Artificial intelligence model integration and deployment for providing a service

Patent metadata

Field	Value
Publication number	US-2022327442-A1
Application number	US-202117301600-A
Country	US
Kind code	A1
Filing date	Apr 8, 2021
Priority date	Apr 8, 2021
Publication date	Oct 13, 2022
Grant date	—

Abstract

In some implementations, a system may receive, from an analysis system, a data stream associated with monitoring an environment. The system may process, using a first model, the data stream to detect an object associated with a service provided by an application. The system may analyze a monitoring configuration of the analysis system. The system may determine, based on processing the data stream, service data associated with providing the service in association with the object. The system may configure, based on the monitoring configuration, an edge device to access the data stream and host a second model to process the service data according to the data stream. The system may receive, from the edge device, a service output associated with providing the service in association with the object. The system may perform an action associated with the service output and the object.

First claim

What is claimed is:

1 . A method, comprising:
receiving, by an edge device and from an analysis system, a data stream associated with monitoring an environment; processing, by the edge device and using a first model, the data stream to detect an object associated with providing a service, wherein the first model is trained according to first historical data that is associated with the analysis system monitoring the environment; determining, by the edge device and based on processing the data stream, service data associated with providing the service in association with the object; providing, by the edge device and to an application management system, a processing request to process the service data using a second model, wherein the second model is trained based on historical outputs associated with the first model and based on second historical data that is associated with providing the service; receiving, by the edge device and from the application management system, a service output associated with providing the service in association with the object; and performing, by the edge device, an action associated with the service output and the object.

2 . The method of claim 1 , wherein the service is identified in a service request received from a user device,
wherein the data stream is processed based on receiving the service request.

3 . The method of claim 1 , wherein the data stream includes a video stream from a camera of the analysis system, and
wherein the first model is configured to identify an identifier of the object in the video stream,
wherein the service data indicates the identifier, and
wherein the service is provided in association with an account that is mapped to the identifier and that is associated with a user of the object.

4 . The method of claim 1 , wherein the service data comprises at least one of:
a notification of an event associated with providing the service; or a portion of the data stream that is be processed using the second model.

5 . The method of claim 1 , wherein the object is a vehicle and the service is associated with at least one of:
tracking an occupancy of the vehicle; monitoring an area of the environment that includes the vehicle for another object; or indicating an available parking location, within the environment, that accommodates the vehicle.

6 . The method of claim 1 , wherein the second historical data is associated with a plurality of analysis systems that are configured to monitor the environment,
wherein the analysis system is one of the plurality of analysis systems.

7 . The method of claim 1 , wherein performing the action comprises at least one of:
providing the service output to a user device that requested the service to permit a user of the user device to access the service output; or causing the analysis system to indicate, via a user interface of the analysis system, the service output.

8 . A device, comprising:
one or more memories; and one or more processors, communicatively coupled to the one or more memories, configured to:
receive a service request to provide a service associated with an event in an environment;
analyze a monitoring configuration of an analysis system that monitors the environment and that provides a data stream associated with providing the service;
determine a first set of parameters for performing a first task associated with providing the service;
select, based on the first set of parameters and the monitoring configuration, a first device to host a first model that is configured to perform the first task based on a first portion of the data stream;
cause the first device to host the first model and access the data stream in association with providing the service;
determine a second set of parameters for performing a second task associated with providing the service;
configure, based on the second set of parameters and the monitoring configuration, a second model to perform the second task;
access, from the analysis system, the data stream; and
perform an action associated with providing the service based on service data received from the first model or the data stream.

9 . The device of claim 8 , wherein the first model is trained to detect the event based on identifying an object in the environment via the data stream, and
wherein the second model is trained to process the service data to determine a status of the object in association with providing the service.

10 . The device of claim 9 , wherein the object is a vehicle,
wherein the first model is configured to identify the vehicle based on an identifier depicted in a video stream of the data stream, and wherein the second model is configured to process the video stream in order to at least one of:
track an occupancy of the vehicle;
detect another object in an area of the environment that includes the vehicle; or
identify an available parking location, within the environment, that accommodates the vehicle.

11 . The device of claim 8 , wherein the first model is trained according to first historical data that is associated with the analysis system monitoring the environment, and
wherein the second model is trained based on historical outputs associated with the first model and based on second historical data that is associated with providing the service.

12 . The device of claim 11 , wherein the second historical data is associated with a plurality of analysis systems that are configured to monitor a plurality of environments,
wherein the analysis system is one of the plurality of analysis systems.

13 . The device of claim 8 , wherein the one or more processors are configured to, when performing the action:
identify, from the service data, a processing request in association with an object in the environment, wherein the service data indicates that the object is associated with an occurrence of the event within the environment; determine, using the second model, a status of the object based on the data stream and the processing request; generate, based on the status of the object, a service output that is associated with providing the service in association with the object; and provide the service output to another device that provided the service request.

14 . The device of claim 8 , wherein the one or more processors are configured to, when performing the action:
identify, from the service data, a processing request in association with an object in the environment,
wherein the service data indicates that the object is associated with an occurrence of the event within the environment;
determine, using the second model, a status of the object based on the data stream and the processing request; and provide, to the first device, training data associated with determining the status of the object to cause the first device to train the first model based on the training data.

15 . A non-transitory computer-readable medium storing a set of instructions, the set of instructions comprising:
one or more instructions that, when executed by one or more processors of a device, cause the device to:
receive, from an analysis system, a data stream associated with monitoring an environment;
process, using a first model, the data stream to detect an object associated with a service provided by an application;
analyze a monitoring configuration of the analysis system;
determine, based on processing the data stream, service data associated with providing the service in association with the object;
configure, based on the monitoring configuration, an edge device to access the d

Assignees

• Accenture Global Solutions Ltd

Inventors

• Persia Giovanni
• Baldassarre Emanuele
• Paterlini Emilio
• Valle Andrea
• Vece Mario
• Rosa Pietro
• Rocco Alessio

Classifications

• G06F16/24568

  Data stream processing; Continuous queries · CPC title

• H04W4/40

  for vehicles, e.g. vehicle-to-pedestrians [V2P] · CPC title

• G06Q10/0631 Primary

  Resource planning, allocation, distributing or scheduling for enterprises or organisations · CPC title

• G06N20/00

  Machine learning · CPC title

• H04W4/029

  Location-based management or tracking services · CPC title