Advanced Mobile Robotics

Georgia Tech CS X803-AMR Spring 2026 edition

Day Month Date Module Topic Slides Quizzes Projects
Tue Jan 13 Introduction L1_Introduction.pdf
Thu Jan 15 Swim Coordinate Transformations (SE(2), SE(3)) P1a: Underwater Robot State
Tue Jan 20 Swim Functions on manifolds, push-forward, Jacobian calculation
Thu Jan 22 Swim Motion Models (Kinematics)
Tue Jan 27 Swim EKF Basics, Sensor Models: IMU (Bias, Noise), Range Sensors P1b: Underwater Robot Localization
Thu Jan 29 Swim Filtering Foundations: Bayes Filter, Kalman Filter (KF), Extended KF (EKF)
Tue Feb 3 Swim Invariant Extended Kalman Filter (IEKF);
Thu Feb 5 Swim Basic Trajectory Tracking Control Quiz 1 P1 Due on Friday Feb 6
Tue Feb 10 Walk Robot Kinematics: Forward and Inverse Kinematics
Thu Feb 12 Walk Twists and forward kinematics factor graph P2: Legged Robot Kinematic Estimation & MPC
Tue Feb 17 Walk Product of exponentials and probabilistic road maps
Thu Feb 19 Walk Invariant filtering with footholds
Tue Feb 24 Walk Friction, statics, and dynamics
Thu Feb 26 Walk Model Predictive Control (MPC): Predictive Sampling Methods
Tue Mar 3 Walk RNEA and kino-dynamic motion planning
Thu Mar 5 Drive Wheeled Mobile Robots: Differential Drive Kinematics & Odometry Quiz 2 P2 Due on Friday Mar 6
Tue Mar 10 Drive IMU Preintegration & LIDAR Scan Matching P3: Single Robot Pose SLAM & Maze Exploration
Thu Mar 12 Drive Introduction to Factor Graphs & Non-linear Least Squares Optimization
Tue Mar 17 Drive Pose Graph SLAM Formulation; Loop Closure Detection
Thu Mar 19 Drive Frontier-Based Exploration Algorithms
Tue Mar 24 Spring Break
Thu Mar 26 Spring Break
Tue Mar 31 Drive Data Association Challenges in SLAM (Loop Closures, Multi-Robot)
Thu Apr 2 Drive Multi-Robot Systems: Architectures & Basic Coordination Planning Quiz 3 P3 Due on Friday Apr 13
Tue Apr 7 Fly 3D Point Cloud Registration (ICP): Variants (Point-to-Plane) P4: LiDAR-Inertial Odometry (LIO)
Thu Apr 9 Fly Integrating IMU Preintegration Factors into Pose SLAM
Tue Apr 14 Fly iSAM: Incremental Smoothing and Mapping
Thu Apr 16 Fly Tightly-Coupled LIO Formulation using iSAM
Tue Apr 21 Fly Continuous-Time SLAM (CT-SLAM) Concepts
Thu Apr 23 Fly Motion Distortion & LiDAR Scan Deskewing Techniques Quiz 4 P4 Due on Friday Apr 24
Tue Apr 28 Fly TBD