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Intelligent assembly process design method based on morpheme division and artificial neural network

An artificial neural network and assembly process technology, applied in neural learning methods, biological neural network models, computing, etc., can solve the problems of low degree of intelligent automation, low design efficiency, and repeated labor, and achieve a concise and clear structure, improve Efficiency, the effect of reducing duplication of work

Pending Publication Date: 2020-02-07
XI AN JIAOTONG UNIV
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Problems solved by technology

[0003] The purpose of the present invention is to provide an intelligent assembly process design method based on morpheme division and artificial neural network in view of the problems of low efficiency, repetitive labor, low intelligence and low degree of automation in the traditional manual assembly process design of enterprises

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  • Intelligent assembly process design method based on morpheme division and artificial neural network
  • Intelligent assembly process design method based on morpheme division and artificial neural network
  • Intelligent assembly process design method based on morpheme division and artificial neural network

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Embodiment Construction

[0042] The present invention will be further described below in conjunction with the accompanying drawings and embodiments.

[0043] Such as Figure 5 and Figure 6 As shown, the present invention provides an intelligent assembly process design method based on morpheme division and artificial neural network, which includes assembly process knowledge expression and assembly process knowledge reasoning.

[0044] as attached figure 1 and figure 2 As shown, the assembly process knowledge expression and storage included in the present invention mainly includes the following steps:

[0045] 1) For the existing process knowledge entries, the three natural semantics of object, method and purpose are used as constraints, and the morpheme is divided to extract the assembly unit object, process requirements, design requirements and process effects in the process knowledge.

[0046] 2) Construct the assembly structure tree in the order of assembly units from high to low of “assembly / ...

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Abstract

The invention discloses an intelligent assembly process design method based on morpheme division and an artificial neural network. The method comprises two parts of assembly process knowledge expression and assembly process knowledge reasoning, and mainly comprises the following steps of: 1) dividing assembly process knowledge morphemes; 2) constructing, storing and expressing an assembly structure tree; 3) constructing an assembly process knowledge base; 4) calculating and comparing assembly structure tree structure similarity; 5) carrying out multi-constraint matching and retrieval on the assembly process knowledge; and 6) matching the intelligent weight adjustment with the auxiliary knowledge of the artificial neural network training model. According to the method, repeated manual laborof technicians can be reduced; the error-tolerant rate in the process design engineering is improved; the time cost in an assembly process design project is saved, the production efficiency is improved, and meanwhile, in order to establish an assembly process knowledge base, in combination with the reasoning ability of people and support an automatic assembly process design method, more comprehensive and effective guidance can be provided for assembly process design, and the assembly process design efficiency and accuracy are improved.

Description

technical field [0001] The invention belongs to the technical field of assembly process knowledge base construction and assembly process design, and in particular relates to an intelligent assembly process design method based on morpheme division and artificial neural network. Background technique [0002] The assembly process planning and design of mechanical products is an important part of the production process of mechanical products. The enterprise has accumulated a wealth of process knowledge and production experience in years of production practice, but most of it is only stored in the minds of relevant process personnel or in paper documents (process cards, drawings, etc.), resulting in the current process in the enterprise. Knowledge organization is unsystematic, lacks organization, low inheritance, low degree of reusability, time-consuming utilization, and prone to human error. This greatly affects the efficiency and quality of assembly process design. Contents ...

Claims

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Application Information

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IPC IPC(8): G06K9/62G06N3/08G06N20/00G06F16/81G06F16/83
CPCG06N3/08G06N20/00G06F16/81G06F16/83G06F18/23G06F18/29
Inventor 郭俊康张远杨洪军南凯刚赵鼎堂贾康
Owner XI AN JIAOTONG UNIV
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