首页> 外国专利> METHOD FOR OPTIMALLY CONTROLLING CHILLER USING ONLINE/OFFLINE HYBRID MACHINE LEARNING MODEL

METHOD FOR OPTIMALLY CONTROLLING CHILLER USING ONLINE/OFFLINE HYBRID MACHINE LEARNING MODEL

机译:基于在线/离线混合机学习模型的冷水机组最优控制方法

摘要

The present invention provides a method of controlling a building system (500) including a building energy management system (BEMS) with a plurality of sensors (S). According to the present invention, a method of optimally controlling a chiller using an online/offline machine learning model includes the steps of: (a) constructing, by a machine learning model generation unit (200), the online machine learning model by using input variables which are measured by the sensor (S) and automatically input to the machine learning model generation unit (200) through the input variable input unit (100); (b) constructing, by the machine learning model generation unit (200), the offline machine learning model by using input variables which are manually input to the machine learning model generation unit( 200) through an input manual input unit (110); (c) generating an offline/online hybrid machine learning model by using both the constructed online machine learning model and the offline machine learning model; (d) searching for a control set value for operating a refrigerator (510) at an optimum efficiency by using the generated offline/online hybrid machine learning model and a preset optimization algorithm; and (e) controlling the refrigerator (510) by using the control set value.;COPYRIGHT KIPO 2019
机译:本发明提供了一种控制建筑物系统(500)的方法,该建筑物系统(500)包括具有多个传感器(S)的建筑物能量管理系统(BEMS)。根据本发明,一种使用在线/离线机器学习模型来最佳地控制冷却器的方法包括以下步骤:(a)由机器学习模型生成单元(200)通过使用输入来构建在线机器学习模型。由传感器(S)测量并通过输入变量输入单元(100)自动输入到机器学习模型生成单元(200)的变量; (b)由机器学习模型生成单元(200)使用通过输入手动输入单元(110)手动输入到机器学习模型生成单元(200)的输入变量来构建离线机器学习模型; (c)通过使用构造的在线机器学习模型和离线机器学习模型来产生离线/在线混合机器学习模型; (d)通过使用所生成的离线/在线混合机器学习模型和预设的优化算法,搜索用于以最佳效率操作冰箱(510)的控制设定值; (e)使用控制设定值控制冰箱(510)。COPYRIGHTKIPO 2019

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