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Learning and deployment of adaptive wireless communications

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dc.contributor.assigneeVirginia Tech Intellectual Properties, Inc.en
dc.contributor.inventorO'Shea, Timothy Jamesen
dc.date.accessed2021-03-23en
dc.date.accessioned2021-03-25T18:15:46Zen
dc.date.available2021-03-25T18:15:46Zen
dc.date.filed2018-05-03en
dc.date.issued2019-02-26en
dc.description.abstractMethods, 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.mimetypeapplication/pdfen
dc.identifier.applicationnumber15970324en
dc.identifier.patentnumber10217047en
dc.identifier.urihttp://hdl.handle.net/10919/102845en
dc.identifier.urlhttp://pimg-fpiw.uspto.gov/fdd/47/170/102/0.pdfen
dc.language.isoenen
dc.publisherUnited States Patent and Trademark Officeen
dc.subject.cpcG06N3/08en
dc.subject.cpcG06N3/0445en
dc.subject.cpcG06N3/0454en
dc.subject.cpcG06N3/04en
dc.subject.cpcG06N3/082en
dc.titleLearning and deployment of adaptive wireless communicationsen
dc.typePatenten
dc.type.dcmitypeTexten
dc.type.patenttypeutilityen

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