ANALYSIS DATA SETS USING HYBRID TECHNIQUES APPLIED ARTIFICIAL INTELLIGENCE BASED PRODUCTION SYSTEMS INTEGRATED DESIGN

ANALYSIS DATA SETS USING HYBRID TECHNIQUES APPLIED ARTIFICIAL INTELLIGENCE BASED PRODUCTION SYSTEMS INTEGRATED DESIGN

The paper proposes a prediction model of behavior spindle from the point of view of the thermal deformations and the level of the vibrations by highlighting and processing the characteristic equations. This is a model analysis for the shaft with similar electro-mechanical characteristics can be achi...

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Main Authors: Daniel-Petru GHENCEA, Miron ZAPCIU, Claudiu-Florinel BISU, Elena-Iuliana BOTEANU, Elena-Luminita OLTEANU
Format: Article
Language:English
Published: Editura Academiei Oamenilor de Știință din România 2017-06-01
Series:Annals: Series on engineering sciences (Academy of Romanian Scientists)
Subjects:
fuzzy logic
artificial neural network
genetic algorithms
Matlab R2011b
VGD 1.7
Online Access:http://aos.ro/wp-content/anale/TVol9Nr1Art.6.pdf
id doaj-694cfc992edf4ddca6a6520ff9c1714c
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spelling doaj-694cfc992edf4ddca6a6520ff9c1714c2020-11-24T22:19:28Zeng Editura Academiei Oamenilor de Știință din România Annals: Series on engineering sciences (Academy of Romanian Scientists)2066-69502066-85702017-06-01916177ANALYSIS DATA SETS USING HYBRID TECHNIQUES APPLIED ARTIFICIAL INTELLIGENCE BASED PRODUCTION SYSTEMS INTEGRATED DESIGNDaniel-Petru GHENCEA0Miron ZAPCIU1Claudiu-Florinel BISU2Elena-Iuliana BOTEANU3Elena-Luminita OLTEANU4University POLITEHNICA of Bucharest, RomaniaUniversity POLITEHNICA of Bucharest; Academy of Romanian ScientistsUniversity POLITEHNICA of Bucharest, RomaniaUniversity POLITEHNICA of Bucharest, RomaniaUniversity POLITEHNICA of Bucharest, RomaniaThe paper proposes a prediction model of behavior spindle from the point of view of the thermal deformations and the level of the vibrations by highlighting and processing the characteristic equations. This is a model analysis for the shaft with similar electro-mechanical characteristics can be achieved using a hybrid analysis based on artificial intelligence (genetic algorithms - artificial neural networks - fuzzy logic). The paper presents a prediction mode obtaining valid range of values for spindles with similar characteristics based on measured data sets from a few spindles test without additional measures being required. Extracting polynomial functions of graphs resulting from simultaneous measurements and predict the dynamics of the two features with multi-objective criterion is the main advantage of this method.http://aos.ro/wp-content/anale/TVol9Nr1Art.6.pdffuzzy logicartificial neural networkgenetic algorithmsMatlab R2011bVGD 1.7
collection DOAJ
language English
format Article
sources DOAJ
author Daniel-Petru GHENCEA
Miron ZAPCIU
Claudiu-Florinel BISU
Elena-Iuliana BOTEANU
Elena-Luminita OLTEANU
spellingShingle Daniel-Petru GHENCEA
Miron ZAPCIU
Claudiu-Florinel BISU
Elena-Iuliana BOTEANU
Elena-Luminita OLTEANU
ANALYSIS DATA SETS USING HYBRID TECHNIQUES APPLIED ARTIFICIAL INTELLIGENCE BASED PRODUCTION SYSTEMS INTEGRATED DESIGN
Annals: Series on engineering sciences (Academy of Romanian Scientists)
fuzzy logic
artificial neural network
genetic algorithms
Matlab R2011b
VGD 1.7
author_facet Daniel-Petru GHENCEA
Miron ZAPCIU
Claudiu-Florinel BISU
Elena-Iuliana BOTEANU
Elena-Luminita OLTEANU
author_sort Daniel-Petru GHENCEA
title ANALYSIS DATA SETS USING HYBRID TECHNIQUES APPLIED ARTIFICIAL INTELLIGENCE BASED PRODUCTION SYSTEMS INTEGRATED DESIGN
title_short ANALYSIS DATA SETS USING HYBRID TECHNIQUES APPLIED ARTIFICIAL INTELLIGENCE BASED PRODUCTION SYSTEMS INTEGRATED DESIGN
title_full ANALYSIS DATA SETS USING HYBRID TECHNIQUES APPLIED ARTIFICIAL INTELLIGENCE BASED PRODUCTION SYSTEMS INTEGRATED DESIGN
title_fullStr ANALYSIS DATA SETS USING HYBRID TECHNIQUES APPLIED ARTIFICIAL INTELLIGENCE BASED PRODUCTION SYSTEMS INTEGRATED DESIGN
title_full_unstemmed ANALYSIS DATA SETS USING HYBRID TECHNIQUES APPLIED ARTIFICIAL INTELLIGENCE BASED PRODUCTION SYSTEMS INTEGRATED DESIGN
title_sort analysis data sets using hybrid techniques applied artificial intelligence based production systems integrated design
publisher Editura Academiei Oamenilor de Știință din România
series Annals: Series on engineering sciences (Academy of Romanian Scientists)
issn 2066-6950
2066-8570
publishDate 2017-06-01
description The paper proposes a prediction model of behavior spindle from the point of view of the thermal deformations and the level of the vibrations by highlighting and processing the characteristic equations. This is a model analysis for the shaft with similar electro-mechanical characteristics can be achieved using a hybrid analysis based on artificial intelligence (genetic algorithms - artificial neural networks - fuzzy logic). The paper presents a prediction mode obtaining valid range of values for spindles with similar characteristics based on measured data sets from a few spindles test without additional measures being required. Extracting polynomial functions of graphs resulting from simultaneous measurements and predict the dynamics of the two features with multi-objective criterion is the main advantage of this method.
topic fuzzy logic
artificial neural network
genetic algorithms
Matlab R2011b
VGD 1.7
url http://aos.ro/wp-content/anale/TVol9Nr1Art.6.pdf
work_keys_str_mv AT danielpetrughencea analysisdatasetsusinghybridtechniquesappliedartificialintelligencebasedproductionsystemsintegrateddesign
AT mironzapciu analysisdatasetsusinghybridtechniquesappliedartificialintelligencebasedproductionsystemsintegrateddesign
AT claudiuflorinelbisu analysisdatasetsusinghybridtechniquesappliedartificialintelligencebasedproductionsystemsintegrateddesign
AT elenaiulianaboteanu analysisdatasetsusinghybridtechniquesappliedartificialintelligencebasedproductionsystemsintegrateddesign
AT elenaluminitaolteanu analysisdatasetsusinghybridtechniquesappliedartificialintelligencebasedproductionsystemsintegrateddesign
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