APPARATUS AND METHOD FOR PREDICTING REMAINING LIFETIME OF ENVIRONMENT MEASUREMENT SENSORS IN LIVESTOCK HOUSE

• Main Authors: JUNG JAE YOUNG, KIM YOU JIN, EUN JEE SOOK, CHOI WON KYU, PARK HYON, PARK DAE HEON, JO SENG KYOUN, KIM SE HAN
• Format: Patent
• Language: English; Korean
• Published: 17.08.2022
• Subjects: AGRICULTURE; ANIMAL HUSBANDRY; ARRANGEMENTS FOR MEASURING TWO OR MORE VARIABLES NOT COVEREDIN A SINGLE OTHER SUBCLASS; CALCULATING; CARE OF BIRDS, FISHES, INSECTS; COMPUTING; COUNTING; DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FORADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORYOR FORECASTING PURPOSES; FISHING; FORESTRY; HUMAN NECESSITIES; HUNTING; MEASURING; MEASURING NOT SPECIALLY ADAPTED FOR A SPECIFIC VARIABLE; MEASURING OR TESTING NOT OTHERWISE PROVIDED FOR; NEW BREEDS OF ANIMALS; PHYSICS; REARING OR BREEDING ANIMALS, NOT OTHERWISE PROVIDED FOR; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE,COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTINGPURPOSES, NOT OTHERWISE PROVIDED FOR; TARIFF METERING APPARATUS; TESTING; TRAPPING

The present invention relates to an apparatus for predicting a remaining life of an environmental data collection sensor in a barn, and a method thereof. The method for predicting the remaining life of the environmental data collection sensor in the barn according to the present invention comprises the following steps of: (a) collecting barn environment information; (b) sensing a sensor error from the collected barn environment information; (c) generating a dataset for learning; (d) generating a sensor life prediction model and performing learning; and (e) predicting a sensor life by using a learning result. According to the apparatus, environmental data can be stably secured. 본 발명은 축사 내 환경 데이터 수집 센서의 잔여 수명 예측 장치 및 그 방법에 관한 것이다. 본 발명에 따른 축사 내 환경 데이터 수집 센서의 잔여 수명 예측 방법은 (a) 축사 환경 정보를 수집하는 단계와, (b) 수집된 축사 환경 정보로부터 센서의 오류를 감지하는 단계와, (c) 학습을 위한 데이터셋을 생성하는 단계와, (d) 센서 수명 예측 모델을 생성하고 학습을 수행하는 단계 및 (e) 학습 결과를 이용하여 센서 수명을 예측하는 단계를 포함한다.