Genetic-based algorithms for resource management in virtualized IVR applications
Interactive Voice Response (IVR) is a technology that allows automatic human-computer interactions, via a telephone keypad or voice commands. The systems are widely used in many industries, including telecommunications and banking. Virtualization is a potential technology that can enable the easy de...
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| Published in | Journal of cloud computing : advances, systems and applications Vol. 3; no. 1; p. 1 |
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| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Berlin/Heidelberg
Springer Berlin Heidelberg
15.10.2014
Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 2192-113X 2192-113X |
| DOI | 10.1186/s13677-014-0015-3 |
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| Abstract | Interactive Voice Response (IVR) is a technology that allows automatic human-computer interactions, via a telephone keypad or voice commands. The systems are widely used in many industries, including telecommunications and banking. Virtualization is a potential technology that can enable the easy development of IVR applications and their deployment on the cloud. IVR virtualization will enable efficient resource usage by allowing IVR applications to share different IVR substrate components such as the key detector, the voice recorder and the dialog manager. Resource management is part and parcel of IVR virtualization and poses a challenge in virtualized environments where both processing and network constraints must be considered. Considering several objectives to optimize the resource usage makes it even more challenging. This paper proposes IVR virtualization task scheduling and computational resource sharing (among different IVR applications) strategies based on genetic algorithms, in which different objectives are optimized. The algorithms used by both strategies are simulated and the performance measured and analyzed. |
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| AbstractList | Interactive Voice Response (IVR) is a technology that allows automatic human-computer interactions, via a telephone keypad or voice commands. The systems are widely used in many industries, including telecommunications and banking. Virtualization is a potential technology that can enable the easy development of IVR applications and their deployment on the cloud. IVR virtualization will enable efficient resource usage by allowing IVR applications to share different IVR substrate components such as the key detector, the voice recorder and the dialog manager. Resource management is part and parcel of IVR virtualization and poses a challenge in virtualized environments where both processing and network constraints must be considered. Considering several objectives to optimize the resource usage makes it even more challenging. This paper proposes IVR virtualization task scheduling and computational resource sharing (among different IVR applications) strategies based on genetic algorithms, in which different objectives are optimized. The algorithms used by both strategies are simulated and the performance measured and analyzed. |
| ArticleNumber | 15 |
| Author | Glitho, Roch Kara, Nadjia Azar, Christian Belqasmi, Fatna Soualhia, Mbarka |
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| Copyright | Kara et al.; licensee Springer. 2014. This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Author(s) 2014 |
| Copyright_xml | – notice: Kara et al.; licensee Springer. 2014. This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. – notice: The Author(s) 2014 |
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| Keywords | IVR applications Cloud computing Resource management Virtualization Genetic algorithms |
