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Computer system and verification method for schedule system

A computer system and scheduling technology, applied in computer components, calculations, calculation models, etc., can solve problems such as inability to import business knowledge into AI, difficult business knowledge, and additional development logic

Pending Publication Date: 2021-06-18
HITACHI LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] However, there are also business knowledge that is difficult to import from learning data, such as legal regulations and compliance
In addition, in the case of less learning data, there are also cases where business knowledge cannot be fully introduced into AI
If business knowledge that cannot be directly imported into AI is not considered, it is not suitable for practical use as a system
Therefore, for business knowledge that is difficult to import from learning data, additional logic needs to be developed and embedded in the AI ​​system

Method used

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  • Computer system and verification method for schedule system
  • Computer system and verification method for schedule system
  • Computer system and verification method for schedule system

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0035] figure 1 It is a figure which shows an example of the structure of the computer system of Example 1. figure 2 It is a figure which shows an example of the hardware structure of the computer of Example 1. image 3 It is a figure which shows an example of the learning data of Example 1.

[0036] The computer system is composed of a plurality of computers 100 , 101 and a database 102 . The computer 100, the computer 101, and the database 102 are connected to each other directly or via a network. The network is, for example, LAN (Local Area Network) and WAN (Wide Area Network). The network connection method may be any of wired and wireless.

[0037] Database 102 holds learning data 130 . The database 102 may be a storage device such as HDD (Hard Disk Drive) or SSD (Solid State Drive), or may be a storage system including a storage device and a controller.

[0038] The learning data 130 includes at least one item including input data and training data including values...

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PUM

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Abstract

The invention provides a computer system and a verification method for a schedule system, which verifies the effect of an AI system in a development stage capable of generating a schedule. The computer system is capable of verifying a schedule system that, when receiving object data including a plurality of entries, which is data relating to an object of a schedule, generates a schedule comprising sorted entries using a model that calculates the probability of selection of the entries, and manages information of the model. The computer system comprises: a selection module selecting at least one of the entries based on the target data for verification; a feature amount calculation module generating feature amount data formed of each of the entries; a feature amount estimation module estimating a feature amount which is a feature amount not included in the feature amount data; a selection probability calculation module calculating a probability of selecting the at least one of the entries; and an effect estimation module executing selection processing of selecting a candidate entry to be included in the schedule based on the selection probability, and generating information indicating a search range of the scheduling system based on a result of the selection processing.

Description

technical field [0001] The present invention relates to a generation technique of a schedule such as a production plan of a product. Background technique [0002] The use of systems applying AI in various fields such as medical care and industry is expanding. Use of these systems is expected to automate tasks that are performed manually. In this specification, a system to which AI is applied is also described as an AI system. [0003] Algorithms, or models, that implement AI are generated through machine learning using learning data. By using learning data, business knowledge in various fields can be imported into AI. [0004] However, there are also business knowledge that is difficult to import from learning data, such as legal regulations and compliance. In addition, when there is little learning data, it may not be possible to sufficiently introduce business knowledge into AI. If business knowledge that cannot be directly imported into AI is not considered, it is no...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q10/06G06Q50/04G06N20/00
CPCG06Q10/06314G06Q50/04G06N20/00G06Q10/06311G06N3/08G06N5/01G06F18/211G06F18/214G06N7/01
Inventor 渡边聪宫永瑞纪
Owner HITACHI LTD