KR102634553B1 - 강화학습을 이용한 건물의 에너지를 관리하는 장치 및 방법 - Google Patents
강화학습을 이용한 건물의 에너지를 관리하는 장치 및 방법 Download PDFInfo
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- KR102634553B1 KR102634553B1 KR1020210182510A KR20210182510A KR102634553B1 KR 102634553 B1 KR102634553 B1 KR 102634553B1 KR 1020210182510 A KR1020210182510 A KR 1020210182510A KR 20210182510 A KR20210182510 A KR 20210182510A KR 102634553 B1 KR102634553 B1 KR 102634553B1
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- building
- state data
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- building management
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- 230000002787 reinforcement Effects 0.000 title claims abstract description 20
- 238000000034 method Methods 0.000 title claims abstract description 18
- 238000010438 heat treatment Methods 0.000 claims abstract description 40
- 238000004378 air conditioning Methods 0.000 claims abstract description 38
- 230000009471 action Effects 0.000 claims abstract description 7
- 238000012937 correction Methods 0.000 claims description 9
- 230000008859 change Effects 0.000 claims description 7
- 238000007726 management method Methods 0.000 description 56
- 238000013473 artificial intelligence Methods 0.000 description 17
- 238000004891 communication Methods 0.000 description 12
- 238000005457 optimization Methods 0.000 description 5
- 230000008569 process Effects 0.000 description 5
- 238000010586 diagram Methods 0.000 description 4
- 238000005265 energy consumption Methods 0.000 description 4
- 230000006870 function Effects 0.000 description 4
- 238000001816 cooling Methods 0.000 description 2
- 238000005516 engineering process Methods 0.000 description 2
- 238000010801 machine learning Methods 0.000 description 2
- 230000005540 biological transmission Effects 0.000 description 1
- 238000010276 construction Methods 0.000 description 1
- 230000005611 electricity Effects 0.000 description 1
- 239000005431 greenhouse gas Substances 0.000 description 1
- 230000009467 reduction Effects 0.000 description 1
- 230000004044 response Effects 0.000 description 1
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Classifications
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
- G06Q50/06—Energy or water supply
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F11/00—Control or safety arrangements
- F24F11/30—Control or safety arrangements for purposes related to the operation of the system, e.g. for safety or monitoring
- F24F11/46—Improving electric energy efficiency or saving
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F11/00—Control or safety arrangements
- F24F11/70—Control systems characterised by their outputs; Constructional details thereof
- F24F11/80—Control systems characterised by their outputs; Constructional details thereof for controlling the temperature of the supplied air
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/23—Updating
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
- G06Q50/10—Services
-
- G—PHYSICS
- G08—SIGNALLING
- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B21/00—Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
- G08B21/18—Status alarms
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- Engineering & Computer Science (AREA)
- Business, Economics & Management (AREA)
- Theoretical Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Physics & Mathematics (AREA)
- Economics (AREA)
- General Engineering & Computer Science (AREA)
- Human Resources & Organizations (AREA)
- Strategic Management (AREA)
- Tourism & Hospitality (AREA)
- Health & Medical Sciences (AREA)
- Marketing (AREA)
- General Business, Economics & Management (AREA)
- Mechanical Engineering (AREA)
- Data Mining & Analysis (AREA)
- General Health & Medical Sciences (AREA)
- Chemical & Material Sciences (AREA)
- Combustion & Propulsion (AREA)
- Software Systems (AREA)
- Primary Health Care (AREA)
- Evolutionary Computation (AREA)
- Computing Systems (AREA)
- Artificial Intelligence (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Public Health (AREA)
- Medical Informatics (AREA)
- Water Supply & Treatment (AREA)
- Databases & Information Systems (AREA)
- Mathematical Physics (AREA)
- Development Economics (AREA)
- Game Theory and Decision Science (AREA)
- Entrepreneurship & Innovation (AREA)
- Operations Research (AREA)
- Quality & Reliability (AREA)
- Emergency Management (AREA)
- Air Conditioning Control Device (AREA)
Priority Applications (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
KR1020210182510A KR102634553B1 (ko) | 2021-12-20 | 2021-12-20 | 강화학습을 이용한 건물의 에너지를 관리하는 장치 및 방법 |
PCT/KR2022/017342 WO2023120967A1 (fr) | 2021-12-20 | 2022-11-07 | Appareil et procédé de gestion de l'énergie d'un bâtiment à l'aide de l'apprentissage par renforcement |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
KR1020210182510A KR102634553B1 (ko) | 2021-12-20 | 2021-12-20 | 강화학습을 이용한 건물의 에너지를 관리하는 장치 및 방법 |
Publications (2)
Publication Number | Publication Date |
---|---|
KR20230093678A KR20230093678A (ko) | 2023-06-27 |
KR102634553B1 true KR102634553B1 (ko) | 2024-02-08 |
Family
ID=86902912
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
KR1020210182510A KR102634553B1 (ko) | 2021-12-20 | 2021-12-20 | 강화학습을 이용한 건물의 에너지를 관리하는 장치 및 방법 |
Country Status (2)
Country | Link |
---|---|
KR (1) | KR102634553B1 (fr) |
WO (1) | WO2023120967A1 (fr) |
Families Citing this family (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN117146382B (zh) * | 2023-10-31 | 2024-01-19 | 西华大学 | 一种智能化调适系统优化方法 |
Family Cites Families (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
KR101653763B1 (ko) * | 2014-09-24 | 2016-09-02 | 현대건설 주식회사 | 건물 에너지 모델을 이용한 에너지 설비의 이상 검출 방법 |
KR102212663B1 (ko) * | 2018-05-22 | 2021-02-05 | 주식회사 석영시스템즈 | 목표 온도를 기반으로 하는 빌딩의 열·공조 시스템에 대한 공급 전력 제어 방법 및 장치 |
KR102665327B1 (ko) * | 2019-10-18 | 2024-05-17 | 주식회사 케이티 | 건물 내의 환경을 제어하는 서버, 방법 및 컴퓨터 프로그램 |
KR102323033B1 (ko) * | 2019-11-19 | 2021-11-10 | 한국에너지기술연구원 | 기계 학습 기반 에너지 자동 제어 장치 및 그 방법 |
KR20210133066A (ko) * | 2020-04-28 | 2021-11-05 | 한국전력공사 | 건물 내 에너지 최적 제어 장치 및 방법 |
-
2021
- 2021-12-20 KR KR1020210182510A patent/KR102634553B1/ko active IP Right Grant
-
2022
- 2022-11-07 WO PCT/KR2022/017342 patent/WO2023120967A1/fr unknown
Also Published As
Publication number | Publication date |
---|---|
KR20230093678A (ko) | 2023-06-27 |
WO2023120967A1 (fr) | 2023-06-29 |
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