인공지능 기반 에너지 효율화 방안 연구

• 영문명: A Study on Energy Efficiency Plan based on Artificial Intelligence: Focusing on Mixed Research Methodology
• 발행기관: 한국IT서비스학회
• 저자명: 이문범 마태영
• 간행물 정보: 『한국IT서비스학회지』제21권 제5호, 81~94쪽, 전체 14쪽
• 주제분류: 경제경영 > 경영학
• 파일형태: PDF
• 발행일자: 2022.10.31

영문 초록

This study sets the research goal of reducing energy consumption which ‘H’ University Industry-University Cooperation Foundation and resident companies are concerned with, as well as conducting policy research and data analysis. We tried to present a solution to the problem using the technique. The algorithm showing the greatest reliability in the power of the model for the analysis algorithm of this paper was selected, and the power consumption trend curves per minute and hour were confirmed through predictive analysis while applying the algorithm, as well as confirming the singularity of excessive energy consumption. Through an additional sub-sensor analysis, the singularity of energy consumption of the unit was identified more precisely in the facility rather than in the building unit. Through this, this paper presents a system building model for real-time monitoring of campus power usage, and expands the data center and model for implementation. Furthermore, by presenting the possibility of expanding the field through research on the integration of mobile applications and IoT hardware, this study will provide school authorities and resident companies with specific solutions necessary to continuously solve data-based field problems.

목차

1. 서론

2. 연구의 배경

3. 혼합적 연구 방법

4. 정책적 측면 분석

5. 데이터 과학 측면

6. 모델링 평가

7. 결론

참고문헌

키워드

University Energy BEMS Energy Save SVR RNN LSTM C-LSTM Mixed Research Methodology