US 12,228,661 B2
Dynamic selection and modification of tracking device behavior models
Josselin de la Broise, Mountain View, CA (US); Aaron Okano, San Francisco, CA (US); and Akhila Hegde, Fremont, CA (US)
Assigned to Tile, Inc., San Mateo, CA (US)
Filed by Tile, Inc., San Mateo, CA (US)
Filed on Jun. 15, 2023, as Appl. No. 18/335,379.
Application 18/335,379 is a continuation of application No. 17/864,404, filed on Jul. 14, 2022, granted, now 11,714,156.
Application 17/864,404 is a continuation of application No. 17/129,922, filed on Dec. 22, 2020, granted, now 11,422,221, issued on Aug. 23, 2022.
Application 17/129,922 is a continuation of application No. 16/808,168, filed on Mar. 3, 2020, granted, now 10,908,251, issued on Feb. 2, 2021.
Application 16/808,168 is a continuation of application No. 16/401,580, filed on May 2, 2019, granted, now 10,613,185, issued on Apr. 7, 2020.
Application 16/401,580 is a continuation of application No. 16/109,325, filed on Aug. 22, 2018, granted, now 10,345,425, issued on Jul. 9, 2019.
Application 16/109,325 is a continuation of application No. 15/640,456, filed on Jul. 1, 2017, granted, now 10,082,554, issued on Sep. 25, 2018.
Prior Publication US 2023/0324495 A1, Oct. 12, 2023
Int. Cl. G08B 21/00 (2006.01); G01S 3/786 (2006.01); G01S 5/00 (2006.01); G01S 19/34 (2010.01); G01S 19/42 (2010.01); G06N 5/043 (2023.01); G06T 7/246 (2017.01); G08B 21/04 (2006.01); G08B 21/24 (2006.01); H04W 4/02 (2018.01); H04W 52/02 (2009.01); H04W 64/00 (2009.01); H04L 67/62 (2022.01); H04W 52/00 (2009.01)
CPC G01S 3/786 (2013.01) [G01S 5/0027 (2013.01); G01S 19/34 (2013.01); G01S 19/42 (2013.01); G06N 5/043 (2013.01); G06T 7/251 (2017.01); G08B 21/0423 (2013.01); G08B 21/24 (2013.01); H04W 4/025 (2013.01); H04W 52/0229 (2013.01); H04W 52/0254 (2013.01); H04W 64/003 (2013.01); H04L 67/62 (2022.05); H04W 52/00 (2013.01)] 20 Claims
OG exemplary drawing
 
1. A method comprising:
accessing, by a tracking system, usage data corresponding to a tracking device and describing a behavior of the tracking device;
training, by the tracking system, a behavior model corresponding to the tracking device and configured to predict a probability that a tracking device will be moved during each of one or more time intervals based on the accessed usage data; and
retraining, by the tracking system, the behavior model in response to receiving updated usage data corresponding to change in behavior of the tracking device, the updated usage data satisfying a triggering condition associated with retraining the behavior model.