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1.
公开(公告)号:US20250142359A1
公开(公告)日:2025-05-01
申请号:US18494189
申请日:2023-10-25
Applicant: GM Global Technology Operations LLC
Abstract: A system for predicting a user plane using control plane features and Granger causality includes a host device a cloud computing server and controllers. The controllers execute control logic including a prediction application (PA) that obtains sensor data from the sensors, sends control and user plane data to infrastructure, and to the cloud computing servers, and accesses prior knowledge data stored within memory of the cloud computing servers. Additional control logic performs a Granger causality test on the user and control plane data, and utilizes a prediction model to generate a prediction from fused user and control plane data. A prediction verifier is applied to the prediction from the prediction model, and the PA enables the host device to make reliable predictions that allow the host device to adapt to dynamic wireless communications network conditions even when a best possible model is not fully trained.
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公开(公告)号:US20240378487A1
公开(公告)日:2024-11-14
申请号:US18313636
申请日:2023-05-08
Applicant: GM Global Technology Operations LLC
Inventor: Chuan Li , Fan Bai , Wardah Jaleel Khan , Douglas C. Martin
IPC: G06N20/00
Abstract: A method for training a machine learning algorithm includes performing at least one exploratory training session of the machine learning algorithm using an input data set. The input data set includes a first plurality of input data samples. The method further includes dividing the input data set into a plurality of input data categories. The method further includes determining a regression curve equation for each of the plurality of input data categories based at least in part on the at least one exploratory training session. The method further includes collecting a second plurality of input data samples based at least in part on the regression curve equation for each of the plurality of input data categories. The method further includes training the machine learning algorithm using the second plurality of input data samples and the input data set.
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公开(公告)号:US20240338793A1
公开(公告)日:2024-10-10
申请号:US18297870
申请日:2023-04-10
Applicant: GM Global Technology Operations LLC
Inventor: Kamran Ali , Bo Yu , Hariharan Krishnan , Fan Bai , Vivek Vijaya Kumar
CPC classification number: G06T3/4053 , G06T3/4046 , G06T7/20 , G06T2207/10028 , G06T2207/10044 , G06T2207/20084 , G06T2207/30236
Abstract: An infrastructure-supported perception system for connected vehicle applications includes one or more infrastructure perception sensors that capture perception data having a reduced resolution and a reduced frame rate. The reduced resolution includes a reduced number of pixels for a given frame when compared to a standard resolution and the reduced frame rate captures data at a lower rate when compared to a standard frame rate. The infrastructure-supported perception system includes one or more controllers that are part of a connected vehicle. The controllers of the connected vehicle are in wireless communication with the one or more infrastructure perception sensors and one or more servers, and the one or more servers are in wireless communication with the one or more infrastructure perception sensors. The controllers receive dynamic information regarding one or more detected objects in an environment surrounding the connected vehicle from the one or more servers.
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公开(公告)号:US12110033B2
公开(公告)日:2024-10-08
申请号:US17444013
申请日:2021-07-29
Applicant: GM GLOBAL TECHNOLOGY OPERATIONS LLC
Inventor: Andrew P Rose , Donald K Grimm , Fan Bai
IPC: B60W50/02 , B60W40/08 , G06F16/9035 , G06N20/00 , G06Q40/08
CPC classification number: B60W50/0205 , B60W40/08 , G06F16/9035 , G06N20/00 , G06Q40/08 , B60W2050/021 , B60W2050/0215 , B60W2540/221
Abstract: In various embodiments, methods and systems are provided for processing data pertaining to a vehicle event for a vehicle. In accordance with an exemplary embodiment, vehicle sensor data is obtained from one or more vehicle sensors pertaining to the vehicle event. Also in an exemplary embodiment, an assessment of the vehicle event is determined via a processor, including as to a fault or a severity, or both associated with the vehicle event, based on the vehicle sensor data.
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公开(公告)号:US12100301B2
公开(公告)日:2024-09-24
申请号:US17844978
申请日:2022-06-21
Inventor: Mohammad Naserian , Fan Bai , Xumiao Zhang , Ruiyang Zhu , Qingzhao Zhang , Xiao Zhu , Zhuoqing Morley Mao
CPC classification number: G08G1/167 , G01S17/89 , G01S19/01 , G06F18/24 , G06T17/05 , G06T19/20 , G08G1/0969 , H04W4/44 , G06T2219/2004
Abstract: A system for sharing sensor data between a vehicle and a plurality of remote system generally includes a vehicle communication system, a three-dimensional (3D) sensor, and a controller. The controller is programmed to generate an initial 3D point cloud using the 3D sensor, generate an occupancy grid map based on the initial 3D point cloud, and select a producer remote system to provide data for a cell of the occupancy grid map classified as a first blindspot. The controller is further programmed to send a data request to the producer remote system using the vehicle communication system, receive data from the producer remote system including information about the cell of the occupancy grid map classified as the first blindspot, generate a merged 3D point cloud by merging the data received from the producer remote system with the initial 3D point cloud, and identify objects using the merged 3D point cloud.
