Real time anomaly detection for data streams

    公开(公告)号:US10129118B1

    公开(公告)日:2018-11-13

    申请号:US15084343

    申请日:2016-03-29

    Abstract: Real time detection of anomalies may be implemented for a data stream. A data stream may receive data records as input. An evaluation of the data records may be performed as the data records are received utilizing an anomaly detection model that is dynamically generated for a time period that includes the data records. A responsive action may be performed in response to detecting various anomalies, such as providing a notification of the anomaly, requesting a corrective action, invoking further analysis of the detected anomaly. Evaluations of the data record and responsive actions may be performed as specified by a user, in some embodiments.

    Real time anomaly detection for data streams

    公开(公告)号:US10560465B2

    公开(公告)日:2020-02-11

    申请号:US16186314

    申请日:2018-11-09

    Abstract: Real time detection of anomalies may be implemented for a data stream. A data stream may receive data records as input. An evaluation of the data records may be performed as the data records are received utilizing an anomaly detection model that is dynamically generated for a time period that includes the data records. A responsive action may be performed in response to detecting various anomalies, such as providing a notification of the anomaly, requesting a corrective action, invoking further analysis of the detected anomaly. Evaluations of the data record and responsive actions may be performed as specified by a user, in some embodiments.

    Automated reconfiguration of real time data stream processing

    公开(公告)号:US11836533B2

    公开(公告)日:2023-12-05

    申请号:US17813009

    申请日:2022-07-15

    CPC classification number: G06F9/505 G06F16/24568

    Abstract: Automated reconfiguration of real time data stream processing may be implemented. A processing function that describes one or more operations to be performed with respect to one or more data streams may be executed at one or more processing nodes. Performance metrics describing the performance of the processing function at the processing nodes may be collected and monitored. A reconfiguration event may be detected for the processing function. A different execution configuration for the processing function may be determined and initiated in response to detecting the reconfiguration event.

    MANAGED FUNCTION EXECUTION FOR PROCESSING DATA STREAMS IN REAL TIME

    公开(公告)号:US20190082005A1

    公开(公告)日:2019-03-14

    申请号:US16179339

    申请日:2018-11-02

    Abstract: Managed function execution for processing data streams in real time may be. A function that describes one or more operations to be performed with respect to one or more data streams may be received via programmatic interface for a managed stream processing system. Stream processing nodes capable of applying the function may be determined and execution of the one or more operations may be initiated at the stream processing nodes as data records of the data stream are received. Results of the application of the processing function may be provided to one or more destinations specified for the function. Performance metrics may also be collected for the execution of the function and provided to a client that submitted the function.

    Managed function execution for processing data streams in real time

    公开(公告)号:US10122788B2

    公开(公告)日:2018-11-06

    申请号:US15084347

    申请日:2016-03-29

    Abstract: Managed function execution for processing data streams in real time may be. A function that describes one or more operations to be performed with respect to one or more data streams may be received via programmatic interface for a managed stream processing system. Stream processing nodes capable of applying the function may be determined and execution of the one or more operations may be initiated at the stream processing nodes as data records of the data stream are received. Results of the application of the processing function may be provided to one or more destinations specified for the function. Performance metrics may also be collected for the execution of the function and provided to a client that submitted the function.

    AUTOMATED RECONFIGURATION OF REAL TIME DATA STREAM PROCESSING

    公开(公告)号:US20230004434A1

    公开(公告)日:2023-01-05

    申请号:US17813009

    申请日:2022-07-15

    Abstract: Automated reconfiguration of real time data stream processing may be implemented. A processing function that describes one or more operations to be performed with respect to one or more data streams may be executed at one or more processing nodes. Performance metrics describing the performance of the processing function at the processing nodes may be collected and monitored. A reconfiguration event may be detected for the processing function. A different execution configuration for the processing function may be determined and initiated in response to detecting the reconfiguration event.

    Network-based vehicle event detection system

    公开(公告)号:US11417109B1

    公开(公告)日:2022-08-16

    申请号:US15926987

    申请日:2018-03-20

    Abstract: An event detection system for detecting events related to vehicles based on sensor data from the vehicles. An event detection service on a network may receive streams of sensor data from vehicles and apply machine learning techniques to train models and to analyze the data to detect vehicle-related events. Supervised and unsupervised techniques may be used to train the models and to detect known as well as anomalous events. Events may be detected based on data from one or from multiple vehicles. The system may respond to events by alerting entities and/or signaling vehicle control systems to respond to the events. Trained models may be downloaded to vehicles; the vehicle computer systems can then locally detect events. The downloaded models can be further trained on the vehicles, uploaded to the network, and integrated into the network-based models to improve the performance of the models.

    AUTOMATED RECONFIGURATION OF REAL TIME DATA STREAM PROCESSING

    公开(公告)号:US20200285514A1

    公开(公告)日:2020-09-10

    申请号:US16825432

    申请日:2020-03-20

    Abstract: Automated reconfiguration of real time data stream processing may be implemented. A processing function that describes one or more operations to be performed with respect to one or more data streams may be executed at one or more processing nodes. Performance metrics describing the performance of the processing function at the processing nodes may be collected and monitored. A reconfiguration event may be detected for the processing function. A different execution configuration for the processing function may be determined and initiated in response to detecting the reconfiguration event.

    Managed function execution for processing data streams in real time

    公开(公告)号:US10447772B2

    公开(公告)日:2019-10-15

    申请号:US16179339

    申请日:2018-11-02

    Abstract: Managed function execution for processing data streams in real time may be. A function that describes one or more operations to be performed with respect to one or more data streams may be received via programmatic interface for a managed stream processing system. Stream processing nodes capable of applying the function may be determined and execution of the one or more operations may be initiated at the stream processing nodes as data records of the data stream are received. Results of the application of the processing function may be provided to one or more destinations specified for the function. Performance metrics may also be collected for the execution of the function and provided to a client that submitted the function.

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