Investigation and Optimization of StringDeduplication with Custom Heuristic in Different Versions of the JVM

IF 1.3 4区 工程技术 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Latin America Transactions Pub Date : 2024-12-19 DOI:10.1109/TLA.2025.10810397
Darlan Noetzold;Anubis Graciela de Moraes Rossetto;Jorge Barbosa;Valderi Reis Quietinho Leithardt
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Abstract

Memory optimization in Java applications is essential for performance and scalability. This paper investigates the efficiency of the StringDeduplication parameter in JVM versions 11, 17, and 21, using a Web Crawler developed in Spring Boot. The results show that the efficiency of StringDeduplication decreased from 34.3% deduplication in version 11 to 3.4% in version 21, with an increase in deduplication time from 1,264 ms to 3,439 ms. To mitigate this problem, a custom solution in C was developed for JVM version 21, which increased deduplication to 31.1% and saved 110.2 MB of memory. The main scientific contribution of this work is the identification of the loss of efficiency of StringDeduplication in the latest JVM versions and the proposal of a custom solution that improves string deduplication, offering a viable alternative for developers and software engineers.
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在不同版本的JVM中使用自定义启发式方法研究和优化StringDeduplication
Java应用程序中的内存优化对于性能和可伸缩性至关重要。本文使用Spring Boot中开发的Web Crawler研究了JVM版本11、17和21中StringDeduplication参数的效率。结果表明,StringDeduplication的重复数据删除效率从版本11的34.3%下降到版本21的3.4%,重复数据删除时间从1,264 ms增加到3,439 ms。为了缓解这个问题,为JVM版本21开发了一个用C语言编写的自定义解决方案,该解决方案将重复数据删除提高到31.1%,并节省了110.2 MB内存。这项工作的主要科学贡献是确定了最新JVM版本中StringDeduplication的效率损失,并提出了改进字符串重复数据删除的定制解决方案,为开发人员和软件工程师提供了可行的替代方案。
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来源期刊
IEEE Latin America Transactions
IEEE Latin America Transactions COMPUTER SCIENCE, INFORMATION SYSTEMS-ENGINEERING, ELECTRICAL & ELECTRONIC
CiteScore
3.50
自引率
7.70%
发文量
192
审稿时长
3-8 weeks
期刊介绍: IEEE Latin America Transactions (IEEE LATAM) is an interdisciplinary journal focused on the dissemination of original and quality research papers / review articles in Spanish and Portuguese of emerging topics in three main areas: Computing, Electric Energy and Electronics. Some of the sub-areas of the journal are, but not limited to: Automatic control, communications, instrumentation, artificial intelligence, power and industrial electronics, fault diagnosis and detection, transportation electrification, internet of things, electrical machines, circuits and systems, biomedicine and biomedical / haptic applications, secure communications, robotics, sensors and actuators, computer networks, smart grids, among others.
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