Khuzema Habib

About Me

Masters in Robotics Engineering student at University of Maryland, College Park.

Education

Master of Engineering in Robotics, 2024-2026
University of Maryland, College Park

Bachelors of Technolgy in Mechanical Engineering, 2019-2023
Manipal Institute of Technology

Work Experience

Graduate Research Assistant Robotics Algorithms and Autonomous Systems Lab - University of Maryland August 2025 - Present
  • Gathered 100+ expert demonstration data via teleoperation of a UR3e robotic arm and tested on lightweight imitation learning models using an affordance-guided framework
  • Conducted flight trials to collect trajectory datasets for Crazyflie drone control systems, developing Contextual NeuroMHE Controllers to improve adaptability
  • Working on Autonomous Indoor Navigation and Mobile Manipulation with Jetson Nano on Turtlebot2 Platform
  • Developing Real-time CFD Based Estimation with FluidX3D for Contextual NeuroMHE Quadrotor Controller in Turbulent Environments
Grading Assistant - Control of Robotic Systems Maryland Applied Graduate Engineering - ENPM 667 September 2025 - Present
  • Assisted in grading assignments for Control of Robotic Systems, helping 35+ students understand control system design
  • Covered PID and LQR controllers, and real-world applications in robotics for system modeling and optimization
Graduate Research Assistant Smart Materials and Structures Lab - University of Maryland February 2025 - August 2025
  • Conducted advanced simulations using ANSYS to model and analyze the behavior of smart materials, including piezoelectric materials for energy harvesting
  • Mathematical Modeling of Flow Environments by leveraging CFD with Ansys Fluent
  • Acoustics and Vibration Analysis for Vibration Dampening solutions in Acoustic Black-Hole applications
Computational Fluid Dynamics Simulation Intern Indian Institute of Technology, Bombay 2022
  • Performed 2D and 3D CFD simulations for a rocket thruster, aiming to identify optimal fuel and oxidizer injector configurations for maximum atomization efficiency
  • Gained hands-on experience with simulation tools and contributed to improving injector design for increased propulsion efficiency

Research Interests

Projects

Autonomous Mobile Manipulator

  • Built and developed a fully autonomous robot capable of computer vision-based object localization
  • Implemented sensor-fused navigation and servo-controlled manipulation for complete pick-and-place tasks
  • Integrated multiple subsystems for end-to-end autonomous operation

Visual Servoing with MPC for Nonholonomic Robot Steering

  • Designed MPC visual servoing controller for Turtlebot3 navigation using RealSense and Aruco markers
  • Achieved smoother control and faster goal achievement compared to traditional PD controllers
  • Demonstrated improved performance in nonholonomic robot navigation tasks

Contextual Neural Moving Horizon Estimation for Quadrotor Control

  • Developed reinforcement learning-based adaptive controller for robust quadrotor trajectory tracking
  • Achieved 20.3% trajectory error reduction on Crazyflie Drones across diverse environments
  • Enhanced adaptability and reduced trajectory deviations in turbulent environments

AFFORD2ACT: Affordance-Guided Robotic Manipulation

  • Developed affordance-guided keypoint selection framework for lightweight, real-time robotic manipulation
  • Achieved 82% success rate on unseen objects with minimal training data
  • Enabled generalizable manipulation using semantic 2D keypoints from text prompts and single images

Publications

In Review ICRA 2026

In Review ICRA 2026