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DISTRIBUTED LOAD PROCESSING USING DRIFT-BASED DYNAMIC CLUSTERS OF INTERNET OF THINGS DEVICES

机译:使用基于漂移的物联网设备动态集群进行分布式负载处理

摘要

For distributed processing using drift-based dynamic clustering of Internet of Things (IoT) devices, at a central device, a data source to be used for processing a workload is determined. A set is selected of devices operating within a threshold distance from the data source at a first time. A first subset of the set of devices is selected to form a cluster of devices. Each device in the first subset satisfies a clustering condition. A first device in the first subset is instructed to configure an application at the first device to participate in the cluster and process the workload. From a performance check on the first device, a change is discovered in a performance metric. In response to the change resulting from an increased demand for a computing resource at the first device, the first device is replaced with a second device from the first subset.
机译:对于使用基于漂移的物联网(IoT)设备动态聚类的分布式处理,在中央设备上,确定要用于处理工作负载的数据源。在第一时间选择一组在距数据源的阈值距离内操作的设备。选择该组设备的第一子集以形成设备集群。第一子集中的每个设备都满足聚类条件。指示第一子集中的第一设备在第一设备上配置应用程序以参与集群并处理工作负载。通过对第一台设备的性能检查,发现性能指标发生了变化。响应于由于对第一设备上的计算资源的需求增加而导致的改变,第一设备被来自第一子集中的第二设备代替。

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