Profile
Research‑driven engineer exploring how birds avoid collisions, how brains and sensors shape motion, and how those principles transfer into intelligent UAVs, medical imaging systems, and stress‑aware AI.
Experience
- Contributing to physics‑driven and bio‑inspired robotics research in collaboration with international teams.
- Bridging avian flight insights with control and perception algorithms for autonomous systems.
- Developing a personalized stress detection framework integrating facial micro‑expressions with ECG, EDA and respiration signals.
- Designing multimodal LSTM‑based models with interpretable outputs for clinical use.
- Working with WESAD and custom recordings from healthcare professionals.
- Implementing federated deep learning pipelines for privacy‑preserving medical image analysis.
- Comparing decentralized and centralized training for security, scalability and generalization.
- Developing neuro‑adaptive flight controllers that mix reinforcement learning with physics‑based constraints.
- Transferring policies from simulation to real drones via trajectory analytics and closed‑loop testing.
- Drawing inspiration from bird collision‑avoidance strategies for safe, agile UAV maneuvers.
- Supported projects in computer vision and biomedical signal / image analysis.
- Worked closely with faculty on experiment design, data processing and model evaluation.
- Explored few‑shot learning for retinal vessel segmentation with U‑Net and advanced variants.
- Focused on clinically practical models with minimal annotation requirements.
- Joined workshops, seminars and collaborative events to build professional and technical skills.
- Participated in community‑driven engineering initiatives, knowledge‑sharing and project showcases.
Research Papers
- Multi‑Bird Collision Avoidance among Budgerigars: A 3D Kinematic Study
Avian flight kinematics for decentralized UAV swarm strategies. - The Invisible Line at 270 Milliseconds Where Budgerigars End Negotiation and Commit
Temporal decision boundary in bird flight for reactive robot control. - A Flight Signals Collision Avoidance through Asymmetric Wing Use
Asymmetric wing actuation as a bio‑inspired signal for collision avoidance. - A Power‑Limited Turning Ceiling in Avian Collision Avoidance: From Biological Discovery to Bio‑Inspired UAV Control
Power‑limited turns in birds informing safe turning envelopes for UAVs. - Brain Tumor Segmentation with XAI
Explainable tumor segmentation that highlights decision regions for clinicians. - Enhancing GAN Training for Image Generation
Improved GAN stability and image quality; accepted at RUEC 1st International Conference (Rajshahi University). - Few‑Shot Retinal Vessel Segmentation
Segmentation frameworks for retinal vessels with minimal annotated data. - Video‑based Flight Pattern Mining of Birds in Controlled Tunnel Environments Using YOLOv8 and Data Analytics
YOLOv8 and analytics to mine flight patterns from tunnel experiments. - Mining Bird Flight Trajectories in Tunnel Environments: A Computer Vision and Data Analytics Approach
Trajectory mining and clustering to derive motion primitives for UAVs. - Personalized Stress and Anxiety Detection Using Temporal Micro‑Expression Dynamics with Explainable AI
Temporal micro‑expression and physiological fusion for stress and anxiety detection. - Flight Path Chronicles: Deciphering Individual Signatures through Time‑Series Analysis and Clustering
Individual‑specific flight path signatures via time‑series clustering.
Technical Projects
Real‑time face detection pipeline for webcam video streams.
LDA‑based topic models to uncover latent themes in news corpora.
Café management system with role‑based login and persistent storage.
Web platform for event listings, registrations, and admin control.
Education
- B.Sc. Eng., Computer Science & Engineering
American International University‑Bangladesh (AIUB)
Major: Information System Data Science · Minor: Computer Vision & Pattern Recognition - Higher Secondary School Certificate, Science
Engineering University School & College, BUET Campus, Dhaka - Secondary School Certificate, Science
Akkelpur F.U. Govt. Pilot School, Joypurhat - Junior School Certificate
Akkelpur F.U. Govt. Pilot School, Joypurhat · JSC scholarship (Govt. of Bangladesh) - Primary School Certificate
Sri Kristopur Govt. Primary School, Joypurhat · PSC scholarship (Govt. of Bangladesh)
Skills
Coding & Tools
Domains
Languages & Interests
Research Experience
- Research Assistant, INTI International University, Malaysia.
- Research Assistant, Dr. Anwarul Abedin Institute of Innovation, AIUB.
- Research Associate, VU Amsterdam, Netherlands.
- Research Assistant, North South University, Bangladesh.
- Student researcher, Mahdy Research Academy under Dr. Mahdy Rahman Chowdhury (NSU).
- Supervised by Dr. Debajyoti Karmaker, Associate Professor, AIUB.
- Supervised by Mahfujur Rahman, Assistant Professor, AIUB.
Mahdy Research Academy: https://sites.google.com/view/onlinecoursebymdy/home
Awards & References
Awards
- Best Poster Award – Thesis Day, Summer 2024–2025.
- JSC and PSC scholarships – Government of Bangladesh.
References
- Dr. Debajyoti Karmaker
Associate Professor & Head, Undergraduate Program, FST, AIUB
Email: d.karmaker@aiub.edu - Prof. Dr. Dip Nandi
Professor & Associate Dean, Faculty of Science and Technology, AIUB
Email: dip.nandi@aiub.edu - Mahfujur Rahman
Assistant Professor, AIUB
Email: mahfuj@aiub.edu