Fuzzy Logic Controller for the Inverted Pendulum Problem ' - PowerPoint PPT Presentation

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Fuzzy Logic Controller for the Inverted Pendulum Problem '

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Cart Position is large negative. Cart Velocity is large negative. cmf( 5, 5, 1, 1 ) ... Cart Position is zero. Cart Velocity is zero. cmf( 4, 4, 3, 3 ) ... – PowerPoint PPT presentation

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Title: Fuzzy Logic Controller for the Inverted Pendulum Problem '


1
Fuzzy Logic Controllerfor the Inverted Pendulum
Problem .
Project
  • by Larry Bush

2
Why?
3
Simulator
Simulator
4
Problem Statement
5
Re-statement
  • To improve the model.

6
(No Transcript)
7
Consequent MFs
  • cp fn ( 17, -5.4 5.4 )
  • Evenly Spaced
  • Horizontally Symmetrical
  • Orthogonal
  • Trapezoidal
  • Support 3 x Core

8
Rule-Base
  cmf(i, j, k, l) cp(i j k l - 3)
for i, j, k, l 1 5
9
2 Dimensions
10
Rule-Base
  cmf(i, j, k, l) cp( i (j-1) (-k5)
(-l5) )
11
Rule-Base
  cmf( 1, 1, 1, 1 ) cp( i (j-1) (-k5)
(-l5) ) cp( 9 ) Force 0
12
Rule-Base
Angle is large positive. Angular Velocity is
large positive. Cart Position is large
negative. Cart Velocity is large negative. cmf(
5, 5, 1, 1 ) cp( i (j-1) (-k5) (-l5)
) cp( 17 ) Force large positive
13
Rule-Base
Angle is small positive. Angular Velocity is
small positive. Cart Position is zero. Cart
Velocity is zero. cmf( 4, 4, 3, 3 ) cp( i
(j-1) (-k5) (-l5) ) cp( 11 ) Force
small positive
14
Neural Net
15
(No Transcript)
16
Demo
17
Take Aways
  • Fuzzy Controllers Work
  • 4-input, 5-MF
  • Work the Best
  • Computationally Expensive
  • Difficult to Tune
  • Automated Tuning Techniques Work

18
End
19
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