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Car Racing Competition at WCCI2008 - Diego Perez
1. WCCI 2008 Racing Car Competition
Rule GA Controller
Diego Pérez Liébana
University Carlos III, Madrid
Professors: Yago Sáez, Pedro Isasi
2. Table of contents
Inputdata
Base Individual
Rule GA
Results and Future Work
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WCCI 2008 Car Racing Competition - Diego Pérez Liébana - June 2008
3. Input Data I
Angle
– - to
– Discretization to range: [0,4]
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WCCI 2008 Car Racing Competition - Diego Pérez Liébana - June 2008
4. Input Data II
Track Position
– -1 to 1
– Discretization to range: [0,1]
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WCCI 2008 Car Racing Competition - Diego Pérez Liébana - June 2008
5. Input Data III
Speed
– 0 to ... (km/h)
– Discretization to range: [0,3]
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WCCI 2008 Car Racing Competition - Diego Pérez Liébana - June 2008
6. Input Data IV
Track
– 19 sensors, from 0 to 100.
– Discretization to range: [0,2]
• If any < 20 : 1
• If any < 100 : 0
• Else : 2
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WCCI 2008 Car Racing Competition - Diego Pérez Liébana - June 2008
7. Base Individual I
First approach
120 rules:
– Angle: [0,4]
}
– Track Position: [0,1]
ACC ...
– Speed: [0,3] STE ...
– Track: [0,2]
– Each rule: 0000 0001 .... 4131 4132
• Steering: [-1,1]
• Acceleration: [0,1]
• Gear bounds:
– 3000 rpm.
– 6000 rpm.
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WCCI 2008 Car Racing Competition - Diego Pérez Liébana - June 2008
8. Base Individual II
First approach (cont.)
– Evolve a GA maximizing the distance raced.
– TORCS did not behave in a stable way.
Second approach
– Find the rule set that allows the vehicle to end a
lap, centred on the track.
– Minimize angle to track axis.
– Simetry: Could have been the problem?
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WCCI 2008 Car Racing Competition - Diego Pérez Liébana - June 2008
9. Rule GA Individual
Rules from base individual compose the GA indivudal.
N rules, depending on base individual.
Including left (conditions) and right (actions) sides.
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WCCI 2008 Car Racing Competition - Diego Pérez Liébana - June 2008
10. Rule GA Step
Create a new rule by genetic operators.
Substitute the new one for the most similar in the individual.
If fitness decreases, new rule stays. If not, recover the previous one.
– Linear combination of lap time (40%) and damage (60%).
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WCCI 2008 Car Racing Competition - Diego Pérez Liébana - June 2008
11. Results and Future Work
Base individual without simetry.
Evolution phase in more than one track.
so...
See you on CIG 2008!
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WCCI 2008 Car Racing Competition - Diego Pérez Liébana - June 2008