Journal of Japan Society of Civil Engineers, Ser. B1 (Hydraulic Engineering)
Online ISSN : 2185-467X
ISSN-L : 2185-467X
Annual Journal of Hydraulic Engineering, JSCE, Vol.61
APPLICATION OF SVM TO THE CLASSIFICATION OF WATER SURFACE PATTERN GENERATED IN OPEN CHANNEL FLOW WITH STRIP ROUGHNESS UNDER SHALLOW WATER CONDITION
Kyosuke KINUGASAIchiro FUJITAYuichi NOTOYAKojiro TANI
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2017 Volume 73 Issue 4 Pages I_679-I_684

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Abstract
 Although there are many researches regarding strip roughness effects on flow resistances, researches under shallow flow conditions have been rarely conducted. In this study, we conducted shallow water experiments by varying roughness spacing, bed slope and the Reynolds number, and categorized water surface patterns into 4 patterns, that is, Flat surface, Nomal Jump, Periodic hydraulic Jump, and 3-Dimensional standing wave. In addition, we successfully showed region segmentation figures for each water surface patterns by using SVM(Support Vector Machine) algorithm. This approach enables us to estimate water surface patterns approximately.
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© 2017 Japan Society of Civil Engineers
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