| CPC G06F 11/0757 (2013.01) [G06F 11/0736 (2013.01); G06N 3/044 (2023.01); G06N 3/08 (2013.01); G06Q 50/02 (2013.01)] | 9 Claims |
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1. A method of predicting a remaining lifetime of an environment data collection sensor installed within a livestock house, the method comprising:
collecting livestock house environment information from a sensor through a wired/wireless communication interface;
storing the collected livestock house environment information in a database;
detecting an error of the sensor from the collected livestock house environment information;
generating a dataset for learning based on given livestock house environment information collected during a period from a time of sensor installation up to a time of detecting the error, the given livestock house environment information being obtained from the collected livestock house environment information stored in the database;
generating a sensor lifetime prediction model to perform the learning, the sensor lifetime prediction model being a time series-based machine learning model;
training the sensor lifetime prediction model using the dataset; and
predicting a remaining lifetime of the sensor at a specific time point by applying a dataset, which is acquired from livestock house environment information collected at the specific time, to the trained sensor lifetime prediction model.
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