云计算
知识管理
计算机科学
管理信息系统
高等教育
工程管理
信息管理
信息系统
数学教育
工程类
政治学
心理学
操作系统
法学
电气工程
标识
DOI:10.14569/ijacsa.2024.0150530
摘要
A cloud computing-based system has been developed to enhance the efficiency and practicality of the information management system for college students in higher vocational colleges. This system incorporates a well-defined architecture that leverages cloud computing technology. The management layer's logic module ensures the security of vocational college students' information by deploying virtual gateways at strategic points within the system, thereby controlling access, sharing, and exchange of information. The resource module in the application layer optimizes server cluster load balancing by minimizing task completion time and improving load balancing effectiveness. Additionally, the M-Cloud storage mode is employed to store and back up application layer cloud information, along with the distributed Bigtable information base. The user access layer provides users with convenient services through the corresponding cloud service access interface in the application layer. Furthermore, the employment information of college students and enterprise position information are clustered using the K-means algorithm based on data mining, and personalized employment recommendations are made using similarity calculations. Experimental results demonstrate that the system boasts a user-friendly interface design, efficient operation, and comprehensive management functions. The system's server cluster exhibits strong load-balancing capabilities, effectively mitigating network congestion and minimizing the risks of network storms and paralysis.
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