Learning and deployment of adaptive wireless communications
| 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 | 2021-03-25T18:15:46Z | en |
| dc.date.available | 2021-03-25T18:15:46Z | en |
| dc.date.filed | 2018-05-03 | en |
| dc.date.issued | 2019-02-26 | en |
| dc.description.abstract | Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training and deploying machine-learned communication over radio frequency (RF) channels. One of the methods includes: determining first information; using an encoder machine-learning network to process the first information and generate a first RF signal for transmission through a communication channel; determining a second RF signal that represents the first RF signal having been altered by transmission through the communication channel; using a decoder machine-learning network to process the second RF signal and generate second information as a reconstruction of the first information; calculating a measure of distance between the second information and the first information; and updating at least one of the encoder machine-learning network or the decoder machine-learning network based on the measure of distance between the second information and the first information. | en |
| dc.format.mimetype | application/pdf | en |
| dc.identifier.applicationnumber | 15970324 | en |
| dc.identifier.patentnumber | 10217047 | en |
| dc.identifier.uri | http://hdl.handle.net/10919/102845 | en |
| dc.identifier.url | http://pimg-fpiw.uspto.gov/fdd/47/170/102/0.pdf | en |
| dc.language | en | en |
| dc.publisher | United States Patent and Trademark Office | en |
| dc.subject.cpc | G06N3/08 | en |
| dc.subject.cpc | G06N3/0445 | en |
| dc.subject.cpc | G06N3/0454 | en |
| dc.subject.cpc | G06N3/04 | en |
| dc.subject.cpc | G06N3/082 | en |
| dc.title | Learning and deployment of adaptive wireless communications | en |
| dc.type | Patent | en |
| dc.type.dcmitype | Text | en |
| dc.type.patenttype | utility | en |
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