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| References | BarrettEHowleyEDugganJA learning architecture for scheduling workflow applications in the cloud2011839th IEEE European Conference on Web Services10.1109/ECOWS.2011.27 ZomayaYATheYHObservation on using genetic algorithms for dynamic load-balancingIEEE Trans Parallel Distributed Syst200112989991110.1109/71.954620 OmaraFAArafaMMGenetic algorithms for task scheduling problemJ Parallel Distributed Comput2010701132210.1016/j.jpdc.2009.09.0091233.68077 GaoYRongHHuangJZAdaptive grid job scheduling with genetic algorithmsElsevier J Future Generation Comp Syst200521115116110.1016/j.future.2004.09.033 TayalSTasks scheduling optimization for the cloud computing systemsInt J Advanc Eng Sci Technol2011521111151160660 GanapathiAChenYFoxAKatzRKatzRPattersonDStatistics-driven workload modeling for the cloud20108792 VaqueroLMRodero-MerinoLCaceresJLindnerMA break in the clouds: towards a cloud definitionACM SIGCOMM Comp Commun Rev2009391505510.1145/1496091.1496100 ProbirRMejbah Ul AlamMDNishitaDHeuristic based task scheduling in multiprocessor systems with genetic algorithm by choosing the eligible processorInt J Distributed Parallel Syst (IJDPS)20123411112110.5121/ijdps.2012.3412 YuJBuyyaRScheduling scientific workflow applications with deadline and budget constraints using genetic algorithmsSci Programming J200614321723010.1155/2006/271608 GanapathiAKunoHDavalUWienerJFoxAJordanMPattersonDProceedings of IEEE International Conference on Data Engineering2009 CarreteroJXhafaFGenetic algorithm based schedulers for grid computing systemsInt J Innovative Comput, Inf Control200736119 MorariuOMorariuCBorangiuTA genetic algorithm for workload scheduling in cloud based e-learningProceedings of the 2th International Worshop on Cloud Computing Platforms20121610.1145/2168697.2168702 BelqasmiFAzarCSoualhiaMKaraNGlithoRA Virtualized Infrastructure for Interactive Voice Response Applications in the Cloud201117 ZomayaAYWardCMaceyBGenetic Scheduling for parallel processor systems: Comparative studies and performance issuesIEEE Trans Parallel Distributed Syst199910879581210.1109/71.790598 KimSWeissmanJBA genetic algorithm based approach for scheduling decomposable data grid applications2004406413 BelqasmiFAzarCSoualhiaMKaraNGlithoRA case study of Virtualized Infrastructure and its accompanying platform for IVR Applications in CloudsIEEE Network Mag2013281334110.1109/MNET.2014.6724104 KaurKChhabraASinghGHeuristics based genetic algorithm for scheduling static tasks in homogeneous parallel systemInt J Comput Sci Secur201042149264 XuSGaoWLiZZhangSZhaoJDesign of Hierarchical and Configurable IVR System2010205208 PrabhuSMulti-Objective Optimization based on genetic algorithm in Grid SchedulingInt J Advanc Res Technol2011115458 GoldbergDEGenetic algorithms in search, optimization, and machine learning", Reading, Mass1989Addison-Wesley. ISBN 0201157675 ZhongHTaoKZhangXAn approach to optimized Resource scheduling algorithm for Open-Source Cloud Systems2010124129 BachFRJordanMIKernel independent component analysisJ Mach Learn Res2003314819660511088.68689 KhanAZugenmaierAJurcaDKellererWNetwork Virtualization: A Hypervisor for the Internet?IEEE Commun Mag201250113614310.1109/MCOM.2012.6122544 KidwellMDCookDJGenetic Algorithm for Dynamic Task scheduling19946167 XhafaFCarreteroJAbrahamAGenetic Algorithm Based Schedulers for Grid Computing SystemsInt J Innovative Comput, Inf Control200835119 S Kim (15_CR21) 2004 R Probir (15_CR14) 2012; 3 S Tayal (15_CR16) 2011; 5 LM Vaquero (15_CR3) 2009; 39 A Ganapathi (15_CR18) 2009 A Ganapathi (15_CR19) 2010 FR Bach (15_CR17) 2003; 3 MD Kidwell (15_CR8) 1994 F Belqasmi (15_CR4) 2011 S Xu (15_CR1) 2010 A Khan (15_CR2) 2012; 50 F Xhafa (15_CR7) 2008; 3 K Kaur (15_CR12) 2010; 4 S Prabhu (15_CR15) 2011; 1 YA Zomaya (15_CR6) 2001; 12 F Belqasmi (15_CR5) 2013; 28 J Carretero (15_CR9) 2007; 3 FA Omara (15_CR13) 2010; 70 J Yu (15_CR23) 2006; 14 O Morariu (15_CR24) 2012 DE Goldberg (15_CR10) 1989 E Barrett (15_CR22) 2011 H Zhong (15_CR25) 2010 Y Gao (15_CR20) 2005; 21 AY Zomaya (15_CR11) 1999; 10 |
