메뉴 건너뛰기




Volumn 78, Issue , 2018, Pages 191-210

An autonomic resource provisioning approach for service-based cloud applications: A hybrid approach

Author keywords

Autonomic computing; Cloud computing; Cloud services; Reinforcement learning; Resource provisioning

Indexed keywords

CLOUD COMPUTING; DISTRIBUTED DATABASE SYSTEMS; WEB SERVICES;

EID: 85014054269     PISSN: 0167739X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.future.2017.02.022     Document Type: Article
Times cited : (137)

References (50)
  • 1
    • 85013703077 scopus 로고    scopus 로고
    • Mastering Cloud Computing: Foundations and Applications Programming
    • Newnes
    • Buyya, R., Vecchiola, C., Selvi, S.T., Mastering Cloud Computing: Foundations and Applications Programming. 2013, Newnes.
    • (2013)
    • Buyya, R.1    Vecchiola, C.2    Selvi, S.T.3
  • 2
    • 85054238750 scopus 로고    scopus 로고
    • Essentials of Cloud Computing
    • CRC Press
    • Chandrasekaran, K., Essentials of Cloud Computing. 2014, CRC Press.
    • (2014)
    • Chandrasekaran, K.1
  • 3
    • 84899069262 scopus 로고    scopus 로고
    • Resource management for Infrastructure as a Service (IaaS) in cloud computing: A survey
    • Manvi, S.S., Shyam, G.K., Resource management for Infrastructure as a Service (IaaS) in cloud computing: A survey. J. Netw. Comput. Appl. 41 (2014), 424–440.
    • (2014) J. Netw. Comput. Appl. , vol.41 , pp. 424-440
    • Manvi, S.S.1    Shyam, G.K.2
  • 4
    • 84939474157 scopus 로고    scopus 로고
    • Resource management in cloud computing: Taxonomy, prospects, and challenges
    • Mustafa, S., Nazir, B., Hayat, A., Madani, S.A., Resource management in cloud computing: Taxonomy, prospects, and challenges. Comput. Electr. Eng., 2015.
    • (2015) Comput. Electr. Eng.
    • Mustafa, S.1    Nazir, B.2    Hayat, A.3    Madani, S.A.4
  • 5
    • 34249080831 scopus 로고    scopus 로고
    • Service oriented architectures: approaches, technologies and research issues
    • Papazoglou, M.P., Van Den Heuvel, W.J., Service oriented architectures: approaches, technologies and research issues. VLDB J. 16:3 (2007), 389–415.
    • (2007) VLDB J. , vol.16 , Issue.3 , pp. 389-415
    • Papazoglou, M.P.1    Van Den Heuvel, W.J.2
  • 7
    • 84886737290 scopus 로고    scopus 로고
    • Comparative analysis of SOA and cloud computing architectures using fact based modeling
    • Springer Berlin, Heidelberg
    • Piprani, B., Sheppard, D., Barbir, A., Comparative analysis of SOA and cloud computing architectures using fact based modeling. On the Move to Meaningful Internet Systems: OTM 2013 Workshops, 2013, Springer, Berlin, Heidelberg, 524–533.
    • (2013) On the Move to Meaningful Internet Systems: OTM 2013 Workshops , pp. 524-533
    • Piprani, B.1    Sheppard, D.2    Barbir, A.3
  • 8
    • 84874228004 scopus 로고    scopus 로고
    • Architecting applications for the Amazon cloud
    • Wiley Press New York, USA
    • Varia, J., Architecting applications for the Amazon cloud. Cloud Computing: Principles and Paradigms, 2011, Wiley Press, New York, USA, 249–274.
    • (2011) Cloud Computing: Principles and Paradigms , pp. 249-274
    • Varia, J.1
  • 11
    • 84912530861 scopus 로고    scopus 로고
    • A review of auto- scaling techniques for elastic applications in cloud environments
    • Lorido-Botran, T., Miguel-Alonso, J., Lozano, J.A., A review of auto- scaling techniques for elastic applications in cloud environments. J. Grid Comput. 12:4 (2014), 559–592.
    • (2014) J. Grid Comput. , vol.12 , Issue.4 , pp. 559-592
    • Lorido-Botran, T.1    Miguel-Alonso, J.2    Lozano, J.A.3
  • 13
    • 84923356835 scopus 로고    scopus 로고
    • Q-aware: Quality of service based cloud resource provisioning
    • Singh, S., Chana, I., Q-aware: Quality of service based cloud resource provisioning. Comput. Electr. Eng. 47 (2015), 138–160.
    • (2015) Comput. Electr. Eng. , vol.47 , pp. 138-160
    • Singh, S.1    Chana, I.2
  • 14
    • 33645382900 scopus 로고    scopus 로고
    • A Practical Guide to the IBM Autonomic Computing Toolkit
    • IBM Redbooks
    • Jacob, B., Lanyon-Hogg, R., Nadgir, D.K., Yassin, A.F., A Practical Guide to the IBM Autonomic Computing Toolkit. 2004, IBM Redbooks.
