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CO(2)-Optimization of Post-Tensioned Concrete Slab-Bridge Decks Using Surrogate Modeling
This paper deals with optimizing embedded carbon dioxide (CO(2)) emissions using surrogate modeling, whether it is the deck of a post-tensioned cast-in-place concrete slab bridge or any other design structure. The main contribution of this proposal is that it allows optimizing structures methodicall...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9320006/ https://www.ncbi.nlm.nih.gov/pubmed/35888238 http://dx.doi.org/10.3390/ma15144776 |
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author | Yepes-Bellver, Lorena Brun-Izquierdo, Alejandro Alcalá, Julián Yepes, Víctor |
author_facet | Yepes-Bellver, Lorena Brun-Izquierdo, Alejandro Alcalá, Julián Yepes, Víctor |
author_sort | Yepes-Bellver, Lorena |
collection | PubMed |
description | This paper deals with optimizing embedded carbon dioxide (CO(2)) emissions using surrogate modeling, whether it is the deck of a post-tensioned cast-in-place concrete slab bridge or any other design structure. The main contribution of this proposal is that it allows optimizing structures methodically and sequentially. The approach presents two sequential phases of optimization, the first one of diversification and the second one of intensification of the search for optimums. Finally, with the amount of CO(2) emissions and the differentiating characteristics of each design, a heuristic optimization based on a Kriging metamodel is performed. An optimized solution with lower emissions than the analyzed sample is obtained. If CO(2) emissions were to be reduced, design recommendations would be to use slendernesses as high as possible, in the range of 1/30, which implies a more significant amount of passive reinforcement. This increase in passive reinforcement is compensated by reducing the measurement of concrete and active reinforcement. Another important conclusion is that reducing emissions is related to cost savings. Furthermore, it has been corroborated that for a cost increase of less than 1%, decreases in emissions emitted into the atmosphere of more than 2% can be achieved. |
format | Online Article Text |
id | pubmed-9320006 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-93200062022-07-27 CO(2)-Optimization of Post-Tensioned Concrete Slab-Bridge Decks Using Surrogate Modeling Yepes-Bellver, Lorena Brun-Izquierdo, Alejandro Alcalá, Julián Yepes, Víctor Materials (Basel) Article This paper deals with optimizing embedded carbon dioxide (CO(2)) emissions using surrogate modeling, whether it is the deck of a post-tensioned cast-in-place concrete slab bridge or any other design structure. The main contribution of this proposal is that it allows optimizing structures methodically and sequentially. The approach presents two sequential phases of optimization, the first one of diversification and the second one of intensification of the search for optimums. Finally, with the amount of CO(2) emissions and the differentiating characteristics of each design, a heuristic optimization based on a Kriging metamodel is performed. An optimized solution with lower emissions than the analyzed sample is obtained. If CO(2) emissions were to be reduced, design recommendations would be to use slendernesses as high as possible, in the range of 1/30, which implies a more significant amount of passive reinforcement. This increase in passive reinforcement is compensated by reducing the measurement of concrete and active reinforcement. Another important conclusion is that reducing emissions is related to cost savings. Furthermore, it has been corroborated that for a cost increase of less than 1%, decreases in emissions emitted into the atmosphere of more than 2% can be achieved. MDPI 2022-07-07 /pmc/articles/PMC9320006/ /pubmed/35888238 http://dx.doi.org/10.3390/ma15144776 Text en © 2022 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 Yepes-Bellver, Lorena Brun-Izquierdo, Alejandro Alcalá, Julián Yepes, Víctor CO(2)-Optimization of Post-Tensioned Concrete Slab-Bridge Decks Using Surrogate Modeling |
title | CO(2)-Optimization of Post-Tensioned Concrete Slab-Bridge Decks Using Surrogate Modeling |
title_full | CO(2)-Optimization of Post-Tensioned Concrete Slab-Bridge Decks Using Surrogate Modeling |
title_fullStr | CO(2)-Optimization of Post-Tensioned Concrete Slab-Bridge Decks Using Surrogate Modeling |
title_full_unstemmed | CO(2)-Optimization of Post-Tensioned Concrete Slab-Bridge Decks Using Surrogate Modeling |
title_short | CO(2)-Optimization of Post-Tensioned Concrete Slab-Bridge Decks Using Surrogate Modeling |
title_sort | co(2)-optimization of post-tensioned concrete slab-bridge decks using surrogate modeling |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9320006/ https://www.ncbi.nlm.nih.gov/pubmed/35888238 http://dx.doi.org/10.3390/ma15144776 |
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