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公开(公告)号:US20240227823A9
公开(公告)日:2024-07-11
申请号:US18048242
申请日:2022-10-20
Applicant: GM Global Technology Operations LLC
Inventor: Mia Levy , Evelyn Kim , Rajan Bhattacharyya
CPC classification number: B60W50/0098 , A61B5/163 , A61B5/18 , B60W40/08 , B60W50/0097 , B60W50/14 , G06N3/049 , B60W2040/0872 , B60W2050/0083 , B60W2050/146 , B60W2540/22 , B60W2540/221 , B60W2540/225
Abstract: A system for dynamically adjusting interactions between an ADAS equipped vehicle and occupants of the vehicle includes one or more physiological sensors disposed on the vehicle and one or more control modules having a processor, a memory, and input/output (I/O) ports in communication with the one or more physiological sensors. The control modules execute program code portions stored in the memory that: collect sensor data from the one or more physiological sensors; analyze the sensor data and select a subset of the sensor data corresponding to a subset of the one or more physiological sensors; predicts, based on the subset of the sensor data, that an occupant of the vehicle is experiencing an increase in stress level; and adapt an ADAS action of the vehicle to reduce an occupant stress level from a first level to a second level lower than the first level.
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公开(公告)号:US11873006B2
公开(公告)日:2024-01-16
申请号:US17026522
申请日:2020-09-21
Applicant: GM GLOBAL TECHNOLOGY OPERATIONS LLC
Inventor: Tiffany J. Hwu , Rajan Bhattacharyya , Michael J. Daily , Kyungnam Kim
CPC classification number: B60W60/0011 , B60W10/04 , B60W30/12 , B60W60/0027 , G01C21/3407 , G01C21/3815 , G06N3/04 , G06N3/08
Abstract: A virtual lane estimation system includes a memory device, a sensor and a computer. The memory device is configured to store a road map that corresponds to a portion of a road ahead of a vehicle. The sensor is configured to observe a plurality of trajectories of a plurality of neighboring vehicles that traverse the portion of the road. The computer is configured to initialize a recursive self-organizing map as a plurality of points arranged as a two-dimensional grid aligned with the road map, train the points in the recursive self-organizing map in response to the trajectories, generate a directed graph that contains one or more virtual lanes through the road map in response to the points trained to the trajectories, and generate a control signal that controls navigation of the vehicle through the portion of the road in response to the virtual lanes in the directed graph.
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3.
公开(公告)号:US20220177000A1
公开(公告)日:2022-06-09
申请号:US17110783
申请日:2020-12-03
Applicant: GM GLOBAL TECHNOLOGY OPERATIONS LLC
Inventor: Iman Zadeh , Rajan Bhattacharyya , Vincent De Sapio , Amir M. Rahimi
Abstract: An autonomous vehicle and a system and method of operating the autonomous vehicle. A maneuver classifier is trained at an offline processor to identify a driving maneuver for a driving context. An online processor is configured to receive the driving context, operate the maneuver classifier to identify the driving maneuver based on the driving context, perform the driving maneuver at the autonomous vehicle, grade the driving maneuver as it is being performed at the autonomous vehicle, and adjust a performance of the driving maneuver at the autonomous vehicle based on the grade. The online processor is included in the autonomous vehicle
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公开(公告)号:US20200310420A1
公开(公告)日:2020-10-01
申请号:US16365434
申请日:2019-03-26
Applicant: GM GLOBAL TECHNOLOGY OPERATIONS LLC
Inventor: Ruggero Scorcioni , Rajan Bhattacharyya
Abstract: An autonomous vehicle, system and method for operating the autonomous vehicle. The system includes a plurality of solution modules, a state module, a hypothesis resolver and a navigation module. The plurality of solution modules each provide a solution for a future state of an agent. The state module that provides an environmental state. The hypothesis resolver receives the environmental state and the plurality of solutions, selects a solution from the plurality of solutions based on the environmental state and determines a reward for the solution, the reward indicating a confidence level of the solution for the environmental state. The navigation module navigates the autonomous vehicle based on the selected solution.
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公开(公告)号:US20190317496A1
公开(公告)日:2019-10-17
申请号:US15950241
申请日:2018-04-11
Applicant: GM GLOBAL TECHNOLOGY OPERATIONS LLC
Inventor: Dmitriy V. Korchev , Rajan Bhattacharyya , Aruna Jammalamadaka
Abstract: The present application generally relates to a method and apparatus for generating an action policy for controlling an autonomous vehicle. In particular, the method is operative to receive an input indicative of a training event, segmenting the driving episode into a plurality of time steps, generate a parse tree in response to each time step, and generate a most probable parse tree from a combination of the generated parse trees.
