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A New Approach to the Synthesis of Fuzzy Systems from Input-Output Data

Identificadores del recurso

http://www.tdx.cat/TDX-1116105-110034

http://hdl.handle.net/10803/9147

B.50523-2005

Jatorria

(Tesis de la Universitat Ramon Llull)

Fitxa

Izenburu:: A New Approach to the Synthesis of Fuzzy Systems from Input-Output Data
Tema:: Lògica difusa; intelligible modeling; modelat intel.ligible; modelado inteligible; Lógica difusa; Fuzzy logic; Intel.ligència artificial; 62
Deskribapen:: Fuzzy logic has been applied successfully to systems modeling for ages. One of its main advantages is that it provides an understandable knowledge representation. Nevertheless, most investigations have focused their efforts on achieving accurate models and by doing so, they have omitted the linguistic capabilities of fuzzy logic.

This thesis researches into the issues related to intelligible fuzzy models, because since science demonstrated the use of fuzzy logic when searching optimal models in terms of error (in fact a fuzzy model is a universal approximator), some but few investigators have focused their efforts in order to achieve really intelligible models in spite of losing some accuracy.

In this work we propose a whole methodology able to find an intelligible fuzzy model in a local manner (rule by rule) from input-output data. In this sense we find the number and position of the necessary fuzzy sets and also the linguistic rules related to them. For this purpose we have developed a hierarchical process which takes into account several steps and techniques, some of which are original contributions.

The resulting method is very simple and also intelligible. Therefore, this solution performs the final models with a low computational cost, but furthermore, allows the tuning of its different options depending on the nature of the problem and the characteristics of the users.

In this thesis we explain the whole methodology and illustrate its advantages (but also its problems) with several examples which are benchmarks in most cases.
Iturri:: TDX (Tesis Doctorals en Xarxa)
Idioma:: English
Autor/Productor:: Garriga Berga, Carles
Argitaratzaile:: Universitat Ramon Llull
Otros colaboradores/productores:: cgarriga@salleURL.edu; true; Vilasís Cardona, Xavier; Universitat Ramon Llull. EALS - Electrònica
Eskubideak:: ADVERTIMENT. L'accés als continguts d'aquesta tesi doctoral i la seva utilització ha de respectar els drets de la persona autora. Pot ser utilitzada per a consulta o estudi personal, així com en activitats o materials d'investigació i docència en els termes establerts a l'art. 32 del Text Refós de la Llei de Propietat Intel·lectual (RDL 1/1996). Per altres utilitzacions es requereix l'autorització prèvia i expressa de la persona autora. En qualsevol cas, en la utilització dels seus continguts caldrà indicar de forma clara el nom i cognoms de la persona autora i el títol de la tesi doctoral. No s'autoritza la seva reproducció o altres formes d'explotació efectuades amb finalitats de lucre ni la seva comunicació pública des d'un lloc aliè al servei TDX. Tampoc s'autoritza la presentació del seu contingut en una finestra o marc aliè a TDX (framing). Aquesta reserva de drets afecta tant als continguts de la tesi com als seus resums i índexs.; info:eu-repo/semantics/openAccess
Data:: 2011-04-12T18:37:00Z; 2005-11-16; 2005-10-07
Tipo de recurso:: info:eu-repo/semantics/doctoralThesis; info:eu-repo/semantics/publishedVersion
Formatu:: application/pdf

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