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https://hdl.handle.net/11499/9226
Title: | On the communication cost of MDS erasure codes in distributed storage systems | Authors: | Haytaoğlu, Elif Dalkilic, M.E. |
Keywords: | Communication cost Distributed storage systems MDS codes Minimum steiner tree Shortest paths Codes (symbols) Costs Data storage equipment Digital storage Forward error correction Graph theory Multiprocessing systems Trees (mathematics) Distributed storage system MDS code Shortest path Steiner trees Distributed database systems |
Publisher: | Slovak Academy of Sciences | Abstract: | Distributed storage systems store some redundant data to keep the degree of availability of the stored data constant and also to increase the system's resistance against failures. This type of systems usually use pure replication or methods based on RAID systems as redundancy schemes. In this paper, we study the communication cost of a distributed data storage system using Maximum Distance Separable (MDS) erasure codes. Our focus is reduction of the cost of one-tomany communication used in data reconstruction/repair initialization and update operations. We propose the use of two different communication approaches on the area of distributed storage systems for the above operations; Steiner tree approach and multi-shortest path approach. We also analyse these two communication approaches empirically and theoretically. Our theoretical results indicate that Steiner tree approach has lower message usage, whereas, multi-shortest path approach has lower time usage for data reconstruction/repair initialization operations. On the other hand, Steiner tree approach has better message and time metrics for the data update process. Furthermore, our experimental results support these theoretical results. Thus, users can choose between the two approaches depending on their needs and priorities. © 2017 Slovak Academy of Sciences. All rights reserved. | URI: | https://hdl.handle.net/11499/9226 https://doi.org/10.4149/cai_2017_5_1235 |
ISSN: | 1335-9150 |
Appears in Collections: | Mühendislik Fakültesi Koleksiyonu Scopus İndeksli Yayınlar Koleksiyonu / Scopus Indexed Publications Collection WoS İndeksli Yayınlar Koleksiyonu / WoS Indexed Publications Collection |
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