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Manufacturing resource intelligent matching system based on cloud platform

A technology of manufacturing resources and cloud platform, applied in manufacturing computing systems, resources, instruments, etc., can solve the problem of affecting the efficiency and accuracy of matching manufacturing resources and services, unable to meet the individual needs of users, and unable to achieve quantitative calculation of resource service matching, etc. problem, to achieve the effect of strong optimization ability and robustness, improved operation efficiency, and reasonable task allocation

Pending Publication Date: 2021-02-12
CHONGQING UNIV +1
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0003] However, the traditional semantic matching technology cannot meet the individual needs of users and massive manufacturing resource data. Resource service matching cannot be quantitatively calculated, and user needs are also in a dynamic and changeable network environment, which seriously affects the efficiency of manufacturing resource service matching. and accuracy

Method used

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  • Manufacturing resource intelligent matching system based on cloud platform
  • Manufacturing resource intelligent matching system based on cloud platform
  • Manufacturing resource intelligent matching system based on cloud platform

Examples

Experimental program
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Effect test

Embodiment 1

[0049] This embodiment discloses a cloud platform-based intelligent manufacturing resource matching system, see figure 1 and figure 2 , including user requirement database, manufacturing resource database, user requirement extraction module, manufacturing resource extraction module, intelligent matching module and result evaluation module.

[0050] The user demand database stores information data of various demand items of the user.

[0051] The manufacturing resource database stores information data of various resource items of production equipment.

[0052] The user demand extraction module extracts various demand item information data from the user demand database through the material information extraction method for classification and induction, establishes a complete user demand information tree, and uploads it to the cloud platform. The user demand extraction module extracts various demand item information data from the user demand database and classifies and summari...

Embodiment 2

[0111] This embodiment provides a relatively basic implementation method. This embodiment discloses a cloud platform-based intelligent manufacturing resource matching system. See figure 1 and figure 2 , including user requirement database, manufacturing resource database, user requirement extraction module, manufacturing resource extraction module, intelligent matching module and result evaluation module.

[0112] The user demand database stores information data of various demand items of the user.

[0113] The manufacturing resource database stores information data of various resource items of production equipment.

[0114] The user demand extraction module extracts various demand item information data from the user demand database through the material information extraction method. For example, a customer in Chongqing needs a batch of shaft parts made of aluminum alloy, and the processing accuracy is at least IT8. The total number is X pieces, and the delivery is expected...

Embodiment 3

[0145] The main structure of this embodiment is the same as that of Embodiment 2. Further, the user demand extraction module extracts various demand item information data from the user demand database and classifies and summarizes the following steps:

[0146] 1) Establish a corpus for the extracted information data of various demand items, and carry out label classification.

[0147] 2) Natural language processing and text classification through deep learning framework.

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Abstract

The invention discloses a manufacturing resource intelligent matching system based on a cloud platform. The manufacturing resource intelligent matching system comprises a user demand database, a manufacturing resource database, a user demand extraction module, a manufacturing resource extraction module, an intelligent matching module and a result evaluation module. The user demand extraction module extracts various types of demand item information data from a user demand database for classification and induction, establishes a complete user demand information tree, and performs word vector modeling; the manufacturing resource extraction module extracts various resource item information data from a manufacturing resource database for classification and induction, establishes a complete manufacturing resource information tree, and performs word vector modeling; the intelligent matching module takes the user demand word vector and the manufacturing resource word vector as input of a convolutional neural network to perform convolution training; the result evaluation module judges the cosine similarity of the user demand item and the manufacturing resource item; the invention is suitable for intelligent matching of a large number of discretely distributed manufacturing resources, and an optimal production process scheme is allocated to users.

Description

technical field [0001] The invention belongs to the technical field of intelligent manufacturing, and in particular relates to an intelligent matching system for manufacturing resources based on a cloud platform. Background technique [0002] With the rapid development of economic globalization and information technology, manufacturing resources represented by traditional machine tools are gradually unable to meet the needs of social development. The specific manifestations are: low production and manufacturing levels, deviations in industrial chain collaboration capabilities, and uneven levels of informatization , The types of equipment vary greatly, and the management and control methods of key production equipment are backward, making it difficult to share. The original manufacturing system is facing the impact of emerging technology industries, which promotes the continuous transformation of the manufacturing industry from production-oriented to service-oriented. The ne...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/62G06F40/289G06F40/30G06N3/04G06N3/08G06Q10/06G06Q30/06G06Q50/04
CPCG06N3/08G06F40/289G06F40/30G06Q10/06315G06Q30/0621G06Q50/04G06N3/045G06F18/2132G06F18/22G06F18/24Y02P90/30
Inventor 曹华军郑杰何凯陈二恒朱林全
Owner CHONGQING UNIV
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