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Ashin Vinod

I am an Integrated MS researcher at IISER Thiruvananthapuram working on geospatial AI, physics-informed machine learning, and sustainability-centered systems engineering.

Experience

Research, engineering, and leadership milestones

Integrated MS Researcher (SoDSc)

IISER Thiruvananthapuram · 2022 - Present

I investigate geospatial AI and physics-informed machine learning, with ongoing work in monsoon forecasting, terrain simulation, and decision-support systems for environmental risk.

Project Engineer and Geospatial Analyst

Govt. of Kerala Forest and Fire Department with Digital University Kerala · 2023 - 2024

I engineered end-user GIS tooling and trained a Physics-Informed Graph Neural Network (PI-GNN) using remote sensing and sensor data to model spatio-temporal wildfire spread in high-risk regions of Kerala.

Project Manager and IP Manager

Kerala Development and Innovation Strategic Council (KDISC) · 2021 - 2023

I planned multidisciplinary project execution, tracked budgets and reporting, and reviewed patenting workflows to protect novel techniques while ensuring compliant use of prior technologies.

Software Development Lead (YIP Winner)

Kerala Agricultural University and Government of Kerala · 2020 - 2021

I led Agro-Evolution, an AI-assisted precision farming initiative that improved nutrient delivery and greenhouse quality, with an estimated 60% reduction in labor and 15% lower production cost.

Skills & Technologies

Methods, tools, and competencies I apply across projects

Python
C / C++
Java
SQL
R
JavaScript
TensorFlow
Keras
Physics-Informed GNN
Time-Series Forecasting
Generative AI
Responsible AI
Python
C / C++
Java
SQL
R
JavaScript
TensorFlow
Keras
Physics-Informed GNN
Time-Series Forecasting
Generative AI
Responsible AI
Python
C / C++
Java
SQL
R
JavaScript
TensorFlow
Keras
Physics-Informed GNN
Time-Series Forecasting
Generative AI
Responsible AI
GIS Analytics
Remote Sensing
Spatio-temporal Modeling
Sensor Data Processing
Terrain Simulation
Precision Agriculture
Project Management
Cost-Benefit Analysis
Patent and IP Review
Google Cloud Skills Boost
Technical Reporting
Research Communication
GIS Analytics
Remote Sensing
Spatio-temporal Modeling
Sensor Data Processing
Terrain Simulation
Precision Agriculture
Project Management
Cost-Benefit Analysis
Patent and IP Review
Google Cloud Skills Boost
Technical Reporting
Research Communication
GIS Analytics
Remote Sensing
Spatio-temporal Modeling
Sensor Data Processing
Terrain Simulation
Precision Agriculture
Project Management
Cost-Benefit Analysis
Patent and IP Review
Google Cloud Skills Boost
Technical Reporting
Research Communication

GitHub Contributions

Public contribution activity from my GitHub profile

GitHub contribution graph for AsheXZ

Activity overview for @AsheXZ. Click the graph to open my GitHub profile.

Latest from the blog

Recent notes from my research and project work

Available

Let's connect

I am open to research, engineering, and interdisciplinary collaboration.