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Self-learning robotic process automation

An automated script and computer technology, applied in the field of machine learning, can solve problems such as time-consuming, and achieve the effect of saving computing resources

Active Publication Date: 2019-01-01
ACCENTURE GLOBAL SOLUTIONS LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0002] Manual process performed on a computer can be repetitive and time-consuming

Method used

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  • Self-learning robotic process automation
  • Self-learning robotic process automation
  • Self-learning robotic process automation

Examples

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Embodiment Construction

[0019] Figure 1A and Figure 1B Example graphical interfaces 100a, 100b, 100c, and 100d of system 100 are shown during capture, execution, and modification of automation scripts. Briefly, and as described in more detail below, the graphical interface 100a, graphical interface 100a, illustrates the commands of the system 100 capture script. Graphical interface 100b shows a variation on graphical interface 100b. Graphical interface 100c shows system 100 executing and detecting errors in scripts. Graphical interface 100d shows system 100 modifying and updating scripts to correct errors by applying a script repair model and trimming images captured during script generation.

[0020] exist Figure 1A In the example shown, graphical interface 100a represents the view presented by system 100 to a user. Graphical interface 100a may include icons and menus that a user may interact with and select to perform various actions. For example, a user may select icon 102a to launch an app...

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PUM

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Abstract

Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for a self-learning robotic process automation are disclosed. In one aspect, a method includes receiving an automated script that includes one or more commands and that is configured to interact with graphical elements that appear on a user interface. The method further includes executing a command of the one or more commands of the automated script. The method further includes determining that an error occurred during execution of the command of the one or more commands of the automated script.The method further includes determining a modification for the command by applying a script repair model. The method further includes executing the modified command. The method further includes determining whether the error or another error occurred during execution of the modified command. The method further includes determining whether to update the automated script with the modified command.

Description

technical field [0001] This application relates generally to machine learning. Background technique [0002] Manual processes performed on computers can be repetitive and time-consuming. For example, a user may send an email in response to a web form submission, and for each web form submission, it may be necessary to manually interact with the computer to click a button to open a window for composing a new email, which will send the message from the web form submission Copy the information in the window into the window, click the button to write text for the email body, and click the button to send the email. Contents of the invention [0003] Front-end scripts typically interact with the system's user interface. For example, a front-end script can use computer vision techniques to locate icons on the screen. The front-end script can select the icon to initialize a corresponding application or open a corresponding document. Instead, the backend script uses the path to...

Claims

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Application Information

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IPC IPC(8): G06F9/451G06N99/00G06N20/00
CPCG06F9/451G06N20/00G06F11/3672G06F11/0793G06F11/0715
Inventor S·哈尔V·希奥普J·范登赫维尔A·嘉克奎特
Owner ACCENTURE GLOBAL SOLUTIONS LTD
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