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Intelligent Modeling with Agent-Based Fuzzy Cognitive Map


Štula, Maja; Stipaničev, Darko; Šerić, Ljiljana
Intelligent Modeling with Agent-Based Fuzzy Cognitive Map // International journal of intelligent systems, 25 (2010), 10; 981-1004 doi:10.1002/int.20435 (međunarodna recenzija, članak, znanstveni)


Naslov
Intelligent Modeling with Agent-Based Fuzzy Cognitive Map

Autori
Štula, Maja ; Stipaničev, Darko ; Šerić, Ljiljana

Izvornik
International journal of intelligent systems (0884-8173) 25 (2010), 10; 981-1004

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
FCM; multi-agent systems; Agent Based Fuzzy Cognitive Map

Sažetak
This article presents an agent-based fuzzy cognitive map (ABFCM) developed injecting the concept of multi-agent system (MAS) into the fuzzy cognitive map (FCM). Fuzzy cognitive map is used for qualitative modeling and simulation. Compared to the FCM, the ABFCM enables different inference algorithms in each node enabling simulation of systems with diverse behavior concepts. Each map node can exhibit individual, more or less intelligent, behavior and still can interact with other nodes to conclude on system behavior. Resulting method also enables automatic results interpretation adding additional intelligence to a classic FCM. Explanation of the obtained system architecture with FCM and MAS integration is presented in the article. The experimental results in the article are obtained with the ABFCM prototype, developed on the basis of ABFCM structure given in the article. Multi-agent technology can bring new properties into existing fields and methods, like in the ABFCM case.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekt / tema
023-0232005-2003 - AgISEco - Agentski orijentirani inteligentni sustavi nadzora i zaštite okoliša (Darko Stipaničev, )

Ustanove
Fakultet elektrotehnike, strojarstva i brodogradnje, Split

Časopis indeksira:


  • Current Contents Connect (CCC)
  • Web of Science Core Collection (WoSCC)
    • Science Citation Index Expanded (SCI-EXP)
    • SCI-EXP, SSCI i/ili A&HCI
  • Scopus


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