KR102634553B1 - 강화학습을 이용한 건물의 에너지를 관리하는 장치 및 방법 - Google Patents

강화학습을 이용한 건물의 에너지를 관리하는 장치 및 방법 Download PDF

Info

Publication number
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
Authority
KR
South Korea
Prior art keywords
building
state data
data
building management
energy
Prior art date
Application number
KR1020210182510A
Other languages
English (en)
Korean (ko)
Other versions
KR20230093678A (ko
Inventor
이혜영
Original Assignee
주식회사 스피랩
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by 주식회사 스피랩 filed Critical 주식회사 스피랩
Priority to KR1020210182510A priority Critical patent/KR102634553B1/ko
Priority to PCT/KR2022/017342 priority patent/WO2023120967A1/fr
Publication of KR20230093678A publication Critical patent/KR20230093678A/ko
Application granted granted Critical
Publication of KR102634553B1 publication Critical patent/KR102634553B1/ko

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION 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
    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/06Energy or water supply
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/30Control or safety arrangements for purposes related to the operation of the system, e.g. for safety or monitoring
    • F24F11/46Improving electric energy efficiency or saving
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/70Control systems characterised by their outputs; Constructional details thereof
    • F24F11/80Control systems characterised by their outputs; Constructional details thereof for controlling the temperature of the supplied air
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/23Updating
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION 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
    • G06Q10/00Administration; Management
    • G06Q10/04Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION 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
    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/10Services
    • GPHYSICS
    • G08SIGNALLING
    • G08BSIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
    • G08B21/00Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
    • G08B21/18Status alarms

Landscapes

  • 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)
KR1020210182510A 2021-12-20 2021-12-20 강화학습을 이용한 건물의 에너지를 관리하는 장치 및 방법 KR102634553B1 (ko)

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)

* Cited by examiner, † Cited by third party
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)

* Cited by examiner, † Cited by third party
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

Also Published As

Publication number Publication date
KR20230093678A (ko) 2023-06-27
WO2023120967A1 (fr) 2023-06-29

Similar Documents

Publication Publication Date Title
US11416955B2 (en) Model predictive maintenance system with integrated measurement and verification functionality
US10890904B2 (en) Model predictive maintenance system for building equipment
CN108292860B (zh) 电力控制装置、运转计划制定方法以及记录介质
US10042340B2 (en) Systems and methods for extending the battery life of a wireless sensor in a building control system
TWI435038B (zh) 空調控制裝置與方法
JP2017110904A (ja) 環境維持システムの制御
US20150039146A1 (en) Power load monitoring and predicting system and method thereof
TWI678504B (zh) 儲冰量調整系統與儲冰量調整方法
CN102520743B (zh) 温度控制方法、系统和基站设备
US10823446B2 (en) System of adjusting load of air conditioning and method of adjusting the same
CN203223987U (zh) 一种二级网水力平衡调控系统
JP2008082642A (ja) 蓄熱槽熱源システムの制御装置及び制御方法
KR102634553B1 (ko) 강화학습을 이용한 건물의 에너지를 관리하는 장치 및 방법
JP2013542390A (ja) 住居用低電力熱システム
CN114777193B (zh) 一种供热系统二级网分户调控模式切换方法及系统
CN103743068A (zh) 一种基于能效优化的中央空调冷却塔风机控制方法及系统
CN118242702A (zh) 一种自适应环境变化的智能供热控制系统、方法及装置
US11947325B2 (en) Controller for microgrid powered interconnected greenhouses
TWI699500B (zh) 空調負荷調整系統及空調負荷調整方法
JP6979606B2 (ja) 空気調和機の制御装置、空気調和機の制御方法、およびプログラム
JP2008082641A (ja) 蓄熱槽熱源システムの制御装置及び制御方法
US20230170697A1 (en) Techniques for predictive control of energy use in a structure
CN115552182A (zh) 室内温度估计装置、程序以及室内温度估计方法
TWI776544B (zh) 溫度調控設備的節能控制方法及裝置
JP2019527328A (ja) 分散型低次元空気供給側最適化を用いたモデル予測制御を使用するhvacシステム

Legal Events

Date Code Title Description
E902 Notification of reason for refusal
E701 Decision to grant or registration of patent right