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https://hdl.handle.net/10356/149825
Title: | Dynamic data replication for distributed cloud storage | Authors: | Cai, Jianfei | Keywords: | Engineering::Computer science and engineering::Computer systems organization | Issue Date: | 2021 | Publisher: | Nanyang Technological University | Source: | Cai, J. (2021). Dynamic data replication for distributed cloud storage. Master's thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/149825 | Abstract: | Cloud storage services have become increasingly popular in recent years. This thesis investigates a cost optimization problem for data replication in distributed cloud storage. We consider two different settings: offine and online. In the offine setting where the complete information of data access requests is available, we develop an O(max(m^2n, n^2)) optimal algorithm, where m and n are the numbers of storage sites and requests respectively. In the online setting where the requests arriving in the future are not known, we propose two distributed algorithms: a 3-competitive basic algorithm and a dynamic algorithm. Both algorithms are lightweight and easy to implement. Experiments using the pricing data of Google Cloud Storage show that our online algorithms can perform close to the optimal. | URI: | https://hdl.handle.net/10356/149825 | DOI: | 10.32657/10356/149825 | Rights: | This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0). | Fulltext Permission: | open | Fulltext Availability: | With Fulltext |
Appears in Collections: | SCSE Theses |
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File | Description | Size | Format | |
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Thesis_CaiJianfei.pdf | Dynamic data replication for distributed cloud storage, Cai Jianfei, Master of Engineering, Tang Xueyan, School of Computer Science and Engineering | 2.12 MB | Adobe PDF | View/Open |
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