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2021 | OriginalPaper | Buchkapitel

Load Balance Analysis-Based Retrieval Strategy in a Heterogeneous File System

verfasst von : Di Lin, Weiwei Wu, Yao Qin

Erschienen in: Communications, Signal Processing, and Systems

Verlag: Springer Singapore

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Abstract

In order to adapt to heterogeneous storage environment and improve the overall I/O efficiency and system throughput, we address the optimization of replica management and retrieval strategies in a distributed file system. The proposed strategies can enhance the system's adaptability to complex environment, improve the system's rationality for load balance, and reduce the overall storage cost of the system. Specifically, this paper presents a performance metric of measuring the load of nodes. Firstly, we address the concept of comprehensive load, and then propose the method of computing comprehensive load, which is based on the multi-dimension analysis on the system. In addition, we propose the replica management and retrieval strategies, which consider the comprehensive load of nodes in the distributed file system, and optimize the allocation of loads among nodes systematically. Based on the abovementioned strategies, we address the replica placement strategy, the replica management strategy, and the retrieval algorithm in a distributed file system, in consideration of the heterogeneity of nodes in the cluster, the difference between files, and the real-time performance of nodes. All these strategies and algorithms can provide an optimization of replica and retrieval process in a distributed file system.

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Literatur
1.
Zurück zum Zitat Ciritoglu HE, Murphy J, Thorpe C (2019) HaRD: a heterogeneity-aware replica deletion for HDFS. J Big Data 6(1):94CrossRef Ciritoglu HE, Murphy J, Thorpe C (2019) HaRD: a heterogeneity-aware replica deletion for HDFS. J Big Data 6(1):94CrossRef
2.
Zurück zum Zitat Kim HG (2018) Effects of design factors of HDFS on I/O performance. J Comput Sci 14(3):304–309CrossRef Kim HG (2018) Effects of design factors of HDFS on I/O performance. J Comput Sci 14(3):304–309CrossRef
3.
Zurück zum Zitat Cui L, Hao Z et al (2018) SnapFiner: a page-aware snapshot system for virtual machines. IEEE Trans Parallel Distrib Syst 29(11):2613–2626CrossRef Cui L, Hao Z et al (2018) SnapFiner: a page-aware snapshot system for virtual machines. IEEE Trans Parallel Distrib Syst 29(11):2613–2626CrossRef
4.
Zurück zum Zitat Yongcai T, Yang B, Lei S (2018) Management mechanism of dynamic cloud data replica based on availability. J Chin Comput Syst 39(3):490–495 Yongcai T, Yang B, Lei S (2018) Management mechanism of dynamic cloud data replica based on availability. J Chin Comput Syst 39(3):490–495
5.
Zurück zum Zitat Lian Y, Lei MA, Chuanai L et al (2018) On dynamic replication strategies of HDFS cloud storage based on RS erasure codes. TechnolInnovAppl Lian Y, Lei MA, Chuanai L et al (2018) On dynamic replication strategies of HDFS cloud storage based on RS erasure codes. TechnolInnovAppl
6.
Zurück zum Zitat Xu X, Yang C, Shao J (2017) Data replica placement mechanism for open heterogeneous storage systems. Proc Comput Sci 109:18–25CrossRef Xu X, Yang C, Shao J (2017) Data replica placement mechanism for open heterogeneous storage systems. Proc Comput Sci 109:18–25CrossRef
7.
Zurück zum Zitat Li H, Li H, Wen Z et al (2017) Distributed heterogeneous storage based on data value. In: 2017 IEEE 2nd information technology, networking, electronic and automation control conference (ITNEC). IEEE, 2017, pp 264–271 Li H, Li H, Wen Z et al (2017) Distributed heterogeneous storage based on data value. In: 2017 IEEE 2nd information technology, networking, electronic and automation control conference (ITNEC). IEEE, 2017, pp 264–271
8.
Zurück zum Zitat Gupta H, Vahid A, Ghosh SK et al (2017) iFogSim: a toolkit for modeling and simulation of resource management techniques in the Internet of Things, edge and fog computing environments. Softw Pract Exp 47(9):1275–1296 Gupta H, Vahid A, Ghosh SK et al (2017) iFogSim: a toolkit for modeling and simulation of resource management techniques in the Internet of Things, edge and fog computing environments. Softw Pract Exp 47(9):1275–1296
9.
Zurück zum Zitat Sonmez C, Ozgovde A, Ersoy C (2018) Edgecloudsim: an environment for performance evaluation of edge computing systems. Trans Emerg Telecommun Technol 29(11):3493CrossRef Sonmez C, Ozgovde A, Ersoy C (2018) Edgecloudsim: an environment for performance evaluation of edge computing systems. Trans Emerg Telecommun Technol 29(11):3493CrossRef
Metadaten
Titel
Load Balance Analysis-Based Retrieval Strategy in a Heterogeneous File System
verfasst von
Di Lin
Weiwei Wu
Yao Qin
Copyright-Jahr
2021
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-15-8411-4_122

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