Radio signal identification, identification system learning, and identifier deployment
| dc.contributor.assignee | Virginia Tech Intellectual Properties, Inc. | en |
| dc.contributor.inventor | O'Shea, Timothy James | en |
| dc.date.accessed | 2021-03-23 | en |
| dc.date.accessioned | 2021-03-25T18:15:36Z | en |
| dc.date.available | 2021-03-25T18:15:36Z | en |
| dc.date.filed | 2018-04-24 | en |
| dc.date.issued | 2020-05-05 | en |
| dc.description.abstract | Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training and deploying machine-learned identification of radio frequency (RF) signals. One of the methods includes: determining an RF signal configured to be transmitted through an RF band of a communication medium; determining first classification information that is associated with the RF signal, and that includes a representation of a characteristic of the RF signal or a characteristic of an environment in which the RF signal is communicated; using at least one machine-learning network to process the RF signal and generate second classification information as a prediction of the first classification information; calculating a measure of distance between (i) the second classification information that was generated by the at least one machine-learning network, and (ii) the first classification information associated with the RF signal; and updating the at least one machine-learning network based on the measure of distance. | en |
| dc.format.mimetype | application/pdf | en |
| dc.identifier.applicationnumber | 15961465 | en |
| dc.identifier.patentnumber | 10643153 | en |
| dc.identifier.uri | http://hdl.handle.net/10919/102799 | en |
| dc.identifier.url | http://pimg-fpiw.uspto.gov/fdd/53/431/106/0.pdf | en |
| dc.language.iso | en | en |
| dc.publisher | United States Patent and Trademark Office | en |
| dc.subject.cpc | G06N20/00 | en |
| dc.subject.cpc | G06N3/0454 | en |
| dc.subject.cpc | G06N3/08 | en |
| dc.subject.cpc | H04W24/08 | en |
| dc.title | Radio signal identification, identification system learning, and identifier deployment | en |
| dc.type | Patent | en |
| dc.type.dcmitype | Text | en |
| dc.type.patenttype | utility | en |
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