Cargando…

Modeling consolidation of soft clay by developing a fractional differential constitutive model in conjunction with an intelligent displacement inversion method

Studying the constitutive relation of soft clays is of critical importance for fundamentally understanding their complex consolidation behavior. This study proposes a fractional differential constitutive model in conjunction with an intelligent displacement inversion method based on the classic part...

Descripción completa

Detalles Bibliográficos
Autores principales: Liu, Zhen, Hu, Wei, Ming, Weihua, Xiong, Shenghua, Zhou, Cuiying, Zhang, Lihai
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9524705/
https://www.ncbi.nlm.nih.gov/pubmed/36178931
http://dx.doi.org/10.1371/journal.pone.0275034
_version_ 1784800552064909312
author Liu, Zhen
Hu, Wei
Ming, Weihua
Xiong, Shenghua
Zhou, Cuiying
Zhang, Lihai
author_facet Liu, Zhen
Hu, Wei
Ming, Weihua
Xiong, Shenghua
Zhou, Cuiying
Zhang, Lihai
author_sort Liu, Zhen
collection PubMed
description Studying the constitutive relation of soft clays is of critical importance for fundamentally understanding their complex consolidation behavior. This study proposes a fractional differential constitutive model in conjunction with an intelligent displacement inversion method based on the classic particle swarm optimization for modeling the deformation behavior of soft clay. The model considered the rheological properties of soft clay at different consolidation stages. In addition, statistical adaptive dynamic particle swarm optimization-least squares support vector machines were implemented to identify the model parameters efficiently. The accuracy and effectiveness of the model were validated using available experimental results. Finally, the application results showed that the proposed model could efficiently simulate coupling properties of soft clay’s primary and secondary consolidations.
format Online
Article
Text
id pubmed-9524705
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-95247052022-10-01 Modeling consolidation of soft clay by developing a fractional differential constitutive model in conjunction with an intelligent displacement inversion method Liu, Zhen Hu, Wei Ming, Weihua Xiong, Shenghua Zhou, Cuiying Zhang, Lihai PLoS One Research Article Studying the constitutive relation of soft clays is of critical importance for fundamentally understanding their complex consolidation behavior. This study proposes a fractional differential constitutive model in conjunction with an intelligent displacement inversion method based on the classic particle swarm optimization for modeling the deformation behavior of soft clay. The model considered the rheological properties of soft clay at different consolidation stages. In addition, statistical adaptive dynamic particle swarm optimization-least squares support vector machines were implemented to identify the model parameters efficiently. The accuracy and effectiveness of the model were validated using available experimental results. Finally, the application results showed that the proposed model could efficiently simulate coupling properties of soft clay’s primary and secondary consolidations. Public Library of Science 2022-09-30 /pmc/articles/PMC9524705/ /pubmed/36178931 http://dx.doi.org/10.1371/journal.pone.0275034 Text en © 2022 Liu et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Liu, Zhen
Hu, Wei
Ming, Weihua
Xiong, Shenghua
Zhou, Cuiying
Zhang, Lihai
Modeling consolidation of soft clay by developing a fractional differential constitutive model in conjunction with an intelligent displacement inversion method
title Modeling consolidation of soft clay by developing a fractional differential constitutive model in conjunction with an intelligent displacement inversion method
title_full Modeling consolidation of soft clay by developing a fractional differential constitutive model in conjunction with an intelligent displacement inversion method
title_fullStr Modeling consolidation of soft clay by developing a fractional differential constitutive model in conjunction with an intelligent displacement inversion method
title_full_unstemmed Modeling consolidation of soft clay by developing a fractional differential constitutive model in conjunction with an intelligent displacement inversion method
title_short Modeling consolidation of soft clay by developing a fractional differential constitutive model in conjunction with an intelligent displacement inversion method
title_sort modeling consolidation of soft clay by developing a fractional differential constitutive model in conjunction with an intelligent displacement inversion method
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9524705/
https://www.ncbi.nlm.nih.gov/pubmed/36178931
http://dx.doi.org/10.1371/journal.pone.0275034
work_keys_str_mv AT liuzhen modelingconsolidationofsoftclaybydevelopingafractionaldifferentialconstitutivemodelinconjunctionwithanintelligentdisplacementinversionmethod
AT huwei modelingconsolidationofsoftclaybydevelopingafractionaldifferentialconstitutivemodelinconjunctionwithanintelligentdisplacementinversionmethod
AT mingweihua modelingconsolidationofsoftclaybydevelopingafractionaldifferentialconstitutivemodelinconjunctionwithanintelligentdisplacementinversionmethod
AT xiongshenghua modelingconsolidationofsoftclaybydevelopingafractionaldifferentialconstitutivemodelinconjunctionwithanintelligentdisplacementinversionmethod
AT zhoucuiying modelingconsolidationofsoftclaybydevelopingafractionaldifferentialconstitutivemodelinconjunctionwithanintelligentdisplacementinversionmethod
AT zhanglihai modelingconsolidationofsoftclaybydevelopingafractionaldifferentialconstitutivemodelinconjunctionwithanintelligentdisplacementinversionmethod