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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Linquan Zhang Chuan Wu Zongpeng Li Chuanxiong Guo Minghua Chen Lau, F.C.M. |
| Copyright Year | 2013 |
| Description | Author affiliation: Univ. of Calgary, Calgary, AB, Canada (Zongpeng Li) || Chinese Univ. of Hong Kong, Hong Kong, China (Minghua Chen) || Microsoft Res. Asia, Beijing, China (Chuanxiong Guo) || Univ. of Hong Kong, Hong Kong, China (Linquan Zhang; Chuan Wu; Lau, F.C.M.) |
| Abstract | Cloud computing, rapidly emerging as a new computation paradigm, provides agile and scalable resource access in a utility-like fashion, especially for the processing of big data. An important open issue here is how to efficiently move the data, from different geographical locations over time, into a cloud for effective processing. The de facto approach of hard drive shipping is not flexible, nor secure. This work studies timely, cost-minimizing upload of massive, dynamically-generated, geodispersed data into the cloud, for processing using a MapReducelike framework. Targeting at a cloud encompassing disparate data centers, we model a cost-minimizing data migration problem, and propose two online algorithms, for optimizing at any given time the choice of the data center for data aggregation and processing, as well as the routes for transmitting data there. The first is an online lazy migration (OLM) algorithm achieving a competitive ratio of as low as 2.55, under typical system settings. The second is a randomized fixed horizon control (RFHC) algorithm achieving a competitive ratio of 1+ 1/l+λ κ/λ with a lookahead window of l, where κ and λ are system parameters of similar magnitude. |
| Starting Page | 405 |
| Ending Page | 409 |
| File Size | 418998 |
| Page Count | 5 |
| File Format | |
| ISBN | 9781467359443 |
| ISSN | 0743166X |
| e-ISBN | 9781467359467 |
| DOI | 10.1109/INFCOM.2013.6566804 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2013-04-14 |
| Publisher Place | Italy |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Algorithm design and analysis Heuristic algorithms Routing Cloud computing Prediction algorithms Virtual private networks Optimization |
| Content Type | Text |
| Resource Type | Article |
| Subject | Computer Science Electrical and Electronic Engineering |
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