Physically Informed Data-Driven Methods for Greatly Enhancing the Use of Heterogeneous Supplementary Cementitious Materials in Transportation Infrastructure

Sant, G.; Bauchy, M.; Neithalath, Narayanan; Kumar, A.; University of California, Los Angeles. Department of Civil and Environmental Engineering; Schatz Publishing Group

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Physically Informed Data-Driven Methods for Greatly Enhancing the Use of Heterogeneous Supplementary Cementitious Materials in Transportation Infrastructure

2023-07-01
By Sant, G. ; Bauchy, M. ; Neithalath, Narayanan ; ...

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English

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Details:

Creators:

Sant, G. ; Bauchy, M. ; Neithalath, Narayanan ; Kumar, A.

Sant, G. ; Bauchy, M. ; Neithalath, Narayanan ; Kumar, A. Less -
Corporate Creators:

University of California, Los Angeles. Department of Civil and Environmental Engineering ; Schatz Publishing Group

University of California, Los Angeles. Department of Civil and Environmental Engineering ; Schatz Publishing Group Less -
Contributors:

Youtcheff, Jack
Corporate Contributors:

United States. Federal Highway Administration. Office of Corporate Research, Technology, and Innovation Management
Subject/TRT Terms:

[+]

Cement Chemical Reactivity Fly Ash Machine Learning
Publication/ Report Number:

FHWA-HRT-23-040
Resource Type:

Tech Report
Geographical Coverage:

United States
Edition:

Research Summary Report
Contracting Officer:

Youtcheff, Jack
Corporate Publisher:

United States. Federal Highway Administration. Office of Corporate Research, Technology, and Innovation Management
Abstract:

This summary report shares the findings of an Exploratory Advanced Research Program project that investigated strategies for expanding the use of fly ash (FA) in concrete production. With an unprecedented massive concrete and FA dataset collection of 40,000 data records, the team conducted a series of experiments that used advanced material characterizations, machine-learning techniques, and numerical simulations to uncover the fundamental attributes governing the reactivity of FA and its suitability as an ordinary portland cement replacement. This work aimed to enhance the use of FA for producing more sustainable concrete.
Format:

PDF
Funding:

693JJ3-19-50021
Collection(s):

Federal Highway Administration
Main Document Checksum:

[+]

urn:sha256:97e3b383a8aa9fe81a329c7c022913822967dfa08636fb633b76721ca3d76aee
Download URL:

https://rosap.ntl.bts.gov/view/dot/71859/dot_71859_DS1.pdf
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Physically Informed Data-Driven Methods for Greatly Enhancing the Use of Heterogeneous Supplementary Cementitious Materials in Transportation Infrastructure

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