Skip to content

GrigoryArtazyan/sensor-fusion-workshop

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

36 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Sensor Fusion Workshop

A hands-on workshop for VISST School robotics students

Learn how robots combine multiple sensors to know where they are!


Try It Live

Launch Interactive Demo


The Problem

Every sensor lies. No sensor is perfect:

Sensor Strength Weakness
IMU / Gyro Smooth, fast Drifts over time
Wheel Encoders Always available Wheel slip
Camera / AprilTags Absolute position Noisy

The Solution

Combine sensors with opposite weaknesses:

IMU / Odometry Camera / AprilTags
Noise Low High
Drift High None
Combined Low None

The Kalman Filter

PREDICT (odometry) ──► UPDATE (camera) ──► PREDICT ──► ...
  uncertainty ↑          uncertainty ↓

Workshop Agenda (1 hour)

Time Topic
10 min Why Sensor Fusion?
15 min The Kalman Filter
25 min Hands-on Demos
10 min FRC Integration

Resources


Workshop by Grigory Artazyan & Claude

About

Sensor Fusion Workshop Materials

Topics

Resources

Stars

Watchers

Forks

Packages

 
 
 

Contributors

Languages