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首页> 外国专利> ADAPTIVE TRAINING AND DEPLOYMENT OF SINGLE CHILLER AND CLUSTERED CHILLER FAULT DETECTION MODELS FOR CONNECTED CHILLERS

ADAPTIVE TRAINING AND DEPLOYMENT OF SINGLE CHILLER AND CLUSTERED CHILLER FAULT DETECTION MODELS FOR CONNECTED CHILLERS

机译：连接式冷却器的自适应训练和部署单个冷却器和聚集式冷却器故障检测模型

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摘要

A chiller fault prediction system for a building, including one or more memory devices and one or more processors. The one or more memory devices are configured to store instructions to be executed on the one or more processors. The one or more processors are configured to receive chiller data for a plurality of chillers, the chiller data indicating performance of the plurality of chillers. The one or more processors are configured to generate, based on the received chiller data, a plurality of single chiller prediction models and a plurality of cluster chiller prediction models, the plurality of single chiller prediction models generated for each the plurality of chillers and the plurality of cluster chiller prediction models generated for chiller clusters of the plurality of chillers. The one or more processors are configured to label each of the plurality of single chiller prediction models and the plurality of cluster chiller prediction models as an accurately predicting chiller model or an inaccurately predicting chiller model based on a performance of each of the plurality of single chiller prediction models and a performance of each of the plurality of cluster chiller prediction models. The one or more processors are configured to predict a chiller fault with each of the plurality of single chiller prediction models labeled as the accurately predicting chiller models. The one or more processors are configured to predict a chiller fault for each of a plurality of assigned chillers assigned to one of a plurality of clusters labeled as the accurately predicting chiller model.
机译：一种用于建筑物的冷却器故障预测系统，包括一个或多个存储设备和一个或多个处理器。所述一个或一个以上存储器装置经配置以存储将在所述一个或一个以上处理器上执行的指令。一个或多个处理器被配置为接收多个冷却器的冷却器数据，该冷却器数据指示多个冷却器的性能。一个或多个处理器被配置为基于接收到的冷却器数据生成多个单个冷却器预测模型和多个群集冷却器预测模型，为多个冷却器和多个冷却器中的每一个产生的多个单个冷却器预测模型为多个冷却器的冷却器群集生成的群集冷却器预测模型的集合。一个或多个处理器被配置为基于多个单个冷却器中的每个的性能将多个单个冷却器预测模型和多个集群冷却器预测模型中的每个标记为准确地预测冷却器模型或不准确地预测冷却器模型。预测模型和多个群集冷却器预测模型中的每一个的性能。一个或多个处理器被配置为利用标记为精确预测冷却器模型的多个单个冷却器预测模型中的每一个预测冷却器故障。一个或多个处理器被配置为针对分配给标记为精确预测的冷却器模型的多个集群之一的多个分配的冷却器中的每一个预测冷却器故障。

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