Cargando…

Study of the Effect of Retarder and Expander on the Strength and Cracking Performance of Rubber Concrete Based on Back Propagation Neural Network

The advantages of rubber concrete (RC) are good ductility, fatigue resistance, and impact resistance, but few studies have been conducted on the effects of different rubber admixtures on the strength of RC and the cracking performance of rubber mortar. In this study, the compressive and flexural tes...

Descripción completa

Detalles Bibliográficos
Autores principales: Sui, Chune, Qiao, Dan, Wu, Yalong, Zhu, Han, Lan, Haoyu, Yang, Wenjun, Guo, Qi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10647635/
https://www.ncbi.nlm.nih.gov/pubmed/37959572
http://dx.doi.org/10.3390/ma16216976
_version_ 1785135153402609664
author Sui, Chune
Qiao, Dan
Wu, Yalong
Zhu, Han
Lan, Haoyu
Yang, Wenjun
Guo, Qi
author_facet Sui, Chune
Qiao, Dan
Wu, Yalong
Zhu, Han
Lan, Haoyu
Yang, Wenjun
Guo, Qi
author_sort Sui, Chune
collection PubMed
description The advantages of rubber concrete (RC) are good ductility, fatigue resistance, and impact resistance, but few studies have been conducted on the effects of different rubber admixtures on the strength of RC and the cracking performance of rubber mortar. In this study, the compressive and flexural tests of rubber concrete and the crack resistance test of rubber mortar were carried out by changing the rubber content and adding expansion agent and retarder in this test. The test results show that the strength of RC decreases with the increase in rubber admixture. At 15% of rubber admixture, the expansion agent and retarder increase the compressive strength and flexural strength of RC the most; the compressive strength increased to 116% (22.6 MPa) and 109% (21.2 MPa), and the flexural strength increased to 111% (4.02 MPa) and 116%. (4.21 MPa). At the same rubber admixture, the expander improves the cracking time of the rubber mortar by about 3 times, and the retarder improves the cracking time of the rubber mortar by about 1.6 times. The BP neural network (BPNN) was established to simulate and predict the compressive and flexural strengths of RC with different admixtures and the cracking time of rubber mortar. The simulation results show that the predicted 7-day compressive strength of RC fits best with the actual value, with a value of 0.994, and the predicted 28-day flexural strength was closest to the measured value, with an average relative error of 1.7%. It was shown that the calculation results of the artificial intelligence prediction model are more accurate. The simulation results and test results show that the expander and retarder significantly improve the strength of RC as well as the cracking performance of rubber mortar.
format Online
Article
Text
id pubmed-10647635
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-106476352023-10-31 Study of the Effect of Retarder and Expander on the Strength and Cracking Performance of Rubber Concrete Based on Back Propagation Neural Network Sui, Chune Qiao, Dan Wu, Yalong Zhu, Han Lan, Haoyu Yang, Wenjun Guo, Qi Materials (Basel) Article The advantages of rubber concrete (RC) are good ductility, fatigue resistance, and impact resistance, but few studies have been conducted on the effects of different rubber admixtures on the strength of RC and the cracking performance of rubber mortar. In this study, the compressive and flexural tests of rubber concrete and the crack resistance test of rubber mortar were carried out by changing the rubber content and adding expansion agent and retarder in this test. The test results show that the strength of RC decreases with the increase in rubber admixture. At 15% of rubber admixture, the expansion agent and retarder increase the compressive strength and flexural strength of RC the most; the compressive strength increased to 116% (22.6 MPa) and 109% (21.2 MPa), and the flexural strength increased to 111% (4.02 MPa) and 116%. (4.21 MPa). At the same rubber admixture, the expander improves the cracking time of the rubber mortar by about 3 times, and the retarder improves the cracking time of the rubber mortar by about 1.6 times. The BP neural network (BPNN) was established to simulate and predict the compressive and flexural strengths of RC with different admixtures and the cracking time of rubber mortar. The simulation results show that the predicted 7-day compressive strength of RC fits best with the actual value, with a value of 0.994, and the predicted 28-day flexural strength was closest to the measured value, with an average relative error of 1.7%. It was shown that the calculation results of the artificial intelligence prediction model are more accurate. The simulation results and test results show that the expander and retarder significantly improve the strength of RC as well as the cracking performance of rubber mortar. MDPI 2023-10-31 /pmc/articles/PMC10647635/ /pubmed/37959572 http://dx.doi.org/10.3390/ma16216976 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Sui, Chune
Qiao, Dan
Wu, Yalong
Zhu, Han
Lan, Haoyu
Yang, Wenjun
Guo, Qi
Study of the Effect of Retarder and Expander on the Strength and Cracking Performance of Rubber Concrete Based on Back Propagation Neural Network
title Study of the Effect of Retarder and Expander on the Strength and Cracking Performance of Rubber Concrete Based on Back Propagation Neural Network
title_full Study of the Effect of Retarder and Expander on the Strength and Cracking Performance of Rubber Concrete Based on Back Propagation Neural Network
title_fullStr Study of the Effect of Retarder and Expander on the Strength and Cracking Performance of Rubber Concrete Based on Back Propagation Neural Network
title_full_unstemmed Study of the Effect of Retarder and Expander on the Strength and Cracking Performance of Rubber Concrete Based on Back Propagation Neural Network
title_short Study of the Effect of Retarder and Expander on the Strength and Cracking Performance of Rubber Concrete Based on Back Propagation Neural Network
title_sort study of the effect of retarder and expander on the strength and cracking performance of rubber concrete based on back propagation neural network
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10647635/
https://www.ncbi.nlm.nih.gov/pubmed/37959572
http://dx.doi.org/10.3390/ma16216976
work_keys_str_mv AT suichune studyoftheeffectofretarderandexpanderonthestrengthandcrackingperformanceofrubberconcretebasedonbackpropagationneuralnetwork
AT qiaodan studyoftheeffectofretarderandexpanderonthestrengthandcrackingperformanceofrubberconcretebasedonbackpropagationneuralnetwork
AT wuyalong studyoftheeffectofretarderandexpanderonthestrengthandcrackingperformanceofrubberconcretebasedonbackpropagationneuralnetwork
AT zhuhan studyoftheeffectofretarderandexpanderonthestrengthandcrackingperformanceofrubberconcretebasedonbackpropagationneuralnetwork
AT lanhaoyu studyoftheeffectofretarderandexpanderonthestrengthandcrackingperformanceofrubberconcretebasedonbackpropagationneuralnetwork
AT yangwenjun studyoftheeffectofretarderandexpanderonthestrengthandcrackingperformanceofrubberconcretebasedonbackpropagationneuralnetwork
AT guoqi studyoftheeffectofretarderandexpanderonthestrengthandcrackingperformanceofrubberconcretebasedonbackpropagationneuralnetwork