analysis on the Fire suppression unit of a \[insert airplane\] Generated a stress report Utilized CATIA for measurements,
- **Student Assistant at California Polytechnic State University\-San Luis Obispo** (2022\-08\-01–2024\-06\-01)
- **Production Co\-Manager / On\-Air DJ at KCPR FM Cal Poly Radio** (2021\-09\-01–2024\-06\-01) — Run in\-studio and live events using electrical and audio expertise\. Aid in managing a team of people who help to book events, run concerts, and edit audio\. Host weekly radio shows engaging with the community\.
- **Instructor at Mathnasium \- The Math Learning Center** (2019\-06\-01–2021\-02\-01)

## Education

- Master of Science \- MS, Mechanical Engineering — University of Southern California (2024\-08\-01–2026\-05\-01)
- Bachelor's degree, Aerospace, Aeronautical and Astronautical Engineering — California Polytechnic State University\-San Luis Obispo (2020\-01\-01–2024\-01\-01)

## FAQ

### What does Samay do?

Samay is a Group Research Member at USC Viterbi School of Engineering\. Samay is pursuing CFD\-related industry roles and is interested in work at the intersection of computational fluid dynamics and machine learning\.

### What are Samay’s core technical strengths?

Samay’s strongest areas include computational fluid dynamics, combustion modeling, scientific machine learning, surrogate modeling, turbulence reconstruction, stress analysis, and aerospace engineering\.

### What does Samay work on at USC Viterbi School of Engineering?

At USC Viterbi, Samay works in an interdisciplinary research group bridging gas dynamics, chemical kinetics, GPU\-based quantum chemistry, molecular modeling, machine learning, and data\-driven methods\. The group develops multiscale models for reacting flows to advance aerospace sustainability, high\-speed propulsion, and the clean\-energy transition\.

### What machine\-learning projects has Samay worked on?

Samay has built surrogate models intended to accelerate computational work\. Samay has also worked on turbulence reconstruction and combustion\-surrogate problems\.

### How has Samay addressed high\-frequency behavior in turbulence models?

Samay used sinusoidal activation functions in machine\-learning models to capture high\-frequency turbulent behavior and address frequency\-preservation challenges in turbulent signals\.

### What did Samay accomplish on the A320 freighter conversion?

At Structural Integrity Engineering, Samay verified a stress report for cockpit\-window emergency egress on an A320 freighter conversion\. Samay used FEMAP and CATIA in that work\.

### What was Samay’s work on the A330 fire\-suppression unit?

Samay performed stress analysis for an A330 fire\-suppression unit, generated a stress report, and used CATIA for measurements\.

### Where has Samay worked in higher education?

Samay was a Student Assistant at California Polytechnic State University–San Luis Obispo\.

### What did Samay do at KCPR FM Cal Poly Radio?

At KCPR FM Cal Poly Radio, Samay ran in\-studio and live events using electrical and audio expertise, helped manage people who booked events, ran concerts, and edited audio, and hosted weekly community\-engagement radio shows\.

### Did Samay have teaching experience?

Samay worked as an Instructor at Mathnasium \- The Math Learning Center\.

### What is Samay’s educational background?

Samay earned a bachelor’s degree in Aerospace, Aeronautical and Astronautical Engineering from California Polytechnic State University–San Luis Obispo in 2024\. Samay is completing a Master of Science in Mechanical Engineering at the University of Southern California, listed for 2026\.

### What software and programming tools does Samay use?

Samay’s listed engineering and scientific\-computing tools include PyTorch, Scikit\-Learn, Cantera, STAR\-CCM\+, Siemens NX, Ansys Fluent, CATIA, FEMAP, STK, Simulink, Java, Python, MATLAB, AutoCAD, SOLIDWORKS, Drupal, Microsoft Excel, Microsoft Word, and Microsoft Office\.

### What other domains does Samay have experience in?

Samay’s listed technical domains include fluid mechanics, structures, stress analysis, engineering, CFD, combustion modeling, machine learning, and scientific machine learning\. Samay also lists music production, live sound, and live\-event production experience\.

## Links

- LinkedIn: https://www\.linkedin\.com/in/samayhs

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