Please use this identifier to cite or link to this item:
https://hdl.handle.net/10356/149825
Full metadata record
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Cai, Jianfei | en_US |
dc.date.accessioned | 2021-05-17T08:59:48Z | - |
dc.date.available | 2021-05-17T08:59:48Z | - |
dc.date.issued | 2021 | - |
dc.identifier.citation | Cai, J. (2021). Dynamic data replication for distributed cloud storage. Master's thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/149825 | en_US |
dc.identifier.uri | https://hdl.handle.net/10356/149825 | - |
dc.description.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. | en_US |
dc.language.iso | en | en_US |
dc.publisher | Nanyang Technological University | en_US |
dc.rights | This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0). | en_US |
dc.subject | Engineering::Computer science and engineering::Computer systems organization | en_US |
dc.title | Dynamic data replication for distributed cloud storage | en_US |
dc.type | Thesis-Master by Research | en_US |
dc.contributor.supervisor | Tang Xueyan | en_US |
dc.contributor.school | School of Computer Science and Engineering | en_US |
dc.description.degree | Master of Engineering | en_US |
dc.contributor.research | Parallel and Distributed Computing Centre | en_US |
dc.identifier.doi | 10.32657/10356/149825 | - |
dc.contributor.supervisoremail | ASXYTang@ntu.edu.sg | en_US |
item.fulltext | With Fulltext | - |
item.grantfulltext | open | - |
Appears in Collections: | SCSE Theses |
Files in This Item:
File | Description | Size | Format | |
---|---|---|---|---|
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 |
Page view(s)
249
Updated on Jul 3, 2022
Download(s) 50
78
Updated on Jul 3, 2022
Google ScholarTM
Check
Altmetric
Items in DR-NTU are protected by copyright, with all rights reserved, unless otherwise indicated.