US 12,413,662 B2
Mobile device and method for providing personalized management system
Karthikeyan Palavedu Saravanan, Chertsey (GB); Ramesh Munikrishnappa, Chertsey (GB); and Daniel Ansorregui Lobete, Chertsey (GB)
Assigned to SAMSUNG ELECTRONICS CO., LTD., Suwon-si (KR)
Filed by SAMSUNG ELECTRONICS CO., LTD., Suwon-si (KR)
Filed on Nov. 29, 2022, as Appl. No. 18/070,897.
Application 18/070,897 is a continuation of application No. PCT/KR2022/015741, filed on Oct. 17, 2022.
Claims priority of application No. 2114847 (GB), filed on Oct. 18, 2021.
Prior Publication US 2023/0171340 A1, Jun. 1, 2023
Int. Cl. H04M 1/72454 (2021.01); G06N 3/0442 (2023.01); G06N 3/08 (2023.01)
CPC H04M 1/72454 (2021.01) [G06N 3/0442 (2023.01); G06N 3/08 (2013.01)] 20 Claims
OG exemplary drawing
 
1. A method for providing personalized management system for a mobile device, the method comprising:
obtaining usage data for a user as the user uses the mobile device, the usage data comprising use context of the mobile device including at least one of a time, a location, a charging status, a network status, a power saving, and application status, and a sets of parameters for the use context of the mobile device including at least one of a frame rate of a display of the mobile device or a refresh rate of the display;
providing the usage data for the user as training data to a machine learning (ML) algorithm pre-trained with mobile device usage data obtained from a population of users, the ML algorithm being configured to determine relationships between use contexts and corresponding sets of parameters for the use contexts;
obtaining a current set of parameters for a current use context of the mobile device by inputting current usage data to the ML algorithm; and
controlling the mobile device based on the current set of parameters for the current use context of the mobile device.