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MACHINE LEARNING BASED TUNING OF RADIO FREQUENCY APPARATUSES

Application US20260092958A1 Kind: A1 Apr 02, 2026

Assignee

VIASAT, INC.

Inventors

Bala Krishna JULURI, Andrew S. CHIKA, Justin M. HALLAS, Timothy M. BECK

Abstract

Methods, systems, and/or devices for tuning the configuration settings of one or more RF apparatuses are provided. Various embodiments described herein regard a system that includes a radio frequency apparatus configured to operate based on a plurality of possible configuration settings to generate an output signal that is characterized by a performance metric. The system can also include a tuner that employs a machine learning engine having a training stage and an inference stage. The inference stage can be configured to, based on a machine learning model, search the possible configuration settings for a target configuration setting that results in the performance metric meeting defined bounds of an optimization threshold value.

CPC Classifications

G01R 29/08 G06N 7/01 G06N 20/00

Filing Date

2025-12-08

Application No.

19411744