• Title/Summary/Keyword: wave-overtopping detection

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Real-time Wave Overtopping Detection and Measuring Wave Run-up Heights Based on Convolutional Neural Networks (CNN) (합성곱 신경망(CNN) 기반 실시간 월파 감지 및 처오름 높이 산정)

  • Seong, Bo-Ram;Cho, Wan-Hee;Moon, Jong-Yoon;Lee, Kwang-Ho
    • Journal of Navigation and Port Research
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    • v.46 no.3
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    • pp.243-250
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    • 2022
  • The purpose of this study was to propose technology to detect the wave in the image in real-time, and calculate the height of the wave-overtopping through image analysis using artificial intelligence. It was confirmed that the proposed wave overtopping detection system proposed in this study could detect the occurring of wave overtopping, even in severe weather and at night in real-time. In particular, a filtering algorithm for determining if the wave overtopping event was used, to improve the accuracy of detecting the occurrence of wave overtopping, based on a convolutional neural networks to catch the wave overtopping in CCTV images in real-time. As a result, the accuracy of the wave overtopping detection through AP50 was reviewed as 59.6%, and the speed of the overtaking detection model was 70fps based on GPU, confirming that accuracy and speed are suitable for real-time wave overtopping detection.

A Design of Disaster Prevention System and Detection of Wave Overtopping Number for Storm Surge base on CCTV (CCTV를 활용한 폭풍 해일의 월파 횟수 탐지 및 방재 시스템 설계)

  • Choi, Eun-Hye;Kim, Chang-Soo
    • Journal of Korea Multimedia Society
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    • v.15 no.2
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    • pp.258-265
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    • 2012
  • Our country is suffering from many human victims and property damages caused to occur great and small tidal waves in southern areas every year. Even though there were progressing many researches for storm surges, it was required more researches for detection of tidal wave and prevention system of its which can be applied in practical living fields. In this paper, we propose the disaster prevention system that can approximately detect a dangerousness of coast flooding and number of overtopping per time based on images of CCTV considering actual field application. And if it is detected a hazard of flooding of coast, the proposed detection system for tidal wave based GIS is quickly informed the areas of flooding to manager. The analyzing results of CCTV image of this proposed are derived from difference images between photos of fine day and photos or videos which are taken for the typhoon which is called "DIANMU" at our laboratory.

Multi-phase Flow Velocity Measurement Technique using Shadow Graphic Images (다위상 유체 속도 계측을 위한 영상기법 적용)

  • Ryu, Yong-Uk;Jung, Kwang-Hyo
    • Journal of Ocean Engineering and Technology
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    • v.26 no.3
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    • pp.61-65
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    • 2012
  • Air-water flow measurements are of importance for the coastal and ocean engineering fields. Although kinematic investigations of the multi-phase flows have been conducted for long time, velocity measurements still are concerned with many researchers and engineers in coastal and ocean areas. In the present study, an imaging technique using shadowgraphy and fiber optic probe for velocity measurements of air bubbles is introduced. The shadow graphy image technique is modified from the typical image velocimetry methods, and optical fibers are used for the well-known intrusive coupled phase-detection probe system. Since the imaging technique is a non-intrusive optical method from the air, it is usually applied for 2D flows. On the other hand, the double fiber optic probes touch flows regardless of flow patterns. The results of the flow measurements by both methods are compared and discussed. The methods are also applied to the measurements of overtopping flows by a breaking wave over the structure fixed on the free surface.