Sharath Sindanai Selvam

2+ years of work experience

Jan 20242 yrs 9 mosPresent

Manipal

Published the paper “Predictive Modeling and Feature Attribution of CO₂ Adsorption on LDH-derived Materials using a Machine Learning Approach” in Results in Engineering (Q1, top ~3%). Worked as a Research Assistant at Professor Dr. Shanmuga Priya S's Lab • Developed machine learning models for predictive modeling of CO₂ adsorption on LDH-derived materials using experimental and literature-based datasets. • Performed data preprocessing, feature engineering and exploratory analysis to identify material and process parameters influencing CO₂ adsorption performance. • Implemented and compared multiple machine learning algorithms including Random Forest, Gradient Boosting, XGBoost, LightGBM and MLP-based models for adsorption prediction. • Applied feature-attribution techniques to interpret model predictions and identify the most influential features governing CO₂ adsorption.