DocumentCode
2043244
Title
A proposal for Multi-Purpose Fuzzy Cognitive Maps library for complex system modeling
Author
Puheim, Michal ; Vascak, Jan ; Madarasz, Ladislav
Author_Institution
Dept. of Cybern. & Artificial Intell., Tech. Univ. of Kosice, Kosice, Slovakia
fYear
2015
fDate
22-24 Jan. 2015
Firstpage
175
Lastpage
180
Abstract
In this paper we explain the need for a new multi-purpose Fuzzy Cognitive Maps (FCM) library and offer its proposal. Within the paper we provide an overview of available tools and libraries along with their advantages and disadvantages. We use this information in order to build a list of necessary requirements for a new library. With these requirements in mind, we offer a proposal for a new FCM library. The proposed library aims provide flexibility and applicability for various use cases, from simple system prototyping to modeling and control of complex systems. In contrast to the most of the available FCM tools, it incorporates a built-in learning mechanisms for automated adaptation of the parameters of the map. An emphasis is placed on a simplicity of library deployment and ease of use.
Keywords
cognitive systems; directed graphs; fuzzy logic; large-scale systems; FCM library; complex system control; complex system modeling; library deployment simplicity; multipurpose fuzzy cognitive maps library; system prototyping; Adaptation models; Fuzzy cognitive maps; Java; Libraries; MATLAB; Object oriented modeling; .NET framework; complex systems; fuzzy cognitive map; library; modeling;
fLanguage
English
Publisher
ieee
Conference_Titel
Applied Machine Intelligence and Informatics (SAMI), 2015 IEEE 13th International Symposium on
Conference_Location
Herl´any
Type
conf
DOI
10.1109/SAMI.2015.7061871
Filename
7061871
Link To Document