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公开(公告)号:US20240282114A1
公开(公告)日:2024-08-22
申请号:US18170033
申请日:2023-02-16
Applicant: GM Global Technology Operations LLC
Inventor: Chuan Li , Esther Anderson , Jace C. Stokes , Peter Finnegan , Fan Bai , Tarik Mahmood
Abstract: A system for processing a plurality of video recordings for a vehicle includes a camera system including a camera buffer. The system also includes a video storage device. The system also includes a vehicle communication system configured to communicate with a remote server. The system also includes a vehicle controller. The vehicle controller is programmed to capture one of the plurality of video recordings using the camera system. The one of the plurality of video recordings is stored to the camera buffer. The vehicle controller is also programmed to generate at least one event video file based on the one of the plurality of video recordings and save the at least one event video file to the video storage device. The vehicle controller is also programmed to upload the at least one event video file from the video storage device to the remote server using the vehicle communication system.
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公开(公告)号:US20240272266A1
公开(公告)日:2024-08-15
申请号:US18168154
申请日:2023-02-13
Inventor: Can Carlak , Xueshen Liu , Bo Yu , Fan Bai , Zhuoqing Morley Mao
CPC classification number: G01S5/0268 , G01S5/0284 , G01S5/04
Abstract: A hybrid positioning system for a vehicle includes one or more controllers in wireless communication with a plurality of surrounding vehicles located in an environment surrounding the vehicle and a cellular software defined network including an edge positioning function. The one or more controllers execute instructions to receive, from the plurality of surrounding vehicles, relative position measurements that are each indicative of a position of one of the plurality of surrounding vehicles relative to the vehicle, wherein the relative position measurements are received by the one or more controllers in real-time. The one or more controllers receive a precise global position of the vehicle and the plurality of surrounding vehicles from the edge positioning function of the cellular software defined network, and fuse together the relative position measurements and the precise global position of the vehicle to determine a precise position of the vehicle.
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公开(公告)号:US12051324B2
公开(公告)日:2024-07-30
申请号:US17387079
申请日:2021-07-28
Applicant: GM Global Technology Operations LLC
Inventor: Mohammad Naserian , Bryan Quintanilla , Donald K Grimm , Paul E Krajewski , Fan Bai , Craig A Kollar , Abby Szafranski
CPC classification number: G08G1/0112 , F21S41/00 , G01C21/32 , G08G1/04 , H04W4/46
Abstract: Examples described herein provide a computer-implemented method that includes includes receiving, by a processing device of a vehicle, first road data. The method further includes receiving, by the processing device of the vehicle, second road data from a sensor associated with the vehicle. The method further includes identifying, by the processing device of the vehicle, an object based at least in part on the first road data and the second road data. The method further includes causing, by the processing device of the vehicle, the object to be illuminated.
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公开(公告)号:US20240182045A1
公开(公告)日:2024-06-06
申请号:US18061612
申请日:2022-12-05
Applicant: GM Global Technology Operations LLC
Inventor: Vivek Vijaya Kumar , Bo Yu , Donald K. Grimm , Fan Bai , Joon Hwang , Carl P. Darukhanavala , Carolyn Heather MacLeod , Muhammad Rehan
CPC classification number: B60W50/0205 , B60W50/06 , G01S17/86 , G01S19/485 , G06T7/70 , B60W2420/52 , B60W2520/00 , B60W2554/802 , B60W2555/20 , G06T2207/30252
Abstract: A vehicle system is provided for correcting in real-time a camera-based estimated position of a road object. The system includes a camera for generating an image input signal including image sensor data associated with the road object. The system further includes one or more input devices for generating a vehicle input signal including vehicle sensor data associated with a position, a speed, and a heading of the vehicle. The system further includes a computer, which includes one or more processors and a non-transitory computer readable medium (CRM) storing instructions. The processor is programmed to match the image sensor data and the vehicle sensor data to one another based on a common time of collection. The processor is further programmed to determine an error model and a deviation of a current camera-based position from a predicted position. The processor is further programmed to update the error model based on the deviation.
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10.
公开(公告)号:US11977149B2
公开(公告)日:2024-05-07
申请号:US17511968
申请日:2021-10-27
Applicant: GM Global Technology Operations LLC
Inventor: Kamran Ali , Wende Zhang , Fan Bai
CPC classification number: G01S13/89 , B60W60/001 , G01S7/298 , G01S7/40 , B60W2420/408
Abstract: A scan aggregator and filter for an autonomous vehicle includes a plurality of radar sensors, where each radar sensor performs a plurality of individual scans of a surrounding environment to obtain data in the form of a radar point cloud including a plurality of detection points. The scan aggregator and filter also includes an automated driving controller in electronic communication with the plurality of radar sensors. The automated driving controller is instructed to filter each of the individual scans to define a spatial region of interest and to remove the detection points of the radar point cloud that represent moving objects based on a first outlier-robust model estimation algorithm. The automated driving controller aggregates a predefined number of individual scans together based on a motion compensated aggregation technique to create an aggregated data scan and applies a plurality of density-based clustering algorithms to filter the aggregated data scan.
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