Aryan Panchal
Building novel calibration algorithms for systems that change with time.
Based in
Clemson, SC
Current
M.S. Mechanical Engineering
Core work
Calibration · UQ · Deep Learning · Digital Twins
(01) About - What I build
I started as a computer scientist and now work as a mechanical engineering graduate researcher —building models that connect data and physics.
Computer Science
CSI have built applied machine-learning systems, full-stack platforms, SEO-driven growth infrastructure, and student-led organizations. My CS work includes a Springer-published hyperglycemia detection model, a copyrighted disease-prognosis system, and production web/app work for Chemisphere.
Mechanical Engineering
MEAt Clemson, my research focuses on calibration and uncertainty in dynamic systems. I work on TISAC, the Calibration Flexibility Measure, and state-aware Gaussian process methods for models that must adapt when system behavior changes over time.
0
Research papers authored across healthcare AI and model calibration
0K+
Community scale reached while building Chemisphere's digital engine
0+
Students led through the first RGIT Entrepreneurship Cell
0+
GitHub commits
(02) Experience
Where I have built, led, and researched
Graduate Research Assistant— Clemson University
Researching model calibration and uncertainty quantification for dynamic engineering systems. My work centers on TISAC, Calibration Flexibility Measure, and Bayesian/state-aware methods for systems whose parameters drift with time, operating input, and state.
Project Intern— Scanbo Technologies, Canada
Worked directly with the CEO on non-invasive hyperglycemia detection from ECG and PPG biosignals. Built and evaluated a deep-learning pipeline on data from 100+ patients, reached 85% accuracy, and converted the work into a Springer LNNS publication.
Startup Engineer— Chemisphere, India
Owned the technical and operational backbone for an education startup: built the website and apps, improved organic search visibility to rank No. 1 for key terms, helped grow the community from 2K to 250K+, hired interns, and supported supply chain execution.
Founder & President— Entrepreneurship Cell, RGIT
Founded RGIT's first Entrepreneurship Cell and led a student organization of 100+ members. Built the structure, team, events, and mentorship channels needed to introduce startup thinking across campus.
Data Science Intern— AICTE, India
Built a car-price prediction workflow from raw data to a usable interface: cleaned and preprocessed data, trained regression models, visualized insights with Matplotlib, and deployed the result through a Flask app.
(03) Selected Work
Research
The section is organized around my most original calibration work first, then supporting applied systems that connect machine learning, healthcare, EV telemetry, and product engineering.
CS / MECH
Lead research
(04) Recent Activities
Recent activities
(05) What collaborators say
“Aryan helped scale Chemisphere from 2K to 250K followers, set up the technical infrastructure, and managed interns with ownership and clarity.”
Chandan Biswas
CEO, Chemisphere
“Aryan's approach to research is unique and noteworthy.”
Dr. Sharmila Rathod
Associate Professor, RGIT
“Aryan brings strong leadership, management, and execution skills to every team he works with.”
Dr. Ajay Parabhakar
Founder, Ananta Bharat Abhiyaan
(06) Contact
Open to research collaborations and engineering roles at the intersection of ML and physical systems.