Mobile memory management system based on user's application usage patterns

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4
Citations

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7

초록

Currently, the number of functions to improve user convenience in smartphone applications is increasing. In addition, more mobile applications are being loaded into mobile operating system memory for faster launches, thus increasing the memory requirements for smartphones. The memory used by applications in mobile operating systems is managed using software; allocated memory is freed up by either considering the usage state of the application or terminating the least recently used (LRU) application. As LRU-based memorymanagement schemes do not consider the application launch frequency in a low memory situation, currently used mobile operating systems can lead to the termination of a frequently executed application, thereby increasing its relaunch time. This study proposes a memory management system that can efficiently utilize the main memory space by analyzing the application usage information. The proposed system reduces the application launch time by leaving the most frequently used or likely to be run applications in the main memory for as long as possible. The performance evaluation conducted utilizing actual smartphone usage records showed that the proposed memory management system increases the number of times the applications resume from the main memory compared with the conventional memory management system, and that the average application execution time is reduced by approximately 17%.

키워드

Machine learning; Memory management; Mobile environment; Neural nets; User-centered design; Application programs; Smartphones; Application execution; Conventional memory; Least recently used; Memory management; Memory requirements; Mobile applications; Mobile operating systems; Smart-phone applications; Information management
제목
Mobile memory management system based on user's application usage patterns
저자
Lee, J.; Park, S.
DOI
10.32604/cmc.2021.017872
발행일
2021-05
유형
Article
저널명
Computers, Materials and Continua
권
68
호
3
페이지
4031 ~ 4050

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