West Lafayette, Indiana, United States
- Developed physics-informed simulation and machine learning frameworks for non-equilibrium particle systems, bridging molecular-scale dynamics, rarefied flows, and continuum behavior. - Designed scalable Monte Carlo and probabilistic modeling pipelines grounded in statistical mechanics, enabling efficient exploration of high-dimensional phase spaces relevant to granular, molecular, and mesoscopic systems. - Implemented ML-accelerated surrogate models to reduce computational cost of high-fidelity simulations, achieving > 98% runtime reduction while preserving physically consistent dynamics. - Exploring extensions of classical particle models toward atomistic and quantum-informed descriptions, including familiarity with molecular dynamics formalisms and density functional theory concepts as applied to interacting particle systems. - Collaborate with cross-disciplinary teams of engineers and data scientists, aligning algorithmic advances with product needs and communicating insights clearly to diverse stakeholders (Pharmaceutical & Aerospace industries). Research Interests: Nonequilibrium particle transport systems (Granular & Rarefied Flows, Charged particles (Plasma), Hypersonic, Crystal Growth, Molecular & Reactive Kinetics); Statistical Mechanics; Monte Carlo Methods; Direct Simulation Monte Carlo (DSMC), Particle-In-Cell (PIC), Molecular Dynamics (MD), CFD, Physics-constrained ML Models.
- Led the design and implementation of HVAC, process piping, and fire suppression systems for FMCG clients, applying advanced CAD tools, CFD, and FEA analyses, delivering reliable, code-compliant industrial-scale solutions that improved facility efficiency. - Automated parametric modeling workflows for industrial tanks and piping networks, writing custom Visual Basic scripts and optimizing designs in Autodesk Inventor, reducing design time and minimizing errors in fabrication. - Provided training and technical guidance to site workers on machine usage and safety protocols, facilitating compliance with standards and enhancing team productivity during project execution - Prepare equipment and piping component datasheet. Projects NBC Challawa FPS and CO2 Suppression System Nestle Agbara 750 cum Twin Fire Tank and Fire Infrastructure System NBC Ikeja 500 cum Edible Tank Water Treatment Unit for a GRA community
- Did hydraulic calculations for sprinkler fire protection systems using PIPENET - Designed a 750 cum Tank and prepared a comprehensive Bill of materials and quantities for Nestle, Agbara - Process line design & installation for Diageo Ogba Brewery - Prepared a 3d model design with Plant 3d for the easy installation for project and site engineers. - Successfully indexed all pipes and fittings into part numbers with the Plant 3d for easy project handling. - Prepared a walk-about 3d drawing file for real life simulation of the plant after successful installation.
- Numerical modelling and comparative analysis of the thermo-hydraulic performance of duct walls with different geometry. - Assist Faculty Lecturers in the Lab
-Designed Work Breakdown Schedules for projects and aligned the schedule with technicians and Sub contractors. -Prepare, annotate and interpret drawings to the artisans. -Managed the the Installation of a High Velocity Spray System at Nampak, Agbara Facility from start to Project hand-over. -Construction of 300 cum Fire Tank for Friesland Campina, (WAMCO), Ogba.
-Repaired a central lathe by using ordinary hand tools. -Installed machined gears, sprockets and chains on an assembly machine used in factory production. -Interpreted machine drawings and machined the mold to specification. -Machined Rollers, sprockets and gears for a carton assembly line