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Multimedia System Design and Data Storage Optimization Based on Machine Learning Algorithm.

Weiqiang Qi1, Hongkai Wang1, Tong Chen1

  • 1State Grid Zhejiang Electric Power Corporation Information and Telecommunication Branch, Hangzhou, Zhejiang, China.

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Summary
This summary is machine-generated.

This study introduces an integrated management mechanism for multimedia technology, utilizing cloud databases and XML-based systems. The developed framework enhances operational efficiency and maximizes multimedia value for commercial and societal benefits.

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Area of Science:

  • Information Science
  • Computer Science
  • Media Studies

Background:

  • Rapid advancements in digital technology, Internet of Things (IoT), and multimedia formats are transforming traditional media landscapes.
  • Existing operational models and technical solutions often limit the full potential and value maximization of multimedia technologies.

Purpose of the Study:

  • To develop and implement an integrated management mechanism for multimedia operations leveraging advanced database and cloud technologies.
  • To address the limitations of traditional media structures and enhance commercial profits and societal benefits through optimized multimedia technology application.

Main Methods:

  • Design and implementation of an XML-based database system for transaction networks and business platforms.
  • Development of a framework including parallel quota processing, update processing, result processing, and database connection management modules.
  • Utilization of cloud computing for database development, employing fair weighted rounding algorithms for load balancing on cloud servers and Redis for in-memory caching.

Main Results:

  • The integrated system successfully performs all intended functions, demonstrating good performance and stable operation.
  • The cloud database architecture effectively addresses shortcomings of traditional storage and processing, offering high reliability and efficient management services.
  • Load balancing and in-memory caching mechanisms contribute to the system's overall efficiency and responsiveness.

Conclusions:

  • The developed integrated management mechanism, based on cloud databases and XML, effectively maximizes multimedia technology value.
  • The system provides a robust and reliable solution for modern media operations, enhancing both commercial viability and societal impact.
  • The findings highlight the potential of integrating advanced computing technologies to overcome traditional media limitations.