01-07-2021 дата публикации
Номер: US20210203615A1
Systems and method are disclosed and among these is a method for fingerprint based detection of Internet of Things (IoT) devices and classification of IoT device type, and corresponding adaptive allocation of link resources, with monitoring of traffic for flow data, detecting IoT devices and classifying the IoT device types, via machine learning classifiers, real time assigning IoT device type based quality of service (QoS) for IoT device traffic, and corresponding IoT device type based, real time allocating of resources to the link. Optionally, machine classifiers can be centrally instantiated, distributed to what can be large populations of user IoT Internet access terminals, and retrained by same, centrally merged or combined, and then redistributed. 1. A system for fingerprint based detection and classification of Intent of Things (IoT) device type , and adaptive allocation and access priority to link bandwidth , comprisinga processor; and monitor a link traffic and generate a corresponding feature data,', 'classify the device, based at least in part on applying a machine learning classifier to at least a portion of the feature data, between being and not being an IoT device of a particular IoT device type; and', assign an IoT device type-specific quality of service (QoS) for carrying a traffic associated with the IoT device, and', 'allocate, for traffic associated with the IoT device, resources of the link in accordance with the assigned IoT device type-specific QoS., 'in response to classifying the device as the IoT device of the particular IoT device type to], 'a memory, coupled to the processor, storing executable instructions that, when executed by the processor, cause the processor to2. The system of claim 1 , wherein to classify the device between being and not being an IoT device of the particular IoT device type includes to:apply the feature data to a first classifier that is configured to classify the device between being an IoT device and being a non- ...
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