2016 - 2020 Framework and Methodologies of Seismic Design for Anti-Catastrophe Property
2015 - 2020 Development of stochastic identification method for ground and structural behavior during earthquakes based on ultra-high-density observation records
2017 - 2019 深層学習を用いたSAR衛星画像からの地震被害域の自動判別
2015 - 2018 Synthesis of representative design input motion reflecting possible ground motions based on data scientific scheme
2012 - 2016 A method to synthesize reliable input motions for seismic design considering the effect of various uncertainty factors using the concept of information theory
2011 - 2013 地震動と構造系の不確実性を考慮した情報理論的手法に基づく設計地震動の合成
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Papers (33):
Hidetaka Saomoto, Takashi Miyamoto. GENERATING MACHINE LEARNING DATASETS ON DAMAGE IDENTIFICATION USING FINITE ELEMENT BRIDGE MODEL. Journal of Japan Society of Civil Engineers, Ser. A1 (Structural Engineering & Earthquake Engineering (SE/EE)). 2022. 78. 4. I_10-I_21
Takashi Miyamoto, Yudai Yamamoto. Using 3D Convolution and Multimodal Architecture For Earthquake Damage Detection Based on Satellite Imagery and Digital Urban Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 2021. 1-1
Takashi Miyamoto, Yudai Yamamoto. Using Multimodal Learning Model for Earthquake Damage Detection Based on Optical Satellite Imagery and Structural Attributes. IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium. 2020. 6623-6626