The Method that Estimate Energy Consumption according to The Number of Occupants based on Artificial Intelligence and The System and Computer-readable Medium for Performing The Same

The present invention relates to a method for estimating an energy consumption depending on the number of occupants based on artificial intelligence, a system for performing the same, and a computer-readable medium. The method for estimating an energy consumption depending on the number of occupants...

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Bibliographische Detailangaben
Hauptverfasser: KIM MI LIM, SON SUNG YONG, PARK KEON JUN
Format: Patent
Sprache:eng ; kor
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Zusammenfassung:The present invention relates to a method for estimating an energy consumption depending on the number of occupants based on artificial intelligence, a system for performing the same, and a computer-readable medium. The method for estimating an energy consumption depending on the number of occupants based on artificial intelligence generates a learning histogram including recognized number information for each object recognized based on learning object recognizing data for an object recognized through a first model based on an artificial neural network learned in a learning image photographed by a first camera; learns a second model based on an artificial neural network based on time information when photographing a learning image of the first camera, the number of objects measured in an image photographed by a second camera, and the learning histogram; estimates the number of occupants per hour based on histogram information, which is generated based on object recognition data for the object recognized through the first model based on an artificial neural network learned in an image photographed by the first camera, and time information in the image photographing of the first camera; and predicts the energy consumption per hour depending on the occupants by inputting the number of occupants per hour and the time information to a third model based on a learned artificial neural network. 본 발명은 인공지능 기반 재실인원에 따른 에너지 소비량 추정방법, 및 이를 수행하는 시스템, 컴퓨터-판독가능 매체로서, 제1카메라로 촬영된 학습영상에서 학습된 인공신경망 기반의 제1모델을 통해 인식된 객체에 대한 학습객체인식데이터에 기반하여 인식된 객체 수당 인식된 횟수정보를 포함하는 학습히스토그램을 생성하고, 상기 제1카메라의 학습영상 촬영시의 시간정보, 제2카메라로 촬영된 영상에서 실측된 객체의 수 및 상기 학습히스토그램에 기반하여 인공신경망 기반의 제2모델을 학습시키고, 상기 제1카메라로 촬영된 영상에서 학습된 인공신경망 기반의 제1모델을 통해 인식된 객체에 대한 객체인식데이터에 기반하여 생성된 히스토그램정보 및 상기 제1카메라의 영상 촬영시의 시간정보에 기반하여 시간당 재실인원 수를 추정하고, 추정된 시간당 재실인원 수 및 상기 시간정보를 학습된 인공신경망 기반의 제3모델에 입력하여 재실인원에 따른 시간당 에너지소비량을 예측하는, 인공지능 기반 재실인원에 따른 에너지 소비량 추정방법, 및 이를 수행하는 시스템, 컴퓨터-판독가능 매체에 관한 것이다.