The present invention relates to an artificial neural network based stress prediction model system, a safety evaluation system, and a method of evaluating the same, and more particularly, to a wind sensor that is installed in a high-rise structure and measures wind information in real time. A plurality of strain gauges installed on the high-rise structure, and a strain sensor for measuring the strain of the structure according to the wind information measured by the wind sensor and an artificial neural network (ANN) formed by a plurality of wind sensors and strain sensors And a stress prediction model generation unit for generating stress prediction models of the high-rise structure according to the wind loads by training the strain data according to the information. The present invention provides a system for evaluating safety by predicting a stress of a structure using only wind information and generating a safety evaluation model of a sustainable high-rise structure, an evaluation system using the same, and an evaluation method thereof.
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