Neuro-fuzzy Hybrid System for Monitoring Wood Moisture Content During Drying

ABSTRACT The heterogeneous behavior of wood during drying is a process difficult to control. The objective of this study was to evaluate the accuracy of the neuro-fuzzy hybrid system for monitoring wood moisture during drying. Eucalyptus urophylla x Eucalyptus grandis samples (2 x 2 x 4 cm) were saturated and dried in climatic chamber for 15 days. Basic density was determined by the dry mass/saturated volume ratio. Two neuro-fuzzy systems were developed to monitor wood moisture, the first based on the genetic material and drying period and the second based on basic density and drying period. The drying rate of wood samples was higher at the initial period and all reached equilibrium moisture content after 15 days. Density showed relationship with wood moisture during the study period. Both systems have the potential to monitor moisture, however, neuro-fuzzy system based on basic density and drying period showed better results and is therefore more suitable.

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Main Authors: Zanuncio,Antônio José Vinha, Carvalho,Amélia Guimarães, Araújo Júnior,Carlos Alberto, Assis,Maíra Reis de, Silva,Liniker Fernandes da
Format: Digital revista
Language:English
Published: Instituto de Florestas da Universidade Federal Rural do Rio de Janeiro 2019
Online Access:http://old.scielo.br/scielo.php?script=sci_arttext&pid=S2179-80872019000200122
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spelling oai:scielo:S2179-808720190002001222019-04-02Neuro-fuzzy Hybrid System for Monitoring Wood Moisture Content During DryingZanuncio,Antônio José VinhaCarvalho,Amélia GuimarãesAraújo Júnior,Carlos AlbertoAssis,Maíra Reis deSilva,Liniker Fernandes da air drying basic density Eucalyptus ABSTRACT The heterogeneous behavior of wood during drying is a process difficult to control. The objective of this study was to evaluate the accuracy of the neuro-fuzzy hybrid system for monitoring wood moisture during drying. Eucalyptus urophylla x Eucalyptus grandis samples (2 x 2 x 4 cm) were saturated and dried in climatic chamber for 15 days. Basic density was determined by the dry mass/saturated volume ratio. Two neuro-fuzzy systems were developed to monitor wood moisture, the first based on the genetic material and drying period and the second based on basic density and drying period. The drying rate of wood samples was higher at the initial period and all reached equilibrium moisture content after 15 days. Density showed relationship with wood moisture during the study period. Both systems have the potential to monitor moisture, however, neuro-fuzzy system based on basic density and drying period showed better results and is therefore more suitable.info:eu-repo/semantics/openAccessInstituto de Florestas da Universidade Federal Rural do Rio de JaneiroFloresta e Ambiente v.26 n.2 20192019-01-01info:eu-repo/semantics/articletext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S2179-80872019000200122en10.1590/2179-8087.050417
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country Brasil
countrycode BR
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region America del Sur
libraryname SciELO
language English
format Digital
author Zanuncio,Antônio José Vinha
Carvalho,Amélia Guimarães
Araújo Júnior,Carlos Alberto
Assis,Maíra Reis de
Silva,Liniker Fernandes da
spellingShingle Zanuncio,Antônio José Vinha
Carvalho,Amélia Guimarães
Araújo Júnior,Carlos Alberto
Assis,Maíra Reis de
Silva,Liniker Fernandes da
Neuro-fuzzy Hybrid System for Monitoring Wood Moisture Content During Drying
author_facet Zanuncio,Antônio José Vinha
Carvalho,Amélia Guimarães
Araújo Júnior,Carlos Alberto
Assis,Maíra Reis de
Silva,Liniker Fernandes da
author_sort Zanuncio,Antônio José Vinha
title Neuro-fuzzy Hybrid System for Monitoring Wood Moisture Content During Drying
title_short Neuro-fuzzy Hybrid System for Monitoring Wood Moisture Content During Drying
title_full Neuro-fuzzy Hybrid System for Monitoring Wood Moisture Content During Drying
title_fullStr Neuro-fuzzy Hybrid System for Monitoring Wood Moisture Content During Drying
title_full_unstemmed Neuro-fuzzy Hybrid System for Monitoring Wood Moisture Content During Drying
title_sort neuro-fuzzy hybrid system for monitoring wood moisture content during drying
description ABSTRACT The heterogeneous behavior of wood during drying is a process difficult to control. The objective of this study was to evaluate the accuracy of the neuro-fuzzy hybrid system for monitoring wood moisture during drying. Eucalyptus urophylla x Eucalyptus grandis samples (2 x 2 x 4 cm) were saturated and dried in climatic chamber for 15 days. Basic density was determined by the dry mass/saturated volume ratio. Two neuro-fuzzy systems were developed to monitor wood moisture, the first based on the genetic material and drying period and the second based on basic density and drying period. The drying rate of wood samples was higher at the initial period and all reached equilibrium moisture content after 15 days. Density showed relationship with wood moisture during the study period. Both systems have the potential to monitor moisture, however, neuro-fuzzy system based on basic density and drying period showed better results and is therefore more suitable.
publisher Instituto de Florestas da Universidade Federal Rural do Rio de Janeiro
publishDate 2019
url http://old.scielo.br/scielo.php?script=sci_arttext&pid=S2179-80872019000200122
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