DocumentCode :
2006845
Title :
Fuzzy logic resource manager: multi-agent fuzzy rules, self-organization and validation
Author :
Smith, James F.
Author_Institution :
Naval Res. Lab., Washington, DC, USA
Volume :
1
fYear :
2002
fDate :
8-11 July 2002
Firstpage :
199
Abstract :
Modern naval battleforces generally include many different platforms each with onboard sensors such as, radar, ESM, etc. The sharing of information measured by local sensors across the battlegroup should allow for near optimal decisions. A fuzzy logic algorithm has been developed that automatically allocates electronic attack (EA) resources in real-time. The controller must be able to make decisions based on rules provided by experts. The fizzy logic approach allows the direct incorporation of expertise. Genetic algorithm based optimization is conducted to determine the form of the membership functions for the fuzzy root concepts. Two algorithms for allocating power when faced with uncertainty are discussed. The self-organizing abilities of groups of agents controlled by the resource manager are considered. Methods of validating the resource manager are examined. These include evaluation through the scenario generator, a digital war game environment, the creation of mathematical measures of effectiveness, and other experimental test.
Keywords :
data mining; decision trees; electronic countermeasures; expert systems; fuzzy logic; genetic algorithms; linear programming; multi-agent systems; resource allocation; digital war game environment; distributed AI algorithm; electronic attack resources; expert systems; fuzzy logic resource manager; genetic algorithm based optimization; membership functions; multi-agent fuzzy rules; naval battleforces; onboard sensors; self-organization; Artificial intelligence; Databases; Decision trees; Fuzzy logic; Fuzzy systems; Genetic algorithms; Laboratories; Power system management; Resource management; Telephony;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Fusion, 2002. Proceedings of the Fifth International Conference on
Conference_Location :
Annapolis, MD, USA
Print_ISBN :
0-9721844-1-4
Type :
conf
DOI :
10.1109/ICIF.2002.1021151
Filename :
1021151
Link To Document :
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