| References_xml | – reference: KaurKChhabraASinghGHeuristics based genetic algorithm for scheduling static tasks in homogeneous parallel systemInt J Comput Sci Secur201042149264 – reference: TayalSTasks scheduling optimization for the cloud computing systemsInt J Advanc Eng Sci Technol2011521111151160660 – reference: OmaraFAArafaMMGenetic algorithms for task scheduling problemJ Parallel Distributed Comput2010701132210.1016/j.jpdc.2009.09.0091233.68077 – reference: GaoYRongHHuangJZAdaptive grid job scheduling with genetic algorithmsElsevier J Future Generation Comp Syst200521115116110.1016/j.future.2004.09.033 – reference: BelqasmiFAzarCSoualhiaMKaraNGlithoRA case study of Virtualized Infrastructure and its accompanying platform for IVR Applications in CloudsIEEE Network Mag2013281334110.1109/MNET.2014.6724104 – reference: ZomayaYATheYHObservation on using genetic algorithms for dynamic load-balancingIEEE Trans Parallel Distributed Syst200112989991110.1109/71.954620 – reference: YuJBuyyaRScheduling scientific workflow applications with deadline and budget constraints using genetic algorithmsSci Programming J200614321723010.1155/2006/271608 – reference: XhafaFCarreteroJAbrahamAGenetic Algorithm Based Schedulers for Grid Computing SystemsInt J Innovative Comput, Inf Control200835119 – reference: ProbirRMejbah Ul AlamMDNishitaDHeuristic based task scheduling in multiprocessor systems with genetic algorithm by choosing the eligible processorInt J Distributed Parallel Syst (IJDPS)20123411112110.5121/ijdps.2012.3412 – reference: MorariuOMorariuCBorangiuTA genetic algorithm for workload scheduling in cloud based e-learningProceedings of the 2th International Worshop on Cloud Computing Platforms20121610.1145/2168697.2168702 – reference: GanapathiAChenYFoxAKatzRKatzRPattersonDStatistics-driven workload modeling for the cloud20108792 – reference: XuSGaoWLiZZhangSZhaoJDesign of Hierarchical and Configurable IVR System2010205208 – reference: VaqueroLMRodero-MerinoLCaceresJLindnerMA break in the clouds: towards a cloud definitionACM SIGCOMM Comp Commun Rev2009391505510.1145/1496091.1496100 – reference: GoldbergDEGenetic algorithms in search, optimization, and machine learning", Reading, Mass1989Addison-Wesley. ISBN 0201157675 – reference: BelqasmiFAzarCSoualhiaMKaraNGlithoRA Virtualized Infrastructure for Interactive Voice Response Applications in the Cloud201117 – reference: KhanAZugenmaierAJurcaDKellererWNetwork Virtualization: A Hypervisor for the Internet?IEEE Commun Mag201250113614310.1109/MCOM.2012.6122544 – reference: PrabhuSMulti-Objective Optimization based on genetic algorithm in Grid SchedulingInt J Advanc Res Technol2011115458 – reference: BachFRJordanMIKernel independent component analysisJ Mach Learn Res2003314819660511088.68689 – reference: ZhongHTaoKZhangXAn approach to optimized Resource scheduling algorithm for Open-Source Cloud Systems2010124129 – reference: ZomayaAYWardCMaceyBGenetic Scheduling for parallel processor systems: Comparative studies and performance issuesIEEE Trans Parallel Distributed Syst199910879581210.1109/71.790598 – reference: GanapathiAKunoHDavalUWienerJFoxAJordanMPattersonDProceedings of IEEE International Conference on Data Engineering2009 – reference: CarreteroJXhafaFGenetic algorithm based schedulers for grid computing systemsInt J Innovative Comput, Inf Control200736119 – reference: KimSWeissmanJBA genetic algorithm based approach for scheduling decomposable data grid applications2004406413 – reference: KidwellMDCookDJGenetic Algorithm for Dynamic Task scheduling19946167 – reference: BarrettEHowleyEDugganJA learning architecture for scheduling workflow applications in the cloud2011839th IEEE European