S.M. Tawhid
Bio-Inspired Robotics · Biomechatronics · Physics-Driven AI
smtawhid77megh@gmail.com | +8801709006947 | Dhaka, Bangladesh
Profile
Research-driven engineer specializing in bio-inspired robotics and biomechatronics. Investigating avian collision-avoidance mechanisms to develop neuro-adaptive UAV control systems. Expertise includes reinforcement learning, federated learning for medical imaging, few-shot segmentation, explainable AI, and digital forensic analysis of academic journal systems. Passionate about translating biological principles into secure, scalable, and real-world autonomous systems.
Experience
- Developing a personalized stress and anxiety detection framework integrating facial micro-expression dynamics with multimodal physiological signals (ECG, EDA, respiration).
- Designing and validating multimodal LSTM-based models with explainable AI outputs for clinical applicability.
- Working with WESAD dataset and custom recordings from healthcare professionals.
- Founded and currently lead as CEO, multidisciplinary research organization working at the intersection of AI, robotics, biotechnology, and software systems to build intelligent and impactful solutions for the future.
- Conducted comprehensive digital forensic analysis of the AJSE journal management and submission system; identified critical security vulnerabilities and successfully implemented solutions to resolve them, enhancing system integrity and data protection.
- Implemented a privacy-preserving federated learning framework for secure and scalable medical image analysis using deep learning.
- Investigated and implemented few-shot learning approaches to address limited data challenges in retinal vessel segmentation.
- Participated in technical workshops, seminars, and collaborative events to enhance professional skills and networking.
- Engaged in community-driven engineering initiatives, knowledge-sharing sessions, and project showcases to foster innovation and teamwork.
Research & Publications
- Multi-Bird Collision Avoidance among Budgerigars: A 3D Kinematic Study
Planned submission to GigaScience within 1 month. - The Invisible Line at 270 Milliseconds: Where Budgerigars End Negotiation and Commit
In preparation; planned submission (Q1/Q2) within 3 months. - Flight Signals: Collision Avoidance through Asymmetric Wing Use
In preparation; planned submission (Q1/Q2) within 3 months. - A Power-Limited Turning Ceiling in Avian Collision Avoidance: From Biological Discovery to Bio-Inspired UAV Control
In preparation; planned submission (Q1/Q2) within 3 months. - Brain Tumor Segmentation with Explainable AI
Submitted to Clinical Imaging (ScienceDirect). - Conference Papers & Presentations
- Enhancing GAN Training for Image Generation
Abstract accepted, RUEC 1st International Conference, Rajshahi University. - Video-based Flight Pattern Mining of Birds in Controlled Tunnel Environments Using YOLOv8 and Data Analytics
Conference submission planned within 1 month. - Mining Bird Flight Trajectories in Tunnel Environments: A Computer Vision and Data Analytics Approach
Conference submission planned within 1 month. - Personalized Stress and Anxiety Detection Using Temporal Micro-Expression Dynamics with Explainable AI
Presented at INTI International University, Malaysia.
Ongoing Research
- Few-Shot Retinal Vessel Segmentation
Developing clinically practical segmentation models that require very few annotated images.
Technical Projects
Real-time face detection system from live webcam video streams.
LDA-based topic modeling on recent news articles to uncover hidden themes.
Café management system with splash screen, role-based login (Admin/User/Guest), and database integration.
Dynamic web application for event registration, listings, and admin control.
Education
- B.Sc. (Eng.), Computer Science and Engineering
American International University-Bangladesh (AIUB), Dhaka
2021 – 2026
Major: Information System (Data Science) • Minor: Computer Vision and Pattern Recognition - Higher Secondary School Certificate (Science)
Engineering University School and College, BUET Campus, Dhaka
2018 – 2020 • GPA 5.00/5.00 - Secondary School Certificate (Science)
Akkelpur F.U. Govt. Pilot School, Joypurhat
2016 – 2018 • GPA 5.00/5.00 - Junior School Certificate (Science)
Akkelpur F.U. Govt. Pilot School, Joypurhat
2013 – 2015 • GPA 5.00/5.00 • JSC Scholarship (Govt. of Bangladesh) - Primary School Certificate (Science)
Sri Kristopur Govt. Primary School, Joypurhat
2007 – 2012 • GPA 5.00/5.00 • PSC Scholarship (Govt. of Bangladesh)
Technical Skills
Programming
Machine Learning & AI
Computer Vision & Data Science
Frameworks & Tools
Honors & Awards
- Best Poster Award – Thesis Day (Summer 2024–2025) among 400+ undergraduate thesis projects
- JSC Scholarship – Government of Bangladesh
- PSC Scholarship – Government of Bangladesh
References
- Dr. Debajyoti Karmaker
Associate Professor & Head, Undergraduate Program, FST, AIUB
d.karmaker@aiub.edu - Prof. Dr. Dip Nandi
Professor & Associate Dean, Faculty of Science and Technology, AIUB
dip.nandi@aiub.edu - Mahfujur Rahman
Assistant Professor, AIUB
mahfuj@aiub.edu