Journal of Japan Society of Civil Engineers, Ser. B3 (Ocean Engineering)
Online ISSN : 2185-4688
ISSN-L : 2185-4688
Annual Journal of Civil Engineering in the Ocean Vol.36 (Special Feature)
RECLAMATION MANAGEMENT SYSTEM BY USE OF ARTIFICIAL INTELLIGENCE FOR ESTIMATING SOIL PROPERTIES
Takahiro KUMAGAIKe BAIYu SASAKITsukasa TASHIROTsuyoshi KOTOURAFumitaka TSURUMI
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2020 Volume 76 Issue 2 Pages I_720-I_725

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Abstract

 It is desirable to effectively use clayey soil for reclamation from the viewpoint of sustainable development of society. In use of clayey soil, the stability against slip and future settlement should be examined, and it is important to understand the soil properties in advance. In this study, we introduce artificial intelligence technology to estimate soil properties such as consolidation constants based on information such as soil source, wet density, and picture. It is confirmed that the machine learning model developed by using the Convolutional Neural Network (CNN) can accurately estimate the consolidation constants, the liquid limit, etc. This paper proposes a landfill management system that integrates the AI model to estimate soil properties with the sedimentary shape analysis model and settlement analysis model.

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© 2020 Japan Society of Civil Engineers
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