US 12,316,398 B2
Efficient initial acquisition with gain state prediction using machine learning
Khyati Bhupendrabhai Mardia, San Diego, CA (US); Yue Hong, San Diego, CA (US); Sandeep Ramannavar, San Diego, CA (US); Rohit Bhasi Thazhath, San Diego, CA (US); Shraddha Ramachandra Phadnis, San Diego, CA (US); Madhup Chandra, San Diego, CA (US); Arvind Vardarajan Santhanam, San Diego, CA (US); Shanshan Wang, San Diego, CA (US); Yongle Wu, San Diego, CA (US); Tom Chin, San Diego, CA (US); and Scott Hoover, Del Mar, CA (US)
Assigned to QUALCOMM Incorporated, San Diego, CA (US)
Filed by QUALCOMM Incorporated, San Diego, CA (US)
Filed on Mar. 30, 2023, as Appl. No. 18/193,121.
Prior Publication US 2024/0333409 A1, Oct. 3, 2024
Int. Cl. G06F 15/173 (2006.01); G06N 5/022 (2023.01); H04B 17/391 (2015.01); H04W 8/22 (2009.01); H04W 24/06 (2009.01); H04W 88/06 (2009.01)
CPC H04B 17/3913 (2015.01) [G06N 5/022 (2013.01); H04W 8/22 (2013.01); H04W 24/06 (2013.01); H04W 88/06 (2013.01)] 18 Claims
OG exemplary drawing
 
1. An apparatus for wireless communications at a user equipment (UE), comprising:
one or more processors;
one or more memories coupled with the one or more processors; and
instructions stored in the one or more memories and executable by the one or more processors to cause the apparatus to:
provide a plurality of values for a plurality of input parameters to a machine learning model associated with gain state prediction for initial acquisition, the plurality of values comprising current values for the plurality of input parameters associated with a current status of the UE and at least one of historical values for the plurality of input parameters associated with the current status of the UE or crowdsourced values for the plurality of input parameters associated with the current status of the UE;
generate, by the machine learning model and based at least in part on the plurality of values for the plurality of input parameters, a predicted value for an initial gain state;
perform an initial acquisition procedure with a network entity according to the predicted value for the initial gain state; and
transmit an initial acquisition report to a cloud-based server, a network server, or both, the initial acquisition report comprising an indication of the plurality of values for the plurality of input parameters and an indication of whether the initial acquisition procedure was successful.