An SLA-aware load balancing scheme for cloud datacenters

Chung Cheng Li, Kuo-Chen Wang

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

22 Scopus citations

Abstract

One of the most important issues about cloud computing is how to achieve load balancing among thousands of virtual machines (VMs) in a large datacenter. In this paper, we propose a novel decentralized load balancing architecture, called tldlb (two-level decentralized load balancer). This distributed load balancer takes advantage of the decentralized architecture for providing scalability and high availability capabilities to service more cloud users. We also propose a neural network-based dynamic load balancing algorithm, called nn-dwrr (neural network-based dynamic weighted round-robin), to dispatch a large number of requests to different VMs, which are actually providing services. In nn-dwrr, we combine VM load metrics (CPU, memory, network bandwidth, and disk I/O utilizations) monitoring and neural network-based load prediction to adjust the weight of each VM. Experimental results support that our proposed load balancing algorithm, nn-dwrr, can be applied to a large cloud datacenter, and it is 1.86 times faster than the wrr, 1.49 times faster than the Capacity-based, and 1.21 times faster than the ANN-based load balancing algorithms in terms of average response time. In addition, tldlb can reduce the SLA (service-level agreement) violation rate via in-time activating VMs from a spare VM pool.

Original languageEnglish
Title of host publicationInternational Conference on Information Networking 2014, ICOIN 2014
PublisherIEEE Computer Society
Pages58-63
Number of pages6
ISBN (Print)9781479936892
DOIs
StatePublished - 1 Jan 2014
Event2014 28th International Conference on Information Networking, ICOIN 2014 - Phuket, Thailand
Duration: 10 Feb 201412 Feb 2014

Publication series

NameInternational Conference on Information Networking
ISSN (Print)1976-7684

Conference

Conference2014 28th International Conference on Information Networking, ICOIN 2014
CountryThailand
CityPhuket
Period10/02/1412/02/14

Keywords

  • cloud computing
  • decentralized architecture
  • load balancing
  • neural network
  • service level agreement

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