Research On Component Standardization Based On Data Mining And Business Intelligence

After entering the 21 st century,the digital design technology and advanced machinery manufacturing technology of the products have been rapidly developed,and the overall design and manufacturing level of the machinery industry has been greatly improved,which puts higher requirements on the design efficiency of mechanical products.Parts standardization provides technical support for enterprise product design,which plays an important role in improving product design efficiency,ensuring product quality and reducing production cost.At present,there are still many problems in the process of parts standardization and customization: the design resources of enterprises are not fully utilized,the implicit connections between parts data have not been explored,the parts retrieval method is relatively backward and the degree of data visualization is low.The above problems have led to low resource utilization of enterprises,incomplete search of parts and components,and insufficient ability to process data information of enterprises,which ultimately affects the sustainable development of enterprises.To solve the above problems,based on the data mining technology,component retrieval method and data visualization technology as the key technology research,set up based on data mining and business intelligence platform for the standardization of parts,promoting the development of enterprise product design model direction of advanced manufacturing.The specific research content of this paper is as follows:(1)In view of the insufficiency of enterprise design resources,a recommendation method of parts standard specification based on Markov model is proposed.Deeply excavate parts and parts specification database,extract the parameter combination with high information correlation,estimate its conditional probability with Markov model,fit out new parts and parts design scheme,expand the selection strategy of designers,and improve the design efficiency.(2)Based on parts retrieval technology,a retrieval method based on function clustering is proposed.According to the name and function of parts,key words are extracted automatically,and the data information of the same family of keywords is matched synchronously and dynamically,which expands the retrieval scope of parts and makes it convenient for enterprise designers to select the parts that meet the requirements of product design.(3)Investigated the data visualization technology,and proposed to display the component specifications in the form of product business chart library(Echarts),combined with visualization technology,the component parameters are visually presented in an image form,which improves the ability of enterprise designers to process data information and helps designers understand and evaluate the mining results.Based on the above theoretical analysis,combined with C# programming language,NX and Visual Studio development platform,this paper constructed a parts standardization platform based on data mining and data visualization,and verified the effectiveness of the method proposed in this paper with an escalator.