JOURNAL ARTICLE

<title>Fuzzy logic resource manager: real-time adaptation and self-organization</title>

James F. Smith

Year: 2004 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 5429 Pages: 77-88   Publisher: SPIE

Abstract

A fuzzy logic expert system has been developed that automatically allocates electronic attack (EA) resources distributed over different platforms in real-time. Genetic algorithm based optimization is conducted to determine the form of the membership functions for the fuzzy root concepts. The resource manager (RM) is made up of five parts, the isolated platform model, the multi-platform decision tree, the fuzzy EA model, the fuzzy parameter selection tree and the fuzzy strategy tree. The platforms are each controlled by their own copy of the RM allowing them to automatically work together, i.e., they self-organize through communication without the need of a central commander. A group of platforms working together will automatically show desirable forms of emergent behavior, i.e., they will exhibit desirable behavior that was never explicitly programmed into them. This is important since it is impossible to have a rule covering every possible situation that might be encountered. An example of desirable emergent behavior is discussed as well as a method using a co-evolutionary war game for eliminating undesirable forms of behavior. The RM's ability to adapt to changing situations is enhanced by the fuzzy parameter selection tree. Tree structure is discussed as well as various related examples.

Keywords:
Fuzzy logic Adaptation (eye) Computer science Resource (disambiguation) Artificial intelligence Psychology Neuroscience Computer network

Metrics

10
Cited By
3.09
FWCI (Field Weighted Citation Impact)
0
Refs
0.92
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Fuzzy Logic and Control Systems
Physical Sciences →  Computer Science →  Artificial Intelligence

Related Documents

JOURNAL ARTICLE

<title>Fuzzy logic resource manager: tree structure and optimization</title>

James F. SmithRobert D. Rhyne

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 2001 Vol: 4380 Pages: 312-323
JOURNAL ARTICLE

<title>Self-organization by fuzzy clustering</title>

G. BeniS. HackwoodXiaomin Liu

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 1992 Vol: 1710 Pages: 572-582
JOURNAL ARTICLE

<title>Network-centric fuzzy resource manager: structure and validation</title>

James F. SmithZachary Firth

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 2003 Vol: 5101 Pages: 192-202
JOURNAL ARTICLE

<title>Fuzzy logic resource manager: decision tree topology, combined admissible regions, and the self-morphing property</title>

James F. Smith

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 2003 Vol: 5096 Pages: 104-114
JOURNAL ARTICLE

<title>Fuzzy logic resource manager: multi-agent techniques, fuzzy rules, strategies, and fuzzy decision tree structure</title>

James F. Smith

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 2002 Vol: 4729 Pages: 78-89
© 2026 ScienceGate Book Chapters — All rights reserved.