Systems and methods for dynamic data mining during data collection missions

    公开(公告)号:US12195031B2

    公开(公告)日:2025-01-14

    申请号:US17654247

    申请日:2022-03-10

    Applicant: Argo AI, LLC

    Abstract: Disclosed herein are systems, methods, and computer program products for controlling data collection by resources. The methods comprise: receiving real-world data collected by the resources in accordance with data collection mission (DCM) parameters; receiving user defined DCM goal(s); updating goal(s) for DCM mission(s) based on the real-world data and the user defined DCM goal(s); modifying the data DCM parameter(s) based on the updated goal(s) and which ones of the resources are still available for DCMs; and causing data collection operations (which are currently being performed by the resource(s)) to change in accordance with the modified DCM parameter(s).

    SYSTEMS AND METHODS FOR THRESHOLD BASED AUTOSCALING OF RESOURCES IN CLOUD COMPUTING ENVIRONMENTS

    公开(公告)号:US20250013504A1

    公开(公告)日:2025-01-09

    申请号:US18348135

    申请日:2023-07-06

    Applicant: Argo AI, LLC

    Inventor: Marin Misur

    Abstract: Disclosed herein are system, method, and computer program product embodiments for autoscaling parameters of a computing environment. The methods include receiving a system metric that relates to usage of a computing resource associated with an application executed within the computing environment, and determining whether the system metric is within a desired operating range. When the system metric is determined to be not within the desired operating range, the methods also include determining a scaling rule for autoscaling one or more parameters of the computing environment based on a number of currently utilized computing resources, and autoscaling the one or more parameters of the computing environment to bring the system metric within the desired operating range.

    Methods and systems for determining diagnostic coverage of sensors to prevent goal violations of autonomous vehicles

    公开(公告)号:US12151689B2

    公开(公告)日:2024-11-26

    申请号:US17498166

    申请日:2021-10-11

    Applicant: Argo AI, LLC

    Inventor: Schuyler Burson

    Abstract: Systems may include a processor to, in response to determining at least one segment of a field of view (FOV) of a first sensor of an autonomous vehicle that overlaps with a FOV of at least one second sensor of the autonomous vehicle, calculate a scaling factor for diagnostic coverage for the at least one segment based on a value of modality overlap (MoD) for the at least one segment, calculate, based on the scaling factor, a value of a metric of hardware failure for the first sensor, and compare the value of the metric of hardware failure to a threshold value to determine whether to increase a diagnostic coverage of the first sensor. Methods, computer program products, and autonomous vehicles are also disclosed.

    Radar elevation angle validation
    4.
    发明授权

    公开(公告)号:US12111389B2

    公开(公告)日:2024-10-08

    申请号:US17027501

    申请日:2020-09-21

    Applicant: Argo AI, LLC

    CPC classification number: G01S13/865 G01S13/58 G01S13/931

    Abstract: Devices, systems, and methods are provided for radar elevation angle validation. A radar elevation angle validation device transmit, from a radar, one or more signals towards a corner reflector situated in a direction of the radar. The radar elevation angle validation device may receive, at the radar, reflected signals from the corner reflector. The radar elevation angle validation device may measure signal energy of at least one of the reflected signals. The radar elevation angle validation device may access a baseline dataset based on the measured signal energy. The radar elevation angle validation device may retrieve a radar elevation angle from the baseline dataset corresponding to the measured signal energy. The radar elevation angle validation device may compare the radar elevation angle to a validation threshold. The radar elevation angle validation device may determine a radar validation status based on the comparison.

    Checkpoint-based tracing for monitoring a robotic system

    公开(公告)号:US12067818B2

    公开(公告)日:2024-08-20

    申请号:US17660841

    申请日:2022-04-27

    Applicant: Argo AI, LLC

    CPC classification number: G07C5/0841 G05B23/0264 G05D1/0088 G05D1/0246

    Abstract: To identify sources of data resulting from an execution flow in a robotic device such as an autonomous vehicle, an operating system receives sensor data from various sensors of the robotic device. For each sensor, the system generates a data log comprising an identifier of a first checkpoint associated with that sensor, as well as a first timestamp. The system performs an execution flow on the sensor data from that sensor. The system updates the data log to include an identifier and timestamp for one or more additional checkpoints during the execution flow. The system then fuses results, uses the fused data as an input for a decision process, and causes a component of the robotic device to take an action in response to an output of the decision process. The system may record the action, an action timestamp and the data logs for each sensor in a memory.

