An Intelligent Memory Caching Architecture for Data-Intensive Multimedia Applications

Aaqif Afzaal Abbasi; Sameen Javed; Shahaboddin Shamshirband

Abstract:

With the rapid developments in cloud computing and mobile networks, multimedia content can be accessed conveniently. Recently, some novel intelligent caching-based approaches have been proposed to improve the memory architectures for multimedia applications. These applications often face bottleneck related challenges which result in performance degradation and service delay issues. Intelligent multimedia network applications access the shared data by using a specific network file system. This results in answering the processing related constraints on hard-drive storage and might result in bringing bottleneck issues. Therefore, to improve the performance of these multimedia network applications, we present an intelligent distributed memory caching system. We integrate the multimedia application message passing interface in a multi-threaded environment and propose an algorithm which can handle concurrent response behavior for different multimedia applications. Results demonstrate that our proposed scheme outperforms traditional approaches in terms of throughput and file read access features.

research from:

• Foundation University - Faculty of Engineering and IT

Year:

2020

Type of Publication:

Article

Journal:

Multimedia Tools and Applications

Month:

4

DOI:

https://doi.org/10.1007/s11042-020-08805-w