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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...

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Autores principales: Yepes-Bellver, Lorena, Brun-Izquierdo, Alejandro, Alcalá, Julián, Yepes, Víctor
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
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.
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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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