    System, Method, and Computer Program Product for Streaming Data Mining with Text-Image Joint Embeddings

    公开(公告)号:US20240257536A1

    公开(公告)日:2024-08-01

    申请号:US18161287

    申请日:2023-01-30

    Applicant: Argo AI, LLC

    CPC classification number: G06V20/588 G06V20/70

    Abstract: Provided are systems, methods, and computer program products for streaming data mining with text-image joint embeddings by obtaining a roadway dataset, having a condition that each record in the roadway dataset includes an image logged by an autonomous vehicle (AV) in a roadway, generating based on a text-image model, an embedding dataset comprising an image embedding for each record in the roadway dataset, each image embedding identifying a point in a high dimension space, determining, by the one or more processors, a parametric description of a high probability field which surrounds a query input text in the high dimension space, determining, by the one or more processors, at least one input image of an input stream of images that is in the high probability field, and automatically labeling, by the one or more processors, the at least one input image based on the query input text.

    Method for Autonomous Vehicle Resource Allocation and Scheduling

    公开(公告)号:US20240249218A1

    公开(公告)日:2024-07-25

    申请号:US18156986

    申请日:2023-01-19

    Applicant: Argo AI, LLC

    Abstract: This document discloses system, method, and computer program product embodiments for preparing a fleet of vehicles for service. For example, the method includes receiving: a set of mission types, a set of mission requests, vehicle information related to vehicles of a fleet, and personnel information. The method further includes applying the set of mission types and the set of mission requests to one or more priority engines to produce a prioritized list of mission requests. The method further includes applying the received vehicle information, the received personnel information, and the prioritized list of mission requests to one or more rules engines to produce a proposed schedule of missions for a period of time, generating software and/or map data for one or more of the vehicles, and providing the generated software and/or map data to the vehicles prior to the period of time.

    MODULAR COLD PLATE FOR ELECTRONIC CONTROL MODULE

    公开(公告)号:US20240237275A1

    公开(公告)日:2024-07-11

    申请号:US18095890

    申请日:2023-01-11

    Applicant: Argo AI, LLC

    CPC classification number: H05K7/20254 H05K7/20272 H05K7/2039 B60R16/0231

    Abstract: Disclosed herein are embodiments for a control module cooling system. For example, the control module is provided with a chassis and a circuit board assembly that is mounted to the chassis and includes electronics that generate heat during operation. A cold plate is mounted to the chassis and adjacent to the circuit board assembly and defines an opening. A cold block is coupled to the cold plate and comprises: a base disposed within the opening and coupled to the electronics; a plurality of fins extending from the base and spaced apart from each other to form channels; and a plate that is spaced apart from the base to form a cavity. The plate defines an inlet that is arranged over a central portion of the plurality of fins to receive a liquid therethrough to facilitate impinging flow of the liquid through the channels to transfer heat from the electronics.

    Handling Road Marking Changes
    10.
    发明公开

    公开(公告)号:US20240192021A1

    公开(公告)日:2024-06-13

    申请号:US18077646

    申请日:2022-12-08

    Applicant: ARGO AI, LLC

    CPC classification number: G01C21/3822 G01C21/3841 G06N3/045 G06N3/08

    Abstract: Disclosed herein are system, method, and computer program product embodiments for handling changes in road markings. For example, the method includes identifying a road marking in a road trajectory of a vehicle using an artificial intelligence (AI) model and sensor data from a sensor of the vehicle and performing a map update based on a determination that there is a change in road markings in the road trajectory. The determination is based on at least on-board data generated when the vehicle is traversing the road trajectory and off-board data generated using stored data. The sensor data includes two or more sensor modalities.

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