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公开(公告)号:US12145628B1
公开(公告)日:2024-11-19
申请号:US18195094
申请日:2023-05-09
Applicant: WAYMO LLC
Inventor: Xiaoyue Zhao , Henning Hohnhold , Yin-Hsiu Chen , Xiang Gao , Ajay Joshi , Kevin Cao
Abstract: Aspects of the disclosure provide for the generation of a driving difficulty heat map for autonomous vehicles. For instance, log data generated by a vehicle being driven in a manual driving mode for a segment of a route may be input into a disengage model in order to generate an output identifying a likelihood of a vehicle driving in an autonomous driving mode requiring a disengage from the autonomous driving mode along the segment of the route. The log data may have been collected within a geographic area. A grid for the geographic area may be generated. The grid may include a plurality of cells. The output is assigned to one of the plurality of cells. The plurality of cells and assigned output may be used to generate a driving difficulty heat map for the geographic area.
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公开(公告)号:US11685408B1
公开(公告)日:2023-06-27
申请号:US17347685
申请日:2021-06-15
Applicant: Waymo LLC
Inventor: Xiaoyue Zhao , Henning Hohnhold , Yin-Hsiu Chen , Xiang Gao , Ajay Joshi , Kevin Cao
CPC classification number: B60W60/005 , G01C21/3841 , G07C5/02 , B60W2556/40 , B60W2556/45
Abstract: Aspects of the disclosure provide for the generation of a driving difficulty heat map for autonomous vehicles. For instance, log data generated by a vehicle being driven in a manual driving mode for a segment of a route may be input into a disengage model in order to generate an output identifying a likelihood of a vehicle driving in an autonomous driving mode requiring a disengage from the autonomous driving mode along the segment of the route. The log data may have been collected within a geographic area. A grid for the geographic area may be generated. The grid may include a plurality of cells. The output is assigned to one of the plurality of cells. The plurality of cells and assigned output may be used to generate a driving difficulty heat map for the geographic area.
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公开(公告)号:US20220032947A1
公开(公告)日:2022-02-03
申请号:US16983594
申请日:2020-08-03
Applicant: Waymo LLC
Inventor: Xiang Gao , Ajay Joshi , Gabriel Wolosin
Abstract: Aspects of the disclosure provide for the determining whether to assign a driver to a trip. For instance, a route for a trip between a pickup location and a destination location for a passenger may be determined. Branch routes for the route may be determined based on one or more lane changes of the route. A probability of following each determined branch route may be determined. A probability of requiring assistance for each determined branch route may be determined. Whether to assign a driver to the trip may be determined based on the probabilities for each determined branch route. A vehicle of a fleet of vehicles may be assigned to the trip based on the determine of whether to assign a driver.
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公开(公告)号:US11884291B2
公开(公告)日:2024-01-30
申请号:US16983594
申请日:2020-08-03
Applicant: Waymo LLC
Inventor: Xiang Gao , Ajay Joshi , Gabriel Wolosin
IPC: G06Q10/0631 , B60W30/18 , G06Q50/30 , B60W60/00 , G06Q10/047 , G06N20/00 , G06N5/04
CPC classification number: B60W60/001 , B60W30/18163 , G06N5/04 , G06N20/00 , G06Q10/047 , G06Q10/06311 , G06Q10/06315 , G06Q50/30
Abstract: Aspects of the disclosure provide for the determining whether to assign a driver to a trip. For instance, a route for a trip between a pickup location and a destination location for a passenger may be determined. Branch routes for the route may be determined based on one or more lane changes of the route. A probability of following each determined branch route may be determined. A probability of requiring assistance for each determined branch route may be determined. Whether to assign a driver to the trip may be determined based on the probabilities for each determined branch route. A vehicle of a fleet of vehicles may be assigned to the trip based on the determine of whether to assign a driver.
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公开(公告)号:US12111170B1
公开(公告)日:2024-10-08
申请号:US16436165
申请日:2019-06-10
Applicant: Waymo LLC
Inventor: Ajay Joshi , Joshua Herbach , Igor Tufanov , Xiang Gao , Dietmar Ebner
CPC classification number: G01C21/3492 , G05D1/0061 , G05D1/0088 , G05D1/0217 , G08G1/167
Abstract: Aspects of the disclosure provide for the selection of a route for a vehicle having an autonomous driving mode. For instance, an initial location of the vehicle may be identified. This location may be used to determine a set of possible routes to a destination location. A cost for each route of the plurality is determined by inputting time of day information, map information, and details of that route into one or more models in order to determine whether the vehicle is likely to be stranded along that route and assessing the cost based at least in part on the determination of whether the vehicle is likely to be stranded along that route. One of the routes of the set of possible routes may be selected based on any determined costs. The vehicle may be controlled in the autonomous driving mode using the selected one.
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公开(公告)号:US20220413510A1
公开(公告)日:2022-12-29
申请号:US17357018
申请日:2021-06-24
Applicant: Waymo LLC
Inventor: Xiaoyue Zhao , Henning Hohnhold , Xiang Gao , Ajay Joshi , Vishay Nihalani , Katharine Patterson , Joseph Lee
Abstract: Aspects of the disclosure provide a method of providing a destination to an autonomous vehicle in order to enable the autonomous vehicle to collect data according to a targeted driving goal. For instance, a current location of an autonomous vehicle may be received. A set of destinations may be selected from a plurality of predetermined destinations. A route may be determined for each destination. A relevance score may be determined for each destination based on the determined routes and the targeted driving goal. Each destination may be assigned to one of a set of two or more buckets based on the relevance scores. A destination of the set may be selected based on a predetermined sampling probability. The selected destination is sent to the autonomous vehicle in order to cause the autonomous vehicle to travel to the selected destination in an autonomous driving mode.
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公开(公告)号:US11788854B1
公开(公告)日:2023-10-17
申请号:US17840735
申请日:2022-06-15
Applicant: Waymo LLC
Inventor: Ajay Joshi
CPC classification number: G01C21/3492 , G01C21/3415 , G01C21/3461 , G05D1/0088 , G08G1/207 , G05D2201/0213
Abstract: The disclosure relates to assessing impact of blockages on an autonomous vehicle transportation service. An example method may include identifying a plurality of starting and destination location pairs within a service area; running a first plurality of simulations by determining a first route for each of the plurality of pairs without including a first blockage in the service area; determining a first summary for each determined first route identifying a length of time to complete that determined route; running a second plurality of simulations by determining a second route for each of the plurality of pairs and including the first blockage in the service area; determining a second summary for each determined second route identifying a length of time to complete that determined route; and comparing the determined first summaries with the determined second summaries in order to assess an impact of the first blockage on the service.
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