To safeguard the privacy and security of IoT systems, specific emitter identification is utilized to recognize device identity with hardware characteristics. In view growing demand for identifying unknown devices, this paper aims discuss open-set identification. We firstly build up a problem formulation SEI by discussing working mechanisms radio signals recognition. And then it pointed out that...

The chips contained in any electronic device are manufactured over circular silicon wafers, which monitored by inspection machines at different production stages. Inspection detect and locate defect within the wafer return a Wafer Defect Map (WDM), i.e., list of coordinates where defects lie, can be considered huge, sparse, binary image. In normal conditions, wafers exhibit small number randoml...

Open-set recognition and adversarial defense study two key aspects of deep learning that are vital for real-world deployment. The objective open-set is to identify samples from classes during testing, while aims robustify the network against images perturbed by imperceptible noise. This paper demonstrates systems vulnerable samples. Furthermore, this shows mechanisms trained on known unable gen...