Product cost evaluation method and system based on industrial big data

A big data and processing cost technology, applied in data processing applications, instruments, forecasting, etc., can solve problems affecting enterprise production planning and capacity allocation, inability to complete informatization and intelligence, and high processing costs, so as to improve enterprise intelligence Manufacturing level and management level, realize the intelligent evaluation of product processing cost, and reduce the effect of product cost

Active Publication Date: 2020-07-10
HUAZHONG UNIV OF SCI & TECH
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Problems solved by technology

Due to the high dependence on labor, the demand for informatization and intelligentization of the product production process cannot be fulfilled
Especially in the evaluation of product processing costs, these analysis processes that rely heavily on manual work will lead to large errors, which will affect the production plan and capacity allocation of the enterprise, and will also cause waste of human and financial resources, which will increase the processing cost of products

Method used

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  • Product cost evaluation method and system based on industrial big data
  • Product cost evaluation method and system based on industrial big data
  • Product cost evaluation method and system based on industrial big data

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Embodiment Construction

[0034] In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention. In addition, the technical features involved in the various embodiments of the present invention described below can be combined with each other as long as they do not constitute a conflict with each other.

[0035] The present invention proposes a method and system for evaluating product processing costs based on industrial big data. The entire processing cost evaluation system is based on the analysis and feature extraction of industrial production big data. According to the company's past production experience, track the production big data that appears in the entire life cycle of each product, s...

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Abstract

The invention discloses a product cost evaluation method and system based on industrial big data. The method comprises the following steps: collecting industrial big data, and extracting product characteristic data, product processing process data and product processing cost data from the industrial big data; inputting the product characteristic data and the product processing process data into arandom forest classification model for training to generate a processing scheme recommendation model; inputting the product processing process data and the product processing cost data into a CART decision tree for training to generate a processing cost prediction model; and performing product cost prediction by using the processing scheme recommendation model and the processing cost prediction model. Product machining efficiency can be improved, and machining cost can be reduced.

Description

technical field [0001] The invention belongs to the technical field of intelligent manufacturing, and more specifically relates to a product cost evaluation method and system based on industrial big data. Background technique [0002] With the development of mechanical processing and manufacturing technology, intelligent manufacturing technology has attracted more and more attention from enterprises. For example, in the fields of mold manufacturing and lithium battery equipment, the production and manufacturing of workpieces tends to be automated and intelligent. In current product processing, manufacturing process analysis and decision-making are made by R&D engineers according to different product characteristics. Due to the high dependence on labor, it is impossible to meet the needs of informatization and intelligence in the production process of products. Especially in terms of product processing cost evaluation, these analysis processes that rely heavily on manual wor...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/62G06Q10/04G06Q10/06
CPCG06Q10/06315G06Q10/04G06F18/24323G06F18/214Y02P90/30
Inventor 张云刘家欢黄志高周华民李德群
Owner HUAZHONG UNIV OF SCI & TECH
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