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주거 건물의 거주자 재실기반 바닥난방 제어방안

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Alternative Title
Occupancy-based control strategy of radiant flow heating system in residential buildings
Abstract
Occupancy-based heating control is effective in reducing heating energy by preventing unnecessary heating during unoccupied period. Various technologies on detecting human occupancy have been developed using complicated machine learning algorithm and stochastic methodologies. This study aims at deriving low-cost and simple algorithm of occupancy inference that can be implemented to residential buildings. It also aims at finding the optimum start/stop time of floor heating system based on the occupant's standard schedule.
The core concept of the algorithm is to combine the occupancy probabilities based on indoor CO2 concentration and motion sensor data. The probability was estimated by applying different levels of decrement ratio depending on CO2 concentration change rate and aggregated motion sensor signals. The developed algorithm was validated by comparing the inference results with the occupancy schedule in a real residential building. The results showed that the inference algorithm can achieve the accuracy of 75~99%, which would be successfully implemented to the control of residential heating systems.
Control schedules for floor heating system determined were using the occupant's standard schedule. Designbuilder software was used to analyze the optimal start/stop time of heating control that satisfies thermal comfort of residents. The results showed that if residents shut off their heating 6 hours before going out and start heating 4 hours before return, they could save 14.2% on heating energy while satisfying comfort.
Author(s)
김재훈
Issued Date
2019
Awarded Date
2019. 2
Type
Dissertation
Keyword
바닥복사 난방시스템 재실자 이산화탄소 농도 PIR 센서 칼만 필터(Kalman filter) 디자인 빌더(Design Bilder) 에너지 시뮬레이션 난방 최적 정지/기동
Publisher
부경대학교
URI
https://repository.pknu.ac.kr:8443/handle/2021.oak/23372
http://pknu.dcollection.net/common/orgView/200000186071
Alternative Author(s)
Jae-Hoon, Kim
Affiliation
부경대학교 대학원
Department
대학원 건축공학과
Advisor
이규남
Table Of Contents
Ⅰ 서 론 1
1. 연구의 배경 및 목적 1
2. 연구의 방법 및 범위 3

Ⅱ 기존 연구 동향 및 문헌 고찰 6
1. 환경 센서를 활용한 재실 예측 연구 6
2. 열쾌적성을 고려한 난방 최적 정지․기동 연구 8

Ⅲ 거주자 재실 추정 방안 10
1. 재실 추정 방안 도출을 위한 현장 측정 10
2. 재실 추정 방안 13
3. 재실 확률함수 16
4. 재실 확률 함수를 이용한 재실 판정 알고리즘 도출 20
5. 재실 판정 알고리즘의 적합성 평가 23

Ⅳ DesignBuilder를 활용한 난방 최적 정지․기동 제어 방안 32
1. 평균 재실 스케줄 도출 및 쾌적 범위 설정 32
2. 건물 에너지평가 모델 설정 34
3. 난방 정지·기동 제어 알고리즘 36
4. 난방 정지·기동시각 분석 결과 40
5. 알고리즘 성능평가를 위한 Case 별 분석 45
6. 열쾌적을 고려한 제어 알고리즘의 적합성 평가 49

Ⅴ 결론 53

참고문헌 52
Degree
Master
Appears in Collections:
대학원 > 건축공학과
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