The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Apr. 12, 2022
Filed:
May. 28, 2020
Systems and methods for enhancing communication network performance using vector based deep learning
Ball Aerospace & Technologies Corp., Boulder, CO (US);
Bevan D. Staple, Longmont, CO (US);
Jennifer H. Lee, Boulder, CO (US);
Jason Monin, Dayton, OH (US);
Cynthia Wallace, Louisville, CO (US);
Ball Aerospace & Technologies Corp., Boulder, CO (US);
Abstract
Systems and methods for forming radio frequency beams in communication systems are provided. Signals from one or more devices are received at a base station and are processed using a vector based deep learning (VBDL) model or network. The VBDL model can receive and process vector and/or spatial information related to or part of the received signals. An optimal beamforming vector for a received signal is determined by the VBDL model, without reference to a codebook. The VBDL model can incorporate parameters that are pruned during training to provide efficient operation of the model.