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10.1109/HPCC.2010.53guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
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Providing QoS Guarantees in Large-Scale Operator Networks

Published: 01 September 2010 Publication History

Abstract

Application areas like global sensor networks and data stream processing involve the on-line processing of large amounts of data in an overlay network of operators on top of the Internet infrastructure. Trying to fulfill QoS guarantees in such networks is a challenging task that should be realized under the requirement for optimal usage of common resources in the network. Therefore in this paper, we formalize a constrained optimization problem for the placement of operators in an overlay network which strives for satisfying user QoS constraints subject to latency, while minimizing the network load induced by the deployment of the operators in the network. Since the initial problem is NP-hard, we solve at a first step the problem in an intermediate continuous latency space and then we map the continuous solution to its discrete variant. Our evaluations provide an analysis about the inherent interdepedence between the two metrics, network usage and latency, subject to this paper and furthermore show that our algorithm achieves a good balance between the user requirements and the usage of the network resources.

Cited By

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  • (2020)Resource Management and Scheduling in Distributed Stream Processing SystemsACM Computing Surveys10.1145/335539953:3(1-41)Online publication date: 28-May-2020
  • (2011)M-TOPProceedings of the 15th Symposium on International Database Engineering & Applications10.1145/2076623.2076631(52-60)Online publication date: 21-Sep-2011

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Information & Contributors

Information

Published In

cover image Guide Proceedings
HPCC '10: Proceedings of the 2010 IEEE 12th International Conference on High Performance Computing and Communications
September 2010
721 pages
ISBN:9780769542140

Publisher

IEEE Computer Society

United States

Publication History

Published: 01 September 2010

Author Tags

  1. constraint
  2. operator networks
  3. optimization
  4. overlay networks
  5. placement algorithm
  6. quality of service (QoS)
  7. stream processing

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Cited By

View all
  • (2020)Resource Management and Scheduling in Distributed Stream Processing SystemsACM Computing Surveys10.1145/335539953:3(1-41)Online publication date: 28-May-2020
  • (2011)M-TOPProceedings of the 15th Symposium on International Database Engineering & Applications10.1145/2076623.2076631(52-60)Online publication date: 21-Sep-2011

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