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J-GLOBAL ID：201601002809909154   Update date: Oct. 07, 2024

Kimura Nobuaki

キムラ ノブアキ | Kimura Nobuaki
Affiliation and department：
Nishikyushu University Interdisciplinary Program in Digital Society Co-creation

About Nishikyushu University Interdisciplinary Program in Digital Society Co-creation


Job title： Associate Professor
Homepage URL  (1)： https://kaken.nii.ac.jp/d/r/40706842.ja.html
Research field  (2)： Agricultural environmental and information engineering ,  Hydroengineering
Research theme for competitive and other funds  (7)：
  • 2021 - 2024 実測水位と降水短時間予報に基づくリアルタイム低平地氾濫予測モデルの開発
  • 2021 - 2024 Development of an integrated method between deep learning and physical models in lowland drainage management with insufficient observed data
  • 2021 - 2023 深層ニューラルネットワークを実装した汎用的な水位予測手法の開発
  • 2021 - 2023 転移学習の導入によって、深層学習のデータ量・質に関する弱点を克服するための水位予測手法の開発
  • 2019 - 2020 AI技術を利用した閉鎖系水域環境における気候変動の影響評価指標の開発
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Papers (25)：
  • Kimura, N, Minakawa, H, Kimura, M, Fukushige, Y, Baba, D. Examining practical applications of a neural network model coupled with a physical model and transfer learning for predicting an unprecedented flood at a lowland drainage pumping station. Paddy and Water Environment. 2023. 21. 4. 509-521
  • Kimura, N, Ishida, K, Baba, D. Surface water temperature predictions at a mid-latitude reservoir under long-term climate change impacts using a deep neural network coupled with a transfer learning approach. Water. 2021. 13. 8. 1109-1109
  • Kimura, N, Yoshinaga, I, Sekijima, K, Azechi, I, Kiri, H, Baba, D. Recurrent neural network predictions for water levels at drainage pumping stations in an agricultural lowland. Japan Agricultural Research Quarterly: JARQ. 2021. 55. 1. 45-58
  • Kimura, N, Yoshinaga, I, Sekijima, K, Azechi, I, Baba, D. Convolutional neural network coupled with a transfer-learning approach for time-series flood predictions. Water. 2020. 12. 1. 96
  • Kimura, N, Kiri, H, Kanada, S, Kitagawa, I, Yoshinaga, I, Aiki, H. Flood simulations in mid-latitude agricultural land using regional current and future extreme weathers. Water. 2019. 11. 11. 2421
ｍore...
MISC (32)：
  • Nobuaki KIMURA, Hiroki MINAKAWA, Yudai FUKUSHIGE, Ikuo YOSHINAGA, Daichi BABA. Examination of;im;lo;ediction accuracy;using a TimesNe;model. Advances in River Engineering. 2024. 30. 611-616
  • Nobuaki KIMURA, Hiroki MINAKAWA, Yudai FUKUSHIGE, Ikuo YOSHINAGA, Daichi BABA. WATER LEVEL PREDICTIONS THAT VISUALIZE UNCERTAINTY USING LSTM COUPLED WITH ALTERNATIVE METHODS IN BAYESIAN INFERENCE AT A RESERVOIR NEAR A DRAINAGE PUMPING STATION. Japanese Journal of JSCE. 2024. 80. 22. n/a-n/a
  • KIMURA Nobuaki, MINAKAWA Hiroki, FUKUSHIGE Yudai, BABA Daichi. CREATION AND VERIFICATION OF A PRETRAINED MODEL FOR RIVER FLOOD PREDICTIONS. Japanese Journal of JSCE. 2024. 80. 16. n/a-n/a
  • Kimura, N, Minakawa, H, Fukushige, Y, Yoshinaga, I, Baba, D. A sophisticated model for riverine-flood predictions using convolutional LSTM and transfer learning. Artificial Intelligence and Data Science. 2023. 4. 3. 361-368
  • Kimura, N, Kiri, H. Historical evolution and future works in artificial neural network (ANN) technological development- using ANN-related studies in Japanese hydrologic and hydraulic engineering -. Transactions of The Japanese Society of Irrigation, Drainage and Rural Engineering. 2023. 91. 2. III_1-III_7
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Education (3)：
  • 2002 - 2007 University of Winsconsin - Madison College of Engineering (PhD program) Civil and Environmental Engineering
  • 1993 - 1995 University of Miyazaki Faculty of Engineering Applied Physics (M.S.)
  • 1989 - 1993 University of Miyazaki Faculty of Engineering Dep. of Applied Physics
Professional career (1)：
  • Ph.D (University of Wisconsin - Madison)
Work history (9)：
  • 2024/09 - 現在 Nishikyushu University Interdisciplinary Program in Digital Society Co-creation Associate Professor
  • 2017/10 - 2024/08 National Agriculture and Food Research Organization Institute for Rural Engineering, NARO Postdoctoral fellow
  • 2013/04 - 2017/09 Kyushu University Faculty of Engineering Postdoctoral fellow
  • 2011/09 - 2013/02 National Science and Technology Center for Disaster Reduction (Taiwan) Postdoctoral fellow
  • 2010/09 - 2011/07 National Taiwan University (Taiwan) Dep. of Bio-Environmental System Engineering Postdoctoral fellow
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Association Membership(s) (2)：
THE JAPANESE SOCIETY OF IRRIGATION, DRAINAGE AND RURAL ENGINEERING ,  JAPAN SOCIETY OF CIVIL ENGINEERS
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