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Tim	van	Eijndhoven
@TimvEijndhoven
Building a self-driving RC car
@bjschrijver@TimvEijndhoven
Let’s meet
Tim van Eijndhoven
@bjschrijver@TimvEijndhoven
Let’s meet
Bert Jan Schrijver
@TimvEijndhoven
How
it all started…
@TimvEijndhoven
RoboRace challenge
@TimvEijndhoven
The rules
• 4 teams
• Each team gets:
• RC car kit
• Fixed budget (150 euro)
• Three races:
1. drag race (start, drive, stop)
2. race track (race 1 + corners)
3. destruction derby ;-) (race 2 with multiple cars on same track)
@TimvEijndhoven
The kit
@TimvEijndhoven
The brain
@TimvEijndhoven
The platform
@TimvEijndhoven
Vert.x
• Toolkit for building reactive applications on the JVM
• Event-driven, non-blocking
• General purpose application framework
• Why Vert.x for our project?
• Lightweight, fast
• Polyglot
• Distributed eventbus (browser included!)
• Building microservices with Vert.x: https://youtu.be/yLg-LPSRjho
@TimvEijndhoven
Connecting the dots
@TimvEijndhoven
GPIO
• General purpose input/output
@TimvEijndhoven
Speaking the same language
@TimvEijndhoven
PWM
• Pulse-width modulation, repeating pulses of variable width
• ServoBlaster: https://github.com/richardghirst/PiBits/tree/
master/ServoBlaster
@TimvEijndhoven
Staying safe
@TimvEijndhoven
Getting visual
@TimvEijndhoven
RPi Cam Web Interface
• Web interface for the Raspberry Pi Camera module
• Video streaming
• Web interface to configure video settings

https://github.com/silvanmelchior/RPi_Cam_Web_Interface
@TimvEijndhoven
Ready for the road
@TimvEijndhoven
Putting stuff together
@TimvEijndhoven
Learning
to
drive
@TimvEijndhoven
OpenCV
• Open source computer vision and machine learning library
written in C++ with Java interfaces
• Optimised algorithms for computer vision
• Most widely used computer vision library
• Many resources available
@TimvEijndhoven
1: Canny edge detection 2: Probabilistic Hough Line Transform
3: Filter group and average lines 4: Determine lane center
@TimvEijndhoven
Show
m
e
som
e
code
@TimvEijndhoven
Boars Nest (Laptop) Duke Farm (Car)
Daisy
Luke
Bo
Servoblaster
Boss
Hogg
Roscoe
Flash
GeneralLee
Heartbeat
Manual inputs
Steering / Speed
instructions
Start/Stop
autopilot
Image feed
Angle &
Distance
Intermediate
CV images
@TimvEijndhoven
Expectation
@TimvEijndhoven
Reality
@TimvEijndhoven
@TimvEijndhoven
@TimvEijndhoven
@TimvEijndhoven
@TimvEijndhoven
@TimvEijndhoven
Let’s race!
@TimvEijndhoven
@TimvEijndhoven
@TimvEijndhoven
In
the
real w
orld
@TimvEijndhoven
@TimvEijndhoven
@TimvEijndhoven
@TimvEijndhoven
@TimvEijndhoven
@TimvEijndhoven
Examples of safety measures
• Geographic area limitation
• Strictly defined conditions
• Redundancy
• Multiple sensors
• Isolating control systems
• Human intervention fallback
@TimvEijndhoven
Ethics
@TimvEijndhoven
http://moralmachine.mit.edu
@TimvEijndhoven
http://moralmachine.mit.edu
@TimvEijndhoven
“In hazardous situations that prove to be
unavoidable, despite all technological
precautions being taken, the protection
of human life enjoys top priority in a
balancing of legally protected interests.”
@TimvEijndhoven
“In the event of unavoidable accident
situations, any distinction based on
personal features (age, gender, physical
or mental constitution) is strictly
prohibited.”
@TimvEijndhoven
Future improvements
• Improve detection and navigation of curved lanes
• Optimize line detection algorithm using sliding window
• Automatic (re)calibration of:
• Video parameters
• OpenCV parameters
• Add Flight recorder to enable replay and debug
• Control servos directly from Java
• Use AI for navigation
• Optimize for running everything on the car
Questions?
@TimvEijndhoven
Thanks for your time.
Got feedback? Tweet it!
All pictures belong
to their respective
authors
https://github.com/rc-dukes
@TimvEijndhoven

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Building a self-driving RC car @ Devoxx UK 2018