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公开(公告)号:US11747164B2
公开(公告)日:2023-09-05
申请号:US17147745
申请日:2021-01-13
Applicant: GM GLOBAL TECHNOLOGY OPERATIONS LLC
Inventor: Meena Nagappan , Hyukseong Kwon , Joshua Lampkins , Rajan Bhattacharyya
CPC classification number: G01C21/3819 , B60W10/04 , B60W10/10 , B60W10/18 , B60W10/20 , G01C21/3833 , B60W2552/05 , B60W2552/30 , B60W2552/53 , B60W2556/40 , B60W2556/45 , B60W2710/1005 , B60W2710/18 , B60W2710/20 , B60W2720/106 , B60W2720/125 , G05D1/0212
Abstract: A method for updating a localization of an autonomous vehicle includes receiving perception input data from a sensor of the autonomous vehicle and receiving map data including road lane information in a vicinity of the autonomous vehicle. The method includes processing the perception input data to extract perceived road lane information including a perceived x position, a perceived y position, a perceived z position, a perceived lane type, a perceived lane color, and a perceived lane curvature and processing the map data to extract map road lane information including a map x position, a map y position, a map z position, a map lane type, a map lane color, and a map lane curvature. The method includes calculating a transformation matrix from the perceived road lane information and the map road lane information and updating the map data and a localization of the vehicle based on the transformation matrix.
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公开(公告)号:US20220219685A1
公开(公告)日:2022-07-14
申请号:US17147782
申请日:2021-01-13
Applicant: GM GLOBAL TECHNOLOGY OPERATIONS LLC
Inventor: Hyukseong Kwon , Rajan Bhattacharyya , Michael J. Daily
IPC: B60W30/095 , B60W30/09 , B60W60/00 , B60W40/04
Abstract: A method of using perception-inspired event generation for situation awareness for a vehicle, including receiving perception input data from a sensor of the vehicle and processing the perception input data to classify and generate parameters related to an external entity in a vicinity of the vehicle. The method includes generating a hierarchical event structure that classifies and prioritizes the perception input data by classifying the external entity into an attention zone and prioritizing the external entity within the attention zone according to a risk level value for the external entity. A higher risk level value indicates a higher priority within the attention zone. The method further includes developing a behavior plan for the vehicle based on the hierarchical event structure.
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公开(公告)号:US11364913B2
公开(公告)日:2022-06-21
申请号:US16365447
申请日:2019-03-26
Applicant: GM GLOBAL TECHNOLOGY OPERATIONS LLC
Inventor: Aashish N. Patel , Hyukseong Kwon , Amir M. Rahimi , Rajan Bhattacharyya
IPC: B60W30/182 , G05D1/00 , G05D1/02
Abstract: A method, autonomous vehicle and system for operating an autonomous vehicle. A sensor obtains data of an agent. A processor determines a measure of complexity of the environment in which the autonomous vehicle is operating from the sensor data, selects a control scheme for operating the autonomous vehicle based on the determined complexity, and operates the autonomous vehicle using the selected control scheme.
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公开(公告)号:US20220155455A1
公开(公告)日:2022-05-19
申请号:US17098702
申请日:2020-11-16
Applicant: GM GLOBAL TECHNOLOGY OPERATIONS LLC
Inventor: Jacqueline Staiger , Hyukseong Kwon , Amit Agarwal , Rajan Bhattacharyya
Abstract: A system ground surface projection for autonomous driving of a host vehicle is provided. The system includes a LIDAR device of the host vehicle and a computerized device. The computerized device is operable to monitor data from the LIDAR device including a total point cloud. The total point cloud describes an actual ground surface in the operating environment of the host vehicle. The device is further operable to segment the total point cloud into a plurality of local point cloud and, for each of the local point clouds, determine a local polygon estimating a portion of the actual ground surface. The device is further operable to assemble the local polygons into a total estimated ground surface and navigate the host vehicle based upon the total estimated ground surface.
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10.
公开(公告)号:US20220144309A1
公开(公告)日:2022-05-12
申请号:US17094255
申请日:2020-11-10
Applicant: GM GLOBAL TECHNOLOGY OPERATIONS LLC
Inventor: Tiffany J. Hwu , Iman Mohammadrezazadeh , Michael J. Daily , Rajan Bhattacharyya
Abstract: An ego vehicle includes decider modules and a grader module coupled to a resolver module. The decider modules generate trajectory decisions at a current time, generate a current two-dimensional slice of a flat space around the ego vehicle, generate future two-dimensional slices of the flat space by projecting the current two-dimensional slice of the flat space forward in time, and generate a three-dimensional state space by stacking the current two-dimensional slice and the future two-dimensional slices. The grader module generates rewards for the trajectory decisions based on a recent behavior of an ego vehicle. The resolver module selects a final trajectory decision for the ego vehicle from the trajectory decisions based on the three-dimensional state space and the rewards. The current two-dimensional slice includes a current ego vehicle location and current neighboring vehicle locations. The future two-dimensional slices include future ego vehicle locations and future neighboring vehicle locations.
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