Research & Engineering Projects

Digital Agricultural Avatar

2023-Present

Project Overview
Worked on the development of the PhenoRob Digital Agricultural Avatar project website and crop modeling tools integration.

Key Features:

• Interactive documentation for agricultural modeling tools
• Integration interface for multiple crop models
• Educational content delivery platform
• Project website: PhenoRob DAA

Docker Containers for Agricultural Modeling

2024-Present

CPlantBox GUI Docker

• Created a comprehensive Docker image for CPlantBox plant modeling framework
• Integrated VNC viewer for plot visualization and 3D renderings
• Built with Ubuntu 20.04, Python 3, and scientific packages (NumPy, SciPy, Matplotlib, VTK)
• Included Eigen3 and Boost libraries for high-performance computing
• Simplified deployment with ready-to-use example scripts
• Repository: satraox/cplantbox-gui

DuMuX-ROSI-Jupyter Docker

• Developed specialized Docker image for agricultural modeling and simulation
• Pre-configured Jupyter environment for seamless simulations
• Integrated DuMuX for multi-phase flow simulation in porous media
• Incorporated ROSI (Root System Integration) model for plant-soil interactions
• Set up CPlantBox for 3D root architecture modeling
• Repository: satraox/dumux-rosi-jupyter

High-Performance Scientific Computing

2010-Present

Particle-in-Cell Plasma Simulations (2010-2012)

• Developed parallel computing simulations using FORTRAN and MPI
• Published in Physics of Plasmas
• Utilized Alabama Supercomputer for computations

Maxwell-Bloch Equations Solver (2015-2016)

• Implemented quantum state simulations
• Developed Fortran codes for excitonic resonances
• Applied rotated wave approximation techniques

Root Electrical Modeling (2016-2020)

• Created MATLAB codes for plant root water uptake modeling
• Automated field-scale simulations of plant dynamics using Python
• Published in Vadose Zone and Plant Soil Journal

AI & Machine Learning Projects

2022-Present

Soil Moisture Prediction

• Implemented LSTM and Random Forest models
• Created popular Kaggle notebooks
• Integrated satellite data with field measurements

Achievements:

• Kaggle Master (Top 2%, Rank 649/322,985)
• 10 Silver & 10 Bronze Medals
• Published a book chapter on the role of LLM’s in Agriculture

Custom GPT Development

• Built specialized GPTs for agricultural applications
• Developing AI tools for crop modeling

Healthcare App Machine Learning Architecture

• As a freelancer, advised on machine learning library selection and developed an MVP using Gradio for a client’s healthcare application.

Algorithmic Trading Pipeline

2020-2023

Intraday Stock Trading Automation

• As a freelancer, developed algorithmic trading strategies for clients using Python.
• Implemented websocket to retrieve tick data from stock exchanges.
• Implemented trading strategies based on moving averages, integrating with stockbroker APIs like Angel Broking and Zerodha.
• Successfully automated stock selection and trading execution, resulting in enhanced trading performance for a client.

Vehicular Robot Prototype

2010

Project Overview
Developed a collision avoidance system using 8051 microcontroller during B.E. final year.

Key Achievements:

• Programmed using Assembly language and HDL Verilog
• Implemented sensor integration and control systems
• Successfully demonstrated in real-world scenarios

Educational Content Creation

2023-Present

Creating educational content on computational science and agricultural modeling.