A platform for research: civil engineering, architecture and urbanism
A platform for research: civil engineering, architecture and urbanism
Intelligent control method for climate response type natural ventilation window
The invention discloses an intelligent control method for a climate response type natural ventilation window, which is based on a building heat transfer theory, a natural ventilation theory, an existing building information technology and an environment simulation technology, combines a multi-area network structure with a machine learning algorithm, improves the dynamic response capability and the real-time decision-making capability of a building thermal model, and achieves the intelligent control of the climate response type natural ventilation window. Meanwhile, feature engineering is refined, algorithm complexity is reduced, and model reliability is improved. In addition, according to system operation characteristics and Internet of Things technology development characteristics, a program architecture is reasonably designed, and an incremental learning theory is applied, so that the intelligent control system has optimizability; sensor types and arrangement schemes are reasonably designed, and the economic cost of the system is saved under the condition of ensuring model performance. According to the system, intelligent control of the natural ventilation window is adjusted to local conditions, an optimal decision is provided for implementation of the whole operation period, and the potential of natural ventilation on building energy conservation, building thermal comfort and building health is fully exerted.
本发明公开了一种气候响应型自然通风窗智能控制方法，基于建筑传热学理论、自然通风理论、以及现有建筑信息技术与环境模拟技术，把多区域网络结构与机器学习算法相互结合，提高建筑热模型的动态响应能力、实时决策能力，同时细化特征工程、减小算法复杂度、提高模型可靠性。此外，本发明依据系统运行特点与物联网技术发展特点，合理设计程序架构，应用增量学习理论，使智能控制系统具有可优化性；合理设计传感器种类与布置方案，保证模型性能的条件下节约系统经济成本。根据本发明，该系统实现自然通风窗智能控制因地制宜、运行全周期实施提供最优决策，充分发挥了自然通风对建筑节能、建筑热舒适、建筑健康的影响潜力。
Intelligent control method for climate response type natural ventilation window
The invention discloses an intelligent control method for a climate response type natural ventilation window, which is based on a building heat transfer theory, a natural ventilation theory, an existing building information technology and an environment simulation technology, combines a multi-area network structure with a machine learning algorithm, improves the dynamic response capability and the real-time decision-making capability of a building thermal model, and achieves the intelligent control of the climate response type natural ventilation window. Meanwhile, feature engineering is refined, algorithm complexity is reduced, and model reliability is improved. In addition, according to system operation characteristics and Internet of Things technology development characteristics, a program architecture is reasonably designed, and an incremental learning theory is applied, so that the intelligent control system has optimizability; sensor types and arrangement schemes are reasonably designed, and the economic cost of the system is saved under the condition of ensuring model performance. According to the system, intelligent control of the natural ventilation window is adjusted to local conditions, an optimal decision is provided for implementation of the whole operation period, and the potential of natural ventilation on building energy conservation, building thermal comfort and building health is fully exerted.
本发明公开了一种气候响应型自然通风窗智能控制方法，基于建筑传热学理论、自然通风理论、以及现有建筑信息技术与环境模拟技术，把多区域网络结构与机器学习算法相互结合，提高建筑热模型的动态响应能力、实时决策能力，同时细化特征工程、减小算法复杂度、提高模型可靠性。此外，本发明依据系统运行特点与物联网技术发展特点，合理设计程序架构，应用增量学习理论，使智能控制系统具有可优化性；合理设计传感器种类与布置方案，保证模型性能的条件下节约系统经济成本。根据本发明，该系统实现自然通风窗智能控制因地制宜、运行全周期实施提供最优决策，充分发挥了自然通风对建筑节能、建筑热舒适、建筑健康的影响潜力。
Intelligent control method for climate response type natural ventilation window
一种气候响应型自然通风窗智能控制方法
ZHANG WANLIN (author) / ZHUANG ZHI (author)
2024-07-30
Patent
Electronic Resource
Chinese
IPC:
E05F
DEVICES FOR MOVING WINGS INTO OPEN OR CLOSED POSITION
,
Vorrichtungen zum Bewegen der Flügel in die Offen- oder Schließstellung
/
G06F
ELECTRIC DIGITAL DATA PROCESSING
,
Elektrische digitale Datenverarbeitung
/
G06N
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
,
Rechnersysteme, basierend auf spezifischen Rechenmodellen
/
G06Q
Datenverarbeitungssysteme oder -verfahren, besonders angepasst an verwaltungstechnische, geschäftliche, finanzielle oder betriebswirtschaftliche Zwecke, sowie an geschäftsbezogene Überwachungs- oder Voraussagezwecke
,
DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES
Intelligent window ventilation system and control method
| European Patent Office | 2016