Download:
|
by Manuel Valenzuela Rend'on, Centro De Inteligencia Artificial, Enero De
http://www-cia.mty.itesm.mx/~mvalenzu/Publicaciones/FCS-rep.ps
Add To MetaCart
Abstract:
This report describes the fuzzy classifier system and a new payoff distribution scheme that performs true reinforcement learning. The fuzzy classifier system is a crossover between learning classifier systems and fuzzy logic controllers. By the use of fuzzy logic, the fuzzy classifier system allows for variables to take continuous values, and thus, could be applied to the identification and control of continuous dynamic systems. The fuzzy classifier system adapt the mechanics of learning classifier system to fuzzy logic to evolve sets of coadapted fuzzy rules. The payoff distribution scheme presented here opens the way for the use of the fuzzy classifier system in control tasks. Additionally, other mechanisms that improve learning speed are presented.
Citations
|
527
|
Adaptation in natural and artificial systems, Ann Arbor
– Holland
- 1975
|
|
66
|
Induction: processes of inference, learning and discovery
– Holland, Holyoak, et al.
- 1986
|
|
65
|
Design of an Adaptive Fuzzy Logic Controller Using a Genetic Algorithm
– Karr
- 1991
|
|
65
|
Automatic Control Systems
– Kuo
- 1987
|
|
49
|
Computer-aided Gas Pipeline Operation Using Genetic Algorithms and
– Goldberg
- 1983
|
|
47
|
Fuzzy Control and Fuzzy Systems
– Pedrycz
- 1993
|
|
35
|
The fuzzy classifier system: A classifier system for continuously varying variables
– Valenzuela-Rend'on
- 1991
|
|
25
|
A new approach to fuzzy classifier systems
– Parodi, Bonelli
- 1993
|
|
14
|
Control of a Cement Kiln in Fuzzy Logic
– Holmblad, Ostergaard
- 1982
|
|
12
|
The fuzzy classifier system: Motivations and first results
– Valenzuela-Rend'on
- 1991
|
|
10
|
Fuzzy Set Theory---and Its Applications
– Zimmermann
- 1991
|
|
7
|
Direct digital control, auto-tuning and supervision using fuzzy logic
– Ollero, García-Cerezo
- 1989
|
|
6
|
Two analysis tools to describe the operation of classifier systems
– Valenzuela-Rend'on
- 1989
|
|
2
|
Control and dynamic systems
– Takahashi, Rabins, et al.
- 1972
|
|
1
|
Controlling excessive fuzziness in a fuzzy classifier system
– Furuhashi, Kakaoka, et al.
- 1993
|
|
1
|
Traffic control process of expressway by fuzzy logic
– Saski, Akiyama
- 1988
|
|
1
|
Experiments with the use of a ruled-based self-organising controller for robotics applications. Fuzzy Sets and Systems
– Tanscheit, Scharf
- 1988
|
