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Predictive and prescriptive analytics in transportation geotechnics: Three case studies
Transportation infrastructure is of paramount importance for any country. The construction, management and maintenance of this infrastructure is a complex task that requires a significant amount of resources (e.g., human work equipment, materials, maintenance costs). To better support this task, in the last decades several Artificial Intelligence (AI) data analysis tools have been proposed. In this paper, we summarize recent predictive and prescriptive AI applications to the transportation infrastructure field, underlying their strategic impact. In particular, we discuss three case studies: the design of better earthwork projects; the prediction of jet grouting soilcrete mechanical and physical properties (uniaxial compressive strength, stiffness and column diameter); and prediction of the stability level of engineered slopes.
Predictive and prescriptive analytics in transportation geotechnics: Three case studies
Transportation infrastructure is of paramount importance for any country. The construction, management and maintenance of this infrastructure is a complex task that requires a significant amount of resources (e.g., human work equipment, materials, maintenance costs). To better support this task, in the last decades several Artificial Intelligence (AI) data analysis tools have been proposed. In this paper, we summarize recent predictive and prescriptive AI applications to the transportation infrastructure field, underlying their strategic impact. In particular, we discuss three case studies: the design of better earthwork projects; the prediction of jet grouting soilcrete mechanical and physical properties (uniaxial compressive strength, stiffness and column diameter); and prediction of the stability level of engineered slopes.
Predictive and prescriptive analytics in transportation geotechnics: Three case studies
Joaquim Tinoco, PhD (author) / Manuel Parente, PhD (author) / António Gomes Correia, PhD (author) / Paulo Cortez, PhD (author) / David Toll, PhD (author)
2021
Article (Journal)
Electronic Resource
Unknown
Metadata by DOAJ is licensed under CC BY-SA 1.0
Predictive and prescriptive analytics in transportation geotechnics: Three case studies
| BASE | 2021
TIBKAT | 1.2014 -
Developments in Transportation Geotechnics
| Springer Verlag | 2020
Artificial Intelligence Applications in Transportation Geotechnics
| British Library Online Contents | 2013