LEARNING APPARATUS, ESTIMATION APPARATUS, LEARNING METHOD, ESTIMATION METHOD, AND PROGRAM

To improve the technique for predicting damage to equipment due to a disaster.SOLUTION: A learning apparatus 10 includes: a first model generation unit 112 which generates a first model for calculating a degree of deterioration of equipment by machine learning that uses, as training data, deterioration data including information on the equipment, an environmental condition of the equipment, and a degree of deterioration of the equipment; and a second model generation unit 114 which generates a second model for calculating a degree of damage to the equipment by machine learning that uses, as training data, damage data including a disaster condition of a disaster on the equipment, a degree of damage due to the disaster, and the degree of deterioration calculated by the first model.SELECTED DRAWING: Figure 1 【課題】災害による設備への被害を予測する技術を改善する。【解決手段】学習装置１０は、設備に関する情報と、設備の環境条件と、設備の劣化の程度とを含む劣化データを訓練データとした機械学習により、設備の劣化の程度を算出する第１モデルを生成する第１モデル生成部１１２と、設備に対する災害の災害条件と、災害による被害の程度と、第１モデルが算出した劣化の程度とを含む被害データを訓練データとした機械学習により、設備の被害の程度を算出する第２モデルを生成する第２モデル生成部１１４と、を備える。【選択図】図１