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Parameter Weighting for Multi-dimensional Fuzzy Inference Systems

Milbredt, Olaf (2016) Parameter Weighting for Multi-dimensional Fuzzy Inference Systems. In: IEEE 5th International Conference on Control, Automation and Information Sciences. 5th IEEE International Conference on Control, Automation and Information Science, 27-29 October 2016, Ansan, Korea. DOI: 10.1109/ICCAIS.2016.7822465

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Abstract

Exponential growth of the number of rules of a multi-dimensional Fuzzy Inference System with growing number of input parameters makes it impractical for humans to populate the description of such a system via the Fuzzy Control Language by hand. In this paper we present a methodology for automatically generating rules. The generation process is influenced by a given weighting of the input parameters. The weighting is derived from a parameter weighting matrix used in the context of Analytic Hierarchy Process. The resulting Fuzzy Inference Systems are intended to be the starting point of an Adaptive Neuro-Fuzzy Inference System. As application of the methodology we present the security management at an airport. Here, Fuzzy Logic is used to evaluate the overall security situation.

Item URL in elib:https://elib.dlr.de/105924/
Document Type:Conference or Workshop Item (Speech)
Title:Parameter Weighting for Multi-dimensional Fuzzy Inference Systems
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Milbredt, OlafOlaf.Milbredt (at) dlr.dehttps://orcid.org/0000-0001-7388-7026
Date:October 2016
Journal or Publication Title:IEEE 5th International Conference on Control, Automation and Information Sciences
Refereed publication:Yes
Open Access:No
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
DOI :10.1109/ICCAIS.2016.7822465
Status:Published
Keywords:Fuzzy Logic; Automatic Generation of Rules; Analytic Hierarchy Process; Parameter Weighting Matrix
Event Title:5th IEEE International Conference on Control, Automation and Information Science
Event Location:Ansan, Korea
Event Type:international Conference
Event Dates:27-29 October 2016
Organizer:IEEE Seoul Section AES Chapter
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Transport
HGF - Program Themes:Traffic Management (old)
DLR - Research area:Transport
DLR - Program:V VM - Verkehrsmanagement
DLR - Research theme (Project):V - Optimode.net (old)
Location: Braunschweig
Institutes and Institutions:Institute of Air Transport and Airport Research > Airport Research
Deposited By: Milbredt, Dr. Olaf
Deposited On:05 Sep 2016 09:03
Last Modified:13 Feb 2017 12:51

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