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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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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 |
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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 |
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