The 16th Japan Earthquake Engineering Symposium
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Session Details

General Session[General Session] D. Damage investigation and analysis, etc. : D-5 Machine learning/IoT/DX

Machine learning / IoT / DX (1)

Sat. Nov 25, 2023 2:00 PM - 3:30 PM JST
Sat. Nov 25, 2023 5:00 AM - 6:30 AM UTC
G416 PACIFICO Yokohama North, 4F
Chairperson: Dang Ji (Saitama University)
2:00 PM - 2:12 PM JST(5:00 AM - 5:12 AM UTC)

[Day3-G416-13]Development of A Damage Detection Method for Wooded Buildings by Instance Segmentation

*Yohei UEOKA1, Satoshi TANAKA2 (1. Mikuniya Co., 2. Graduate School of Environment and Disaster Research, Tokoha University.)
2:13 PM - 2:25 PM JST(5:13 AM - 5:25 AM UTC)

[Day3-G416-14]Construction of a repair estimation calculation system for determining
damage to residential buildings using AI

*Taiga Shibata1, Muneyoshi Numada1 (1. University of Tokyo Institute of Production Technology)
2:26 PM - 2:38 PM JST(5:26 AM - 5:38 AM UTC)

[Day3-G416-15]Earthquake damage detection and level classification method based on convolutional neural network using onsite photographs of the Kumamoto Earthquake

*Kai Wu1, Masashi Matsuoka1, Haruki Oshio1 (1. Tokyo Institute of Technology)
2:39 PM - 2:51 PM JST(5:39 AM - 5:51 AM UTC)

[Day3-G416-16]Building Damage Assessment Model Using AI and Damage Rate Evaluation by Video from Vehicle-mounted Camera

*Kota Osasa1, Keisuke Kato1, Yuya Takase1, Tadayoshi Nakashima2 (1. Muroran Institute of Technology, 2. Hokkaido University)
2:52 PM - 3:04 PM JST(5:52 AM - 6:04 AM UTC)

[Day3-G416-17]Analysis of the Relationship Between the Accuracy of Damage Estimation Using Deep Learning Models Based on Seismic Response Analysis Results and Seismic Ground Motion

*Atsushi Aoi1, Nyamkhuu Ganbat2, Hiroshi Tsunekawa1, Mutsuhiro Yoshizawa1, Atsushi Kanbayashi1, Tomonori Hashiyama2 (1. Takenaka Corporation, 2. The University of Electro-Communications)
3:05 PM - 3:17 PM JST(6:05 AM - 6:17 AM UTC)

[Day3-G416-18]Machine Learning-Based Seismic Damage Prediction of Buildings at a Regional Scale

*Sanjeev Bhatta1, Xiandong Kang2, Ji Dang1 (1. Saitama University, 2. Beijing earthquake agency)
3:18 PM - 3:30 PM JST(6:18 AM - 6:30 AM UTC)

[Day3-G416-19]RECOGNITION OF DAMAGES FROM WAVE PROPAGATION BETWEEN TWO ADJACENT FLOORS USING CNN

*Aijia Zhang1, Xin Wang2, Ji Dang1 (1. Saitama University, 2. Ashikaga University)
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