PREDICTION THE EVOLUTION OF TEMPERATURE AND VIBRATIONS ON SPINDLE USING ARTIFICIAL NEURAL NETWORKS AND FUZZY LOGIC
Simulation spindle behavior in terms of temperature and vibration at higher speeds is more economical and more secure (avoid undesirable mechanical events) than testing practice. Testing practice has an important role in finalizing the product but throughout the course of prototype testing is more a...
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Format: | Article |
Language: | English |
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Editura Academiei Oamenilor de Știință din România
2016-05-01
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Series: | Annals: Series on engineering sciences (Academy of Romanian Scientists) |
Subjects: | |
Online Access: | http://aos.ro/wp-content/anale/TVol8Nr1Art.4.pdf |
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author | Daniel Petru GHENCEA Miron ZAPCIU Claudiu Florinel BISU |
author_facet | Daniel Petru GHENCEA Miron ZAPCIU Claudiu Florinel BISU |
author_sort | Daniel Petru GHENCEA |
collection | DOAJ |
description | Simulation spindle behavior in terms of temperature and vibration at higher speeds is more economical and more secure (avoid undesirable mechanical events) than testing practice. Testing practice has an important role in finalizing the product but throughout the course of prototype testing is more advantageous economic development simulation parameters based on data sets collected to dangerous speeds. In this paper we present an analysis mode hybrid (artificial neural networks - fuzzy logic) on prediction the evolution of temperatures and vibrations at higher speeds for which no measurements were made. The main advantage of the method is the simultaneous prediction of the dynamics of temperature and vibration levels. |
first_indexed | 2024-12-11T14:39:51Z |
format | Article |
id | doaj.art-17181eb9fbcc482ea7284eb43da0c50e |
institution | Directory Open Access Journal |
issn | 2066-6950 2066-8570 |
language | English |
last_indexed | 2024-12-11T14:39:51Z |
publishDate | 2016-05-01 |
publisher | Editura Academiei Oamenilor de Știință din România |
record_format | Article |
series | Annals: Series on engineering sciences (Academy of Romanian Scientists) |
spelling | doaj.art-17181eb9fbcc482ea7284eb43da0c50e2022-12-22T01:01:58ZengEditura Academiei Oamenilor de Știință din RomâniaAnnals: Series on engineering sciences (Academy of Romanian Scientists)2066-69502066-85702016-05-01813952PREDICTION THE EVOLUTION OF TEMPERATURE AND VIBRATIONS ON SPINDLE USING ARTIFICIAL NEURAL NETWORKS AND FUZZY LOGICDaniel Petru GHENCEA0Miron ZAPCIU1Claudiu Florinel BISU2University ”Politehnica” of Bucharest, RomaniaUniversity ”Politehnica” of Bucharest, Academy of Romanian ScientistsUniversity ”Politehnica” of Bucharest, RomaniaSimulation spindle behavior in terms of temperature and vibration at higher speeds is more economical and more secure (avoid undesirable mechanical events) than testing practice. Testing practice has an important role in finalizing the product but throughout the course of prototype testing is more advantageous economic development simulation parameters based on data sets collected to dangerous speeds. In this paper we present an analysis mode hybrid (artificial neural networks - fuzzy logic) on prediction the evolution of temperatures and vibrations at higher speeds for which no measurements were made. The main advantage of the method is the simultaneous prediction of the dynamics of temperature and vibration levels.http://aos.ro/wp-content/anale/TVol8Nr1Art.4.pdfspindleartificial neural networksfuzzy logicANFIS |
spellingShingle | Daniel Petru GHENCEA Miron ZAPCIU Claudiu Florinel BISU PREDICTION THE EVOLUTION OF TEMPERATURE AND VIBRATIONS ON SPINDLE USING ARTIFICIAL NEURAL NETWORKS AND FUZZY LOGIC Annals: Series on engineering sciences (Academy of Romanian Scientists) spindle artificial neural networks fuzzy logic ANFIS |
title | PREDICTION THE EVOLUTION OF TEMPERATURE AND VIBRATIONS ON SPINDLE USING ARTIFICIAL NEURAL NETWORKS AND FUZZY LOGIC |
title_full | PREDICTION THE EVOLUTION OF TEMPERATURE AND VIBRATIONS ON SPINDLE USING ARTIFICIAL NEURAL NETWORKS AND FUZZY LOGIC |
title_fullStr | PREDICTION THE EVOLUTION OF TEMPERATURE AND VIBRATIONS ON SPINDLE USING ARTIFICIAL NEURAL NETWORKS AND FUZZY LOGIC |
title_full_unstemmed | PREDICTION THE EVOLUTION OF TEMPERATURE AND VIBRATIONS ON SPINDLE USING ARTIFICIAL NEURAL NETWORKS AND FUZZY LOGIC |
title_short | PREDICTION THE EVOLUTION OF TEMPERATURE AND VIBRATIONS ON SPINDLE USING ARTIFICIAL NEURAL NETWORKS AND FUZZY LOGIC |
title_sort | prediction the evolution of temperature and vibrations on spindle using artificial neural networks and fuzzy logic |
topic | spindle artificial neural networks fuzzy logic ANFIS |
url | http://aos.ro/wp-content/anale/TVol8Nr1Art.4.pdf |
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