Research and industry experience

AnalyticsIQ Lab, Louisiana State University · Baton Rouge, LA, USA

Doctoral research on trustworthy autonomy for cyber-physical systems in metal additive manufacturing. Co-authored a successful NSF proposal and support experimental infrastructure that integrates thermal, optical, and electrical sensors on a wire arc additive manufacturing (WAAM) platform.

• Developing a physics-informed convolutional neural network (PI-CNN) that fuses multimodal in-situ WAAM signals for real-time porosity detection, validated with X-ray computed tomography (XCT).
• Formulating a physics-guided LSTM fatigue model that links process-induced defects to structural performance by combining fracture mechanics with deep learning.
• DrinkSafe LA (National Academies Gulf Research Program and NOAA): built and debugged Python data pipelines for water-quality indicators and supported resilience modeling.

• WAAM
• Physics-informed ML
• Edge AI
• XCT

Computational Intelligence and Operations Lab (CIOL) · Sylhet, Bangladesh (remote)

Founded an open research and learning lab connecting Industrial Engineering and AI. I mentor students and lead projects on graph neural networks, optimization, and decision-focused learning for supply-chain and manufacturing problems.

• Developed SupplyGraph, a benchmark dataset and framework for multi-echelon supply-chain planning with GNNs.
• Proposed a decision-focused learning pipeline for inventory routing, so neural models optimize downstream decisions under uncertainty.
• Organized seminars and bootcamps on explainable AI, higher-education pathways, and research translation.

• Graph ML
• Optimization
• Mentoring

Department of Industrial and Production Engineering, SUST · Sylhet, Bangladesh

Applied optimization and algorithm design to educational timetabling and scheduling systems.

• Built an automated timetabling system with genetic algorithms, modeling hard and soft constraints for better schedules.
• Managed data processing, evaluation, and feasibility checks for conflict-free timetables.

• Genetic Algorithms
• Scheduling