Academic Background
Master of Science in Applied Mathematics and Computational Science
North South University, Dhaka, Bangladesh
Current Academic Performance: 89%
Master's Thesis: Mixed Convection Heat Transfer in a Porous Trapezoidal Cavity with Varying Inlet Geometries
Research Focus: Computational modeling of mixed convection in porous media with complex geometries.
Bachelor of Science in Petroleum Engineering
Shahjalal University of Science and Technology (SUST), Sylhet, Bangladesh
Cumulative GPA: 2.86/4.00
Undergraduate Thesis: Consumer Gas Risk Analysis in Bangladesh: A Comprehensive Case Study of Utility Gas and Liquefied Petroleum Gas (LPG) Safety Assessment
Thesis Supervisor: Dr. Labiba Nusrat Jahan, Associate Professor, Department of Petroleum and Mining Engineering, SUST
Research Methodology: Conducted systematic risk assessment employing statistical analysis, field surveys, and safety protocol evaluation to identify critical vulnerabilities in residential gas distribution systems.
Higher Secondary School Certificate (HSC)
Sylhet Cadet College, Sylhet, Bangladesh
Grade Point Average: 5.00/5.00 (Perfect Score)
Academic Distinction: Achieved exemplary performance across all subjects with perfect GPA, demonstrating exceptional analytical and problem-solving capabilities.
Research Interests
Professional Experience & Involvement
Research Assistant
Department of Mathematics & Physics, North South University
- Conducting numerical investigations on supercritical fluid heat transfer in microtube heat exchangers.
- Developing CFD models using ANSYS FLUENT and COMSOL Multiphysics.
- Analyzing heat transfer characteristics at varying Reynolds numbers.
Engineering Intern
Baset Prokoushol Limited, Dhaka, Bangladesh
- Participating in soil testing (e.g., compaction, moisture content) and observation of excavation and backfilling operations for utilities and foundations.
- Worked on setting control lines, grades, and elevations using Total Station equipment to guide construction crews.
Teaching Assistant
Applied Mathematics, North South University
Assisted in graduate-level courses, lab sessions, and problem-solving tutorials.
One-on-One Mentoring in Mathematics and Programming
Personalized Guidance
Provided personalized guidance and project support for students.
Selected Research Projects
Band Gap and Band Alignment Prediction of Semiconductors using Machine Learning
Ongoing ProjectOngoing project leveraging machine learning to predict band gap values and band alignment classifications for semiconductors, aiding material discovery in electronic and optoelectronic applications.
GitHub Repository: BandGapAlign
Neural ODE-PDE Hybrid Framework for Traffic Flow Dynamics
Research FrameworkTrajODE is a deep learning model for spatial trajectories that uses Neural ODEs and latent variables to capture continuous-time movement and handle noisy GPS data. Its spatio-temporal gating mechanism improves classification accuracy by 14–21% over state-of-the-art RNNs on real-world datasets. TrajODE provides robust, natural modeling of real-world mobility patterns for applications like transport mode detection.
GitHub Repository: NeuralTrafficFlow
Neural Differential Models
Research FrameworkA research framework unifying deep learning with differential equations (Neural ODEs, Neural Operators, Social ODEs) for modeling continuous dynamics, trajectories, and multi-agent forecasting.
GitHub Repository: neural-differential-models
Design and Development Project
General Project Example- Collaborated on the end-to-end design and development of a multidisciplinary engineering project.
- Applied modeling, simulation, and analytical tools to support system optimization.
- Contributed to design reviews and performance evaluations in team-based environments.
Technical Skills
CFD/FEA Software
- ANSYS FLUENT
- COMSOL Multiphysics
Programming
- Python
- MATLAB
- C
- High Performance Computing
Simulation Tools
- MATLAB Simulink
Productivity & Other
- Microsoft Office Suite
- TEX
Standardized Test Results
IELTS Academic
GRE
Honors & Achievements
- Hult Prize SUST Champion - Advanced to Regional Finals in Mumbai, India
- Champion National Mathematics Olympiad - (2013)
- Bronze medal Duke of Edinburgh award program - (2017)
Autodidactic Courses
Machine Learning (Online certification)
Stanford University via Coursera
Simulink Onramp (Online certification)
MathWorks
CS50: Introduction to Computer Science (Online certification)
Harvard University