A calibration approach based on Takagi-Sugeno fuzzy inference system for digital electronic compasses
Contribuinte(s) |
UNIVERSIDADE DE SÃO PAULO |
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Data(s) |
18/10/2012
18/10/2012
2011
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Resumo |
Recently, the development of industrial processes brought on the outbreak of technologically complex systems. This development generated the necessity of research relative to the mathematical techniques that have the capacity to deal with project complexities and validation. Fuzzy models have been receiving particular attention in the area of nonlinear systems identification and analysis due to it is capacity to approximate nonlinear behavior and deal with uncertainty. A fuzzy rule-based model suitable for the approximation of many systems and functions is the Takagi-Sugeno (TS) fuzzy model. IS fuzzy models are nonlinear systems described by a set of if then rules which gives local linear representations of an underlying system. Such models can approximate a wide class of nonlinear systems. In this paper a performance analysis of a system based on IS fuzzy inference system for the calibration of electronic compass devices is considered. The contribution of the evaluated IS fuzzy inference system is to reduce the error obtained in data acquisition from a digital electronic compass. For the reliable operation of the TS fuzzy inference system, adequate error measurements must be taken. The error noise must be filtered before the application of the IS fuzzy inference system. The proposed method demonstrated an effectiveness of 57% at reducing the total error based on considered tests. (C) 2011 Elsevier Ltd. All rights reserved. National Council of Scientific and Technologic Development of Brazil - CNPq[303963/2009-3/PQ] National Council of Scientific and Technologic Development of Brazil - CNPq[478158/2009-2] Fundacao Araucaria[14/2008-416/09-15149] |
Identificador |
EXPERT SYSTEMS WITH APPLICATIONS, v.38, n.11, p.13688-13693, 2011 0957-4174 http://producao.usp.br/handle/BDPI/18773 10.1016/j.eswa.2011.04.155 |
Idioma(s) |
eng |
Publicador |
PERGAMON-ELSEVIER SCIENCE LTD |
Relação |
Expert Systems with Applications |
Direitos |
restrictedAccess Copyright PERGAMON-ELSEVIER SCIENCE LTD |
Palavras-Chave | #Calibration #Instrumentation #Fuzzy system #Takagi-Sugeno fuzzy system #Electronic compass #LINGUISTIC-SYNTHESIS #IDENTIFICATION #LOGIC #MODEL #CONTROLLER #DESIGN #FILTER #Computer Science, Artificial Intelligence #Engineering, Electrical & Electronic #Operations Research & Management Science |
Tipo |
article original article publishedVersion |