Formal Presentation of Fuzzy Systems with Multiple Sensor Inputs

The paper addresses the problems of complexity in fuzzy rule based systems with multiple sensor inputs. The number of fuzzy rules in this case is an exponential function of the number of inputs. Some of the existing methods for rule base reductions are reviewed and their drawbacks summarized. As an...

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Main Authors: Alexander GEGOV, Dimitrios MAKETAS
Format: Article
Language:English
Published: IFSA Publishing, S.L. 2005-08-01
Series:Sensors & Transducers
Subjects:
Online Access:http://www.sensorsportal.com/HTML/DIGEST/august_05/P_SI_1.pdf
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spelling doaj-4ac953b30af64d528af3c162ecbb0ec82020-11-24T22:36:24ZengIFSA Publishing, S.L.Sensors & Transducers2306-85151726-54792005-08-011Special Issue366373Formal Presentation of Fuzzy Systems with Multiple Sensor InputsAlexander GEGOV0Dimitrios MAKETAS1University of PortsmouthUniversity of PortsmouthThe paper addresses the problems of complexity in fuzzy rule based systems with multiple sensor inputs. The number of fuzzy rules in this case is an exponential function of the number of inputs. Some of the existing methods for rule base reductions are reviewed and their drawbacks summarized. As an alternative, a novel methodology for complexity management in fuzzy systems is presented which is based on formal presentation techniques such as integer tables. A Matlab example is shown illustrating the presentation of a fuzzy rule base with an integer table. Finally, some future research directions are outlined within the framework of the proposed methodology.http://www.sensorsportal.com/HTML/DIGEST/august_05/P_SI_1.pdfmultiple sensorsfuzzy systemsrule basescomplexity managementformal presentation
collection DOAJ
language English
format Article
sources DOAJ
author Alexander GEGOV
Dimitrios MAKETAS
spellingShingle Alexander GEGOV
Dimitrios MAKETAS
Formal Presentation of Fuzzy Systems with Multiple Sensor Inputs
Sensors & Transducers
multiple sensors
fuzzy systems
rule bases
complexity management
formal presentation
author_facet Alexander GEGOV
Dimitrios MAKETAS
author_sort Alexander GEGOV
title Formal Presentation of Fuzzy Systems with Multiple Sensor Inputs
title_short Formal Presentation of Fuzzy Systems with Multiple Sensor Inputs
title_full Formal Presentation of Fuzzy Systems with Multiple Sensor Inputs
title_fullStr Formal Presentation of Fuzzy Systems with Multiple Sensor Inputs
title_full_unstemmed Formal Presentation of Fuzzy Systems with Multiple Sensor Inputs
title_sort formal presentation of fuzzy systems with multiple sensor inputs
publisher IFSA Publishing, S.L.
series Sensors & Transducers
issn 2306-8515
1726-5479
publishDate 2005-08-01
description The paper addresses the problems of complexity in fuzzy rule based systems with multiple sensor inputs. The number of fuzzy rules in this case is an exponential function of the number of inputs. Some of the existing methods for rule base reductions are reviewed and their drawbacks summarized. As an alternative, a novel methodology for complexity management in fuzzy systems is presented which is based on formal presentation techniques such as integer tables. A Matlab example is shown illustrating the presentation of a fuzzy rule base with an integer table. Finally, some future research directions are outlined within the framework of the proposed methodology.
topic multiple sensors
fuzzy systems
rule bases
complexity management
formal presentation
url http://www.sensorsportal.com/HTML/DIGEST/august_05/P_SI_1.pdf
work_keys_str_mv AT alexandergegov formalpresentationoffuzzysystemswithmultiplesensorinputs
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