US 11,900,580 B2
Asset-level vulnerability and mitigation
Benjamin Goddard Mullet, Sierraville, CA (US)
Assigned to X Development LLC, Mountain View, CA (US)
Filed by X Development LLC, Mountain View, CA (US)
Filed on Jan. 26, 2021, as Appl. No. 17/158,585.
Prior Publication US 2022/0237764 A1, Jul. 28, 2022
Int. Cl. G06T 7/00 (2017.01); G06N 20/00 (2019.01); G06V 20/10 (2022.01); G06Q 50/16 (2012.01); G06F 18/214 (2023.01); G06Q 30/02 (2023.01); G06Q 40/08 (2012.01); G06Q 50/26 (2012.01)
CPC G06T 7/0002 (2013.01) [G06F 18/214 (2023.01); G06N 20/00 (2019.01); G06Q 50/16 (2013.01); G06V 20/176 (2022.01); G06V 20/188 (2022.01); G06Q 30/0278 (2013.01); G06Q 40/08 (2013.01); G06Q 50/26 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/30188 (2013.01)] 19 Claims
OG exemplary drawing
 
1. A method comprising:
receiving a request for a damage propensity score for a parcel, the request specifying responsive to an occurrence of a real-time hazard event;
receiving hazard event data for the real-time hazard event, the hazard event data comprising a current set of hazard conditions of the real-time hazard event and including a degree of exposure of the parcel to the real-time hazard event;
receiving imaging data for the parcel, wherein the imaging data comprises street-view imaging data of the parcel;
extracting, by a machine-learned model comprising a plurality of classifiers and using object recognition, characteristics of a plurality of vulnerability features for the parcel from the imaging data, the plurality of vulnerability features comprising structures and vegetation;
determining, by the machine-learned model and from the characteristics of the plurality of vulnerability features and in response to the hazard event data for the real-time hazard event, the damage propensity score for the parcel, the damage propensity score indicating a measure of risk to the parcel including the characteristics of the plurality of vulnerability features of damage due to the real-time hazard event; and
providing a representation of the damage propensity score for the parcel responsive to the real-time hazard event for display.