Prediction of ultimate condition of FRP-confined recycled aggregate concrete using a hybrid boosting model enriched with tabular generative adversarial networks

Zhao, Xinyu; Chen, Jinxin; Chen, G.M.; Xu, Jinjun; Zhang, Li-Wen

doi:10.1016/j.tws.2022.110318

“…RCA has a range of positive benefits, their properties have been found to have a large converse impact on the overall durability of concrete, causing a significant increase in creep and shrinkage deformations compared to CC. Thus, it is critical to investigate the effect of varying substitution levels of RCA may have in conjunction with other prime concrete properties such as cement content, w/c ratio, density, water absorption, and recycled aggregate size 1–17 . Significantly minimal information is also found in the literature for RAC prediction models, thereby providing ambiguity regarding the optimal concrete properties required to sustain recycled aggregates in concrete.…”

Section: Introductionmentioning

confidence: 99%

“…It can be noted from the literature that varying levels of RCA substitution can have a significant influence on the overall mechanical and durability components of the concrete mix. By further elaboration on these two components, the study of creep and shrinkage can be further investigated 2–11 . Lye et al 18 conducted several experiments analysing the creep and shrinkage variations experienced by CC replaced with varying substitution levels of RCA.…”

Section: Introductionmentioning

confidence: 99%

Development of creep and shrinkage prediction models for recycled aggregate concrete

Rabadia

¹

,

Aslani

²

2023

Structural Concrete

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Exaggerated anticipatory anxiety is common in social anxiety disorder (SAD). Neuroimaging studies have revealed altered neural activity in response to social stimuli in SAD, but fewer studies have examined neural activity during anticipation of feared social stimuli in SAD. The current study examined the time course and magnitude of activity in threat processing brain regions during speech anticipation in socially anxious individuals and healthy controls (HC). Method Participants (SAD n = 58; HC n = 16) underwent functional magnetic resonance imaging (fMRI) during which they completed a 90s control anticipation task and 90s speech anticipation task.

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“…By the same token, RA properties significantly affect the mechanical and chemical properties of concrete. Studies have exhibited that the mechanical strength of RAC is lower than that of virgin aggregates 10 , primarily due to the adhered old cement mortar 11 , 12 . The lower performance of RAC, as opposed to conventional concrete, is a major issue in recycling construction and demolition waste in the production of RAC products.…”

Section: Introductionmentioning

confidence: 99%

A comprehensive quantitative bottom-up analysis of fiber-reinforced recycled-aggregate concrete behavior

Hosseinzadeh

¹

,

Dehestani

²

,

Samadvand³

2023

Sci Rep

4

0

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Exaggerated anticipatory anxiety is common in social anxiety disorder (SAD). Neuroimaging studies have revealed altered neural activity in response to social stimuli in SAD, but fewer studies have examined neural activity during anticipation of feared social stimuli in SAD. The current study examined the time course and magnitude of activity in threat processing brain regions during speech anticipation in socially anxious individuals and healthy controls (HC). Method Participants (SAD n = 58; HC n = 16) underwent functional magnetic resonance imaging (fMRI) during which they completed a 90s control anticipation task and 90s speech anticipation task.

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“…Machine Learning (ML) methods are currently used to predict structures’ damage states [ 6 , 7 ]. For example, Cardellicchio et al proposed a methodology to interpret defect detection results using Class Activation Maps and Explainable Artificial Intelligence techniques applied to Reinforced Concrete (RC) bridges in Southern Italy [ 8 ].…”

Section: Introductionmentioning

confidence: 99%

Machine Learning-Based Rapid Post-Earthquake Damage Detection of RC Resisting-Moment Frame Buildings

Alcantara

¹

,

Saito

²

2023

Sensors

8

0

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Exaggerated anticipatory anxiety is common in social anxiety disorder (SAD). Neuroimaging studies have revealed altered neural activity in response to social stimuli in SAD, but fewer studies have examined neural activity during anticipation of feared social stimuli in SAD. The current study examined the time course and magnitude of activity in threat processing brain regions during speech anticipation in socially anxious individuals and healthy controls (HC). Method Participants (SAD n = 58; HC n = 16) underwent functional magnetic resonance imaging (fMRI) during which they completed a 90s control anticipation task and 90s speech anticipation task.

show abstract

Prediction of ultimate condition of FRP-confined recycled aggregate concrete using a hybrid boosting model enriched with tabular generative adversarial networks

Cited by 55 publications

References 79 publications

Development of creep and shrinkage prediction models for recycled aggregate concrete

Development of creep and shrinkage prediction models for recycled aggregate concrete

A comprehensive quantitative bottom-up analysis of fiber-reinforced recycled-aggregate concrete behavior

Machine Learning-Based Rapid Post-Earthquake Damage Detection of RC Resisting-Moment Frame Buildings

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