| In today’s prosperous development of the Internet industry,online shopping has become an indispensable part of people’s lives,and the demand for developing ecommerce software has increased accordingly.After analyzing various e-commerce platforms,it was found that the system functions and business logic are basically similar,but the reusability is poor.Excessive repetitive development leads to slow project progress and increased development costs.Software reuse is an important way to solve this problem,and the study and use of component technology can greatly reduce the time and cost of software development,and to a certain extent,ensure the quality of the developed software.Therefore,how to use component technology to solve the current problem in the e-commerce platform is the focus of this study,and the classification of components is one of the important topics in component technology for retrieving and using high-quality components.The specific work of this article includes:1.Combining the current research and analysis of component technology,in order to solve the problem of insufficient accuracy of the current component classification algorithm,a component classification method based on deep learning is designed on the current most commonly used component facet classification standard.The BERTText CNN-Bi GRU hybrid model is used to extract the facet description features of the component,and the extracted features are fused by attention mechanism for classification.A comparative experiment is designed to prove that the accuracy of the component classification algorithm based on the hybrid model is 5% higher than that of the current CNN-based single network model.2.Combining component technology with the current commonly used Java development technology,components are extracted and assembled based on functions according to the analysis of the current e-commerce platform functions and business,and a component management tool that can upload,download,and assemble components is also developed.3.A reusable e-commerce platform including user end and background management system is designed,and its effectiveness was demonstrated through systematic testing.At the same time,through the comparison of Gantt chart,it is found that the development method using component technology has 24 days shorter than the traditional method,which proves that this method can significantly reduce the time cost of system development.The purpose of this article is to apply component technology to the development of e-commerce platforms to shorten the development cycle,save development costs,and improve system reliability. |