Virginia Tech
    • Log in
    View Item 
    •   VTechWorks Home
    • Virginia Tech Patents
    • Virginia Tech Patents
    • View Item
    •   VTechWorks Home
    • Virginia Tech Patents
    • Virginia Tech Patents
    • View Item
    JavaScript is disabled for your browser. Some features of this site may not work without it.

    Learning and deployment of adaptive wireless communications

    Thumbnail
    View/Open
    10217047.pdf (2.545Mb)
    Downloads: 9
    Publication Date
    2019-02-26
    Filing Date
    2018-05-03
    Inventor
    O'Shea, Timothy James
    Metadata
    Show full item record
    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.
    Assignee
    Virginia Tech Intellectual Properties, Inc.
    Patent Number
    10217047
    Application Number
    15970324
    Source URL
    http://pimg-fpiw.uspto.gov/fdd/47/170/102/0.pdf
    Primary/U.S. Class
    Other/U.S. Class
    CPC Class
    G06N3/08
    G06N3/0445
    G06N3/0454
    G06N3/04
    G06N3/082
    Patent Type
    utility
    URI
    http://hdl.handle.net/10919/102845
    Collections
    • Virginia Tech Patents [687]

    If you believe that any material in VTechWorks should be removed, please see our policy and procedure for Requesting that Material be Amended or Removed. All takedown requests will be promptly acknowledged and investigated.

    Virginia Tech | University Libraries | Contact Us
     

     

    VTechWorks

    AboutPoliciesHelp

    Browse

    All of VTechWorksCommunities & CollectionsBy Issue DateAuthorsTitlesSubjectsThis CollectionBy Issue DateAuthorsTitlesSubjects

    My Account

    Log inRegister

    Statistics

    View Usage Statistics

    If you believe that any material in VTechWorks should be removed, please see our policy and procedure for Requesting that Material be Amended or Removed. All takedown requests will be promptly acknowledged and investigated.

    Virginia Tech | University Libraries | Contact Us