Autonomous Robots - Introduction
TODO…
There are lots of great books about autonomous mobile robots out there. I think they all try to provide comprehensive and deep views on so many topics. In contrary to them, I am trying to provide the minimal(I hope) contents you need to know to build an autonomous mobile robot.
Planned chapters:
- Introduction
- Linear algebra
- Probability
- Gaussian distribution
- Covariance projection
- Gaussian distribution
- Non-linear optimization
- Position and Orientation
- Map Representations
- Geometry map
- Semantic map
- Filters
- KF, EKF, Particle filters
- Perception
- Sensors
- Detection
- Tracking
- Localization
- Mapping
- Offline
- SLAM
- Planning and Control
- Route planning
- Path planning
- Control
- PID
- MPC
Written on January 28, 2021