Conference on Web Services10.1109/ECOWS.2011.27 – volume: 21 start-page: 151 issue: 1 year: 2005 ident: 15_CR20 publication-title: Elsevier J Future Generation Comp Syst doi: 10.1016/j.future.2004.09.033 – start-page: 1 volume-title: A Virtualized Infrastructure for Interactive Voice Response Applications in the Cloud year: 2011 ident: 15_CR4 – volume: 14 start-page: 217 issue: 3 year: 2006 ident: 15_CR23 publication-title: Sci Programming J doi: 10.1155/2006/271608 – start-page: 87 volume-title: Statistics-driven workload modeling for the cloud year: 2010 ident: 15_CR19 – volume: 12 start-page: 899 issue: 9 year: 2001 ident: 15_CR6 publication-title: IEEE Trans Parallel Distributed Syst doi: 10.1109/71.954620 – volume: 3 start-page: 1 issue: 5 year: 2008 ident: 15_CR7 publication-title: Int J Innovative Comput, Inf Control – start-page: 406 volume-title: A genetic algorithm based approach for scheduling decomposable data grid applications year: 2004 ident: 15_CR21 – start-page: 205 volume-title: Design of Hierarchical and Configurable IVR System year: 2010 ident: 15_CR1 – volume: 50 start-page: 136 issue: 1 year: 2012 ident: 15_CR2 publication-title: IEEE Commun Mag doi: 10.1109/MCOM.2012.6122544 – volume: 4 start-page: 149 issue: 2 year: 2010 ident: 15_CR12 publication-title: Int J Comput Sci Secur – volume: 10 start-page: 795 issue: 8 year: 1999 ident: 15_CR11 publication-title: IEEE Trans Parallel Distributed Syst doi: 10.1109/71.790598 – volume: 3 start-page: 1 issue: 6 year: 2007 ident: 15_CR9 publication-title: Int J Innovative Comput, Inf Control – volume: 1 start-page: 54 issue: 1 year: 2011 ident: 15_CR15 publication-title: Int J Advanc Res Technol – volume: 3 start-page: 1 year: 2003 ident: 15_CR17 publication-title: J Mach Learn Res – volume: 3 start-page: 111 issue: 4 year: 2012 ident: 15_CR14 publication-title: Int J Distributed Parallel Syst (IJDPS) doi: 10.5121/ijdps.2012.3412 – volume-title: Genetic algorithms in search, optimization, and machine learning", Reading, Mass year: 1989 ident: 15_CR10 – start-page: 1 volume-title: Proceedings of the 2th International Worshop on Cloud Computing Platforms year: 2012 ident: 15_CR24 doi: 10.1145/2168697.2168702 – volume: 39 start-page: 50 issue: 1 year: 2009 ident: 15_CR3 publication-title: ACM SIGCOMM Comp Commun Rev doi: 10.1145/1496091.1496100 – volume-title: Proceedings of IEEE International Conference on Data Engineering year: 2009 ident: 15_CR18 – volume: 5 start-page: 111 issue: 2 year: 2011 ident: 15_CR16 publication-title: Int J Advanc Eng Sci Technol – volume: 28 start-page: 33 issue: 1 year: 2013 ident: 15_CR5 publication-title: IEEE Network Mag doi: 10.1109/MNET.2014.6724104 – volume-title: A learning architecture for scheduling workflow applications in the cloud year: 2011 ident: 15_CR22 doi: 10.1109/ECOWS.2011.27 – start-page: 124 volume-title: An approach to optimized Resource scheduling algorithm for Open-Source Cloud Systems year: 2010 ident: 15_CR25 – start-page: 61 volume-title: Genetic Algorithm for Dynamic Task scheduling year: 1994 ident: 15_CR8 – volume: 70 start-page: 13 issue: 1 year: 2010 ident: 15_CR13 publication-title: J Parallel Distributed Comput doi: 10.1016/j.jpdc.2009.09.009 |
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| SubjectTerms | Cloud computing Computer Communication Networks Computer Science Computer System Implementation Computer Systems Organization and Communication Networks Genetic algorithms Information Systems Applications (incl.Internet) Resource management Software Engineering/Programming and Operating Systems Special Purpose and Application-Based Systems Virtualization Voice response technology |
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| Title | Genetic-based algorithms for resource management in virtualized IVR applications |
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