Evaluation of Real-Time Water Level Prediction Technology Using Statistical Models for Reducing Urban Flood Risk

被引:2
作者
Nakashima, Mitsuhiro [1 ]
Sameshima, Shoichi [1 ]
Kimura, Yuki [2 ]
Yoshimoto, Midori [1 ]
机构
[1] Meidensha Corp, Solut Business Planning Div, Publ Infrastruct Business Planning Grp, Shinagawa Ku, ThinkPk Tower,2-1-1 Osaki, Tokyo 1416029, Japan
[2] Meidensha Corp, Res & Dev Grp, Basic & Core Technol Res Labs, AI & Image Proc Res Dept, Shizuoka, Japan
关键词
inland flood; smart manhole cover; real-time prediction; statistical model; convolutional neural network; NEURAL-NETWORKS; VARIABLES;
D O I
10.20965/jdr.2021.p0387
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
The frequency of localized short-term torrential rains that exceed the planned rainfall is increasing along with inundation damage due to inland flooding. Step wise inundation measures utilizing existing stock and disaster prevention/mitigation for excessive rainfall are required. In this study, we describe the results of empirical research using a statistical model constructed based on rainfall and water level observation data as a highly accurate water level prediction method suitable for real-time prediction. This is aimed at application in flood control activities and operation support of pump facilities. By comparing and verifying the prediction accuracy between the water level prediction model and the statistical model by Convolutional Neural Network (CNN), which is generally used as an image recognition technology, the usefulness of the statistical model was confirmed. Further improvement in accuracy and widespread use of these water level prediction models are expected.
引用
收藏
页码:387 / 394
页数:8
相关论文
共 21 条
  • [1] Ackere S. V., 2019, WATER, V11
  • [2] Akiyama J., 2011, J JAPAN SOC CIVIL EN, V67
  • [3] Dawson CW, 2001, PROG PHYS GEOG, V25, P80, DOI 10.1191/030913301674775671
  • [4] Govindaraju RS, 2000, J HYDROL ENG, V5, P124
  • [5] Hitokoto M., 2018, NIPPON KOEI TECHNICA, V26, P1
  • [6] Hitokoto M., 2016, J JAPAN SOC CIVIL EN, V72
  • [7] Hitokoto M., 2015, ADV RIVER ENG, V21, P431
  • [8] Smarter Stormwater Systems
    Kerkez, Branko
    Gruden, Cyndee
    Lewis, Matthew
    Montestruque, Luis
    Quigley, Marcus
    Wong, Brandon
    Bedig, Alex
    Kertesz, Ruben
    Braun, Tim
    Cadwalader, Owen
    Poresky, Aaron
    Pak, Carrie
    [J]. ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2016, 50 (14) : 7267 - 7273
  • [9] Advancements of Weathering Steel Technologies in Japan
    Kihira, H.
    Kimura, M.
    [J]. CORROSION, 2011, 67 (09)
  • [10] Kimura M., 2012, J JAPAN SOC CIVIL EN, V68