B.Sc. in Robotics & Mechatronics Engineering
Fourth year (8th of 8 semesters), ongoing. CGPA 3.50 / 4.00. Expected October 2026.
A summary of my background, research, and training. For the full record, see my CV (PDF).
I am a final-year Robotics & Mechatronics undergraduate working toward robot learning for locomotion across morphologies. My current research learns recovery policies for a wheeled Mars rover trapped in deformable granular terrain: mobility when contact is uncertain and no hand-designed escape recipe exists. This work was accepted to the Space Robotics Workshop at IEEE/RSJ IROS 2026.
I want to carry that problem from wheels to quadrupeds to bipeds, where richer contact and stricter balance make model-based controllers fail more sharply. I am drawn to reinforcement learning, learning-based control, and Sim2Real, and to putting simulation-trained policies on hardware. I am currently seeking a PhD, MS, or Research Assistant position in robot learning.
Fourth year (8th of 8 semesters), ongoing. CGPA 3.50 / 4.00. Expected October 2026.
Sylhet, Bangladesh. Board rank 62 (Sylhet Board, 2021).
Lead author on DRL controllers that recover rover mobility in deformable Mars regolith. Designed yaw-projected reward shaping with entrapment-gated slip penalties (a safety-style constraint) and built large-scale, multi-GPU training and evaluation pipelines. The resulting paper, Escape Without a Recipe: Maneuver-Agnostic Mars Rover Recovery from Granular Entrapment, was accepted to the Space Robotics Workshop at IEEE/RSJ IROS 2026 (poster).
Building a digital-twin warehouse benchmark to evaluate Deep RL navigation policies (PPO, SAC, TD3) under realistic perception and localization noise.
Studied melanoma segmentation from pseudo-annotations under limited labels (weakly-supervised computer vision).
STM32-based autonomous drone platforms for maritime monitoring, robust firmware, hardened telemetry, weather-resistant sensing.
Developed autonomous robots for industrial and educational use with ROS2 navigation and perception stacks.
Proposed the concept at IEEE SB DU and led design, frame integration, and fundraising for a competition-ready rover platform.
Led chapter activities, events, and research collaborations promoting robotics and automation among students.