Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
LIQUEFACTION EVALUATION MODEL GENERATION DEVICE, LIQUEFACTION EVALUATION DEVICE, LIQUEFACTION EVALUATION MODEL GENERATION PROGRAM, LIQUEFACTION EVALUATION PROGRAM, LIQUEFACTION EVALUATION MODEL GENERATION METHOD, AND LIQUEFACTION EVALUATION METHOD
To evaluate the degree of liquefaction while omitting operations to collect data related to the ground.SOLUTION: A liquefaction evaluation model generation device comprises: a data acquisition unit that acquires teacher data that has vibration data for learning indicating a physical amount related to vibration observed in the ground as a question, and liquefaction data for learning indicating the degree of liquefaction occurring in the ground where the vibration related to the vibration data for learning is observed as an answer; and a machine learning execution unit that executes machine learning by using the teacher data and generates a liquefaction evaluation model that is a machine learning model. A liquefaction evaluation device includes: a data acquisition unit that acquires vibration data for inference indicating a physical amount related to vibration observed in the ground; and an inference execution unit that inputs the vibration data for inference to the machine learning model described above, and causes the machine learning model to output liquefaction data for inference indicating the degree of liquefaction occurring in the ground where the vibration related to the vibration data for inference is observed.SELECTED DRAWING: Figure 1
【課題】地盤に関するデータを収集する作業を省略しつつ、液状化の度合いを評価すること。【解決手段】液状化評価モデル生成装置は、地盤で観測された振動に関する物理量を示す学習用振動データを問題とし、学習用振動データに関する振動が観測された地盤で発生する液状化の度合いを示す学習用液状化データを答えとする教師データを取得するデータ取得部と、教師データを使用して機械学習を実行し、機械学習モデルである液状化評価モデルを生成する機械学習実行部と、を備える。液状化評価装置は、地盤で観測された振動に関する物理量を示す推論用振動データを取得するデータ取得部と、上述した機械学習モデルに推論用振動データを入力し、推論用振動データに関する振動が観測された地盤で発生する液状化の度合いを示す推論用液状化データを機械学習モデルに出力させる推論実行部と、を備える。【選択図】図１
LIQUEFACTION EVALUATION MODEL GENERATION DEVICE, LIQUEFACTION EVALUATION DEVICE, LIQUEFACTION EVALUATION MODEL GENERATION PROGRAM, LIQUEFACTION EVALUATION PROGRAM, LIQUEFACTION EVALUATION MODEL GENERATION METHOD, AND LIQUEFACTION EVALUATION METHOD
To evaluate the degree of liquefaction while omitting operations to collect data related to the ground.SOLUTION: A liquefaction evaluation model generation device comprises: a data acquisition unit that acquires teacher data that has vibration data for learning indicating a physical amount related to vibration observed in the ground as a question, and liquefaction data for learning indicating the degree of liquefaction occurring in the ground where the vibration related to the vibration data for learning is observed as an answer; and a machine learning execution unit that executes machine learning by using the teacher data and generates a liquefaction evaluation model that is a machine learning model. A liquefaction evaluation device includes: a data acquisition unit that acquires vibration data for inference indicating a physical amount related to vibration observed in the ground; and an inference execution unit that inputs the vibration data for inference to the machine learning model described above, and causes the machine learning model to output liquefaction data for inference indicating the degree of liquefaction occurring in the ground where the vibration related to the vibration data for inference is observed.SELECTED DRAWING: Figure 1
【課題】地盤に関するデータを収集する作業を省略しつつ、液状化の度合いを評価すること。【解決手段】液状化評価モデル生成装置は、地盤で観測された振動に関する物理量を示す学習用振動データを問題とし、学習用振動データに関する振動が観測された地盤で発生する液状化の度合いを示す学習用液状化データを答えとする教師データを取得するデータ取得部と、教師データを使用して機械学習を実行し、機械学習モデルである液状化評価モデルを生成する機械学習実行部と、を備える。液状化評価装置は、地盤で観測された振動に関する物理量を示す推論用振動データを取得するデータ取得部と、上述した機械学習モデルに推論用振動データを入力し、推論用振動データに関する振動が観測された地盤で発生する液状化の度合いを示す推論用液状化データを機械学習モデルに出力させる推論実行部と、を備える。【選択図】図１
LIQUEFACTION EVALUATION MODEL GENERATION DEVICE, LIQUEFACTION EVALUATION DEVICE, LIQUEFACTION EVALUATION MODEL GENERATION PROGRAM, LIQUEFACTION EVALUATION PROGRAM, LIQUEFACTION EVALUATION MODEL GENERATION METHOD, AND LIQUEFACTION EVALUATION METHOD
液状化評価モデル生成装置、液状化評価装置、液状化評価モデル生成プログラム、液状化評価プログラム、液状化評価モデル生成方法及び液状化評価方法
KAZAMA MOTOKI (Autor:in) / KAMURA AKIRA (Autor:in) / KURIHARA TSUYOSHI (Autor:in)
05.09.2023
Patent
Elektronische Ressource
Japanisch
Evaluation of liquefaction potential
| British Library Conference Proceedings | 1993
Treasure Island's Spatial Liquefaction Evaluation
| British Library Conference Proceedings | 2000