Naman Jain

mechanical engineer drawn to physical systems and intelligent machines

I'm a mechanical engineer who likes understanding why physical systems behave the way they do, then using that understanding to make them work better. My earliest research centered on heat and fluid flow. It taught me to move back and forth between models and experiments. Since then, I've also worked on mechanical design and product-focused projects. More recently, my attention has turned to robots that can learn from their surroundings and make decisions.

I'm currently pursuing an M.S. in Mechanical Engineering at Georgia Tech. In the GT-AX Lab, my thesis asks whether a robot can learn a task once and carry that knowledge to a very different body. I'm exploring world models and fully onboard computing as ways to reduce retraining while respecting what each robot can physically sense and do.

I enjoy moving between hardware and software. Sometimes that means building a physical prototype. At other times it means writing an analysis pipeline or using language models to make technical information easier to work with. I'm still exploring where this broad background will take me. I'm drawn to teams that reward curiosity and careful engineering while giving people room to learn across disciplines.

I am currently open to full-time opportunities. I am open to roles across mechanical engineering and robotics, particularly when the work brings hardware and software together.

Feel free to reach out!
Portrait of Naman Jain

Atlanta, GA

njain376 [at] gatech [dot] edu

Skills & Tools

Simulation, CAE & Optimization

ANSYS Fluent · ANSYS Mechanical · CFD · Nonlinear FEA · Multiphysics Coupling · Thermal Analysis · Design of Experiments · Uncertainty Quantification · Reliability-Based Design Optimization

Robotics, AI & Data

Python · MATLAB · PyTorch · Computer Vision · YOLO · Robot Calibration · Motion Planning · NVIDIA Isaac Lab · Neo4j & Cypher · Retrieval-Augmented Generation · NLP

Experimental & Product Engineering

SolidWorks · Mechanical Design · UR5 Robotics · Arduino · SAE J1772 · Embedded C++ · Instrumentation & Data Acquisition · Vacuum Mechanisms · Prototyping · FDM 3D Printing

News & Updates

Jan 2026 Joined the GT-AX Lab at Georgia Tech as a Graduate Student Researcher working on robotics & AI systems.
Sep 2025 Paper on magnetic nanofluid-enhanced dimpled minichannels for solar PV cooling published in Physics of Fluids.
Aug 2025 Book chapter Microchannel Heat Exchangers published by CRC Press (Taylor & Francis).
Aug 2025 Started M.S. in Mechanical Engineering at Georgia Institute of Technology.
Jun 2025 Paper on flow topology and thermal mechanism in turbulent channel flow with tapered V-shaped baffles published in Case Studies in Thermal Engineering.
Apr 2025 Paper on magnetic nanofluid flow in electronic cooling systems published in Journal of Thermal Analysis and Calorimetry.
Sep 2024 Paper on exergy and entropy analysis of a heat exchanger under vibration and magnetic field published in ASME Journal of Heat and Mass Transfer.
Aug 2024 Joined ENS Paris-Saclay as a research intern working on microfluidics and tumor cell analysis.
Feb 2024 Started research internship at Nanyang Technological University, Singapore on thermal management.
Dec 2023 Paper on mini-channel cooling for solar PV panels with hybrid magnetic nanofluid published in Results in Engineering.

Selected Projects & Publications

Projects

Selected Publications

Research areas: thermal-fluid systems · electronics & battery cooling · renewable-energy thermal management

Published schematic of the solar-PV mini-channel cooling system

Mini-Channel Cooling System for Solar PV Panels with Hybrid Magnetic Nanofluid and Magnetic Field

S. Bhattacharyya, N. Jain, T. Bhatt, H. Yasmin, M. Sharifpur

Results in Engineering, vol. 20, 101473 · December 2023

DOI ↗

Mini-channel cooling system for solar PV panels using a hybrid magnetic nanofluid under an applied magnetic field.

Published temperature and velocity contours for a dimpled minichannel at two magnetic-field strengths

Magnetic Nanofluid-Enhanced Dimpled Minichannels: A Cutting-Edge Approach for Solar Photovoltaic Cooling

S. Bhattacharyya, S. Pattanayak, N. Jain, S. Khatri, N. Biswas, et al.

Physics of Fluids, 37(9) · September 2025

DOI ↗

Computational study of Fe3O4 magnetic nanofluid cooling for solar PV panels using reentrant circular cavitied minichannels. Reports Nusselt number enhancement up to 64.2%, friction-factor reduction up to 11.15%, and thermal enhancement factor greater than one.

Published geometry of the tapered V-shaped baffle channel

Flow Topology and Thermal Mechanism in Turbulent Channel Flow with Tapered V-Shaped Baffles

S. Sripattanapipat, N. Jain, S. Bhattacharyya, V. Chuwattanakul, P. Naphon, S. Eiamsa-Ard

Case Studies in Thermal Engineering, vol. 66, 106610 · June 2025

DOI ↗

Finite-volume study of heat-transfer enhancement in solar-air-heater-style channel flow with tapered V-shaped baffles (GEKO turbulence model, Re 3,000–20,000). Reports lower friction losses than conventional V-baffles and a maximum thermal performance factor of 2.49.