2025 Vol.8 Aug.N04

• Title: Research on Optimization of Teaching Resource Sharing Platform in Higher Vocational Colleges under Cloud Computing Environment
• Name: Xuejiao Wang，Mingfei Qu
• Company: College of Aeronautical Engineering, Beijing Polytechnic University, Beijing 100176, China
• Abstract:

  Teaching resource sharing platform mostly relies on users' active ratings to analyze interests, which leads to the lack of balanced resource sharing due to the lack of in-depth profiling of users' similarity. In this regard, the optimization research of teaching resource sharing platform in higher vocational colleges under cloud computing environment is proposed. The hardware structure is built out using cloud servers, load balancing devices, Web servers, database servers and cloud storage. The interest degree affiliation function of teaching resources is constructed to quantitatively analyze the user's interest in teaching resources, and fuzzy clustering is performed on resource users to mine user similarity. Based on the neighbor ratings to predict the target user's ratings of unrated resources and recommend them. At the same time, similarity clustering is searched for, and cross-cluster resource supplement recommendation is performed. By integrating the recommendation results and optimizing them in terms of diversity and other perspectives, efficient sharing of teaching resources is achieved. In the experiment, the proposed method is verified for sharing balance. It is clear from the test and comparison results that when the proposed system is used for teaching resource sharing, the resource utilization rate is above 0.92, which has a more ideal sharing balance.

  
  

• Keyword: cloud computing; higher education institutions; teaching resources; sharing platform; platform design
• DOI: 10.12250/jpciams2025090809
• Citation form: Xuejiao Wang,Mingfei Qu.Research on Optimization of Teaching Resource Sharing Platform in Higher Vocational Colleges under Cloud Computing Environment[J]. Computer Informatization and Mechanical System,2025,Vol.8,pp.40-44

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