    • (2004)
    • Jacob, B.1    Lanyon-Hogg, R.2    Nadgir, D.K.3    Yassin, A.F.4
  • 16
    • 0003584577 scopus 로고    scopus 로고
    • Artificial Intelligence: A Modern Approach
    • EUA: Prentice Hall
    • Russel, S., Norvig, P., Artificial Intelligence: A Modern Approach. 2003, EUA: Prentice Hall.
    • (2003)
    • Russel, S.1    Norvig, P.2
  • 18
    • 84953775398 scopus 로고    scopus 로고
    • Adaptive Probabilistic Behavioural Learning System for the effective behavioural decision in cloud trading negotiation market
    • Rajavel, R., Thangarathanam, M., Adaptive Probabilistic Behavioural Learning System for the effective behavioural decision in cloud trading negotiation market. Future Gener. Comput. Syst. 58 (2016), 29–41.
    • (2016) Future Gener. Comput. Syst. , vol.58 , pp. 29-41
    • Rajavel, R.1    Thangarathanam, M.2
  • 19
    • 42449088961 scopus 로고    scopus 로고
    • A survey of autonomic computing— degrees, models, and applications
    • Huebscher, M.C., McCann, J.A., A survey of autonomic computing— degrees, models, and applications. ACM Comput. Surv. (CSUR), 40(3), 2008, 7.
    • (2008) ACM Comput. Surv. (CSUR) , vol.40 , Issue.3 , pp. 7
    • Huebscher, M.C.1    McCann, J.A.2
  • 20
    • 84985876076 scopus 로고    scopus 로고
    • Dynamic provisioning of system topologies in the cloud
    • Springer London
    • Ritter, T., Mitschang, B., Mega, C., Dynamic provisioning of system topologies in the cloud. Enterprise Interoperability V, 2012, Springer, London, 391–401.
    • (2012) Enterprise Interoperability V , pp. 391-401
    • Ritter, T.1    Mitschang, B.2    Mega, C.3
  • 21
    • 84942371956 scopus 로고    scopus 로고
    • ARMCO: Advanced topics in resource management for ubiquitous cloud computing: An adaptive approach
    • Pop, F., Potop-Butucaru, M., ARMCO: Advanced topics in resource management for ubiquitous cloud computing: An adaptive approach. Future Gener. Comput. Syst. 54 (2016), 79–81.
    • (2016) Future Gener. Comput. Syst. , vol.54 , pp. 79-81
    • Pop, F.1    Potop-Butucaru, M.2
  • 22
    • 84868257960 scopus 로고    scopus 로고
    • Adaptive resource configuration for Cloud infrastructure management
    • Maurer, M., Brandic, I., Sakellariou, R., Adaptive resource configuration for Cloud infrastructure management. Future Gener. Comput. Syst. 29:2 (2013), 472–487.
    • (2013) Future Gener. Comput. Syst. , vol.29 , Issue.2 , pp. 472-487
    • Maurer, M.1    Brandic, I.2    Sakellariou, R.3
  • 23
    • 85006228057 scopus 로고    scopus 로고
    • An adaptive framework for utility-based optimization of scientific applications in the cloud
    • Koehler, M., An adaptive framework for utility-based optimization of scientific applications in the cloud. J. Cloud Comput. 3:1 (2014), 1–12.
    • (2014) J. Cloud Comput. , vol.3 , Issue.1 , pp. 1-12
    • Koehler, M.1
  • 25
    • 85029731062 scopus 로고    scopus 로고
    • Foundation of Self-governing ICT Infrastructures (FoSII), Available
    • Foundation of Self-governing ICT Infrastructures (FoSII), Available http://www.infosys.tuwien.ac.at/linksites/FOSII/index.htm.
  • 26
    • 84939984416 scopus 로고    scopus 로고
    • Multi- agent based dynamic resource provisioning and monitoring for cloud computing systems infrastructure
    • Al-Ayyoub, M., Jararweh, Y., Daraghmeh, M., Althebyan, Q., Multi- agent based dynamic resource provisioning and monitoring for cloud computing systems infrastructure. Cluster Comput. 18:2 (2015), 919–932.
    • (2015) Cluster Comput. , vol.18 , Issue.2 , pp. 919-932
    • Al-Ayyoub, M.1    Jararweh, Y.2    Daraghmeh, M.3    Althebyan, Q.4
  • 27
    • 84875209774 scopus 로고    scopus 로고
    • Mechanisms for SLA provisioning in cloud-based service providers
    • Casalicchio, E., Silvestri, L., Mechanisms for SLA provisioning in cloud-based service providers. Comput. Netw. 57:3 (2013), 795–810.
    • (2013) Comput. Netw. , vol.57 , Issue.3 , pp. 795-810
    • Casalicchio, E.1    Silvestri, L.2
  • 28
    • 84945437298 scopus 로고    scopus 로고
    • An adaptive RL based approach for dynamic resource provisioning in Cloud virtualized data centers
    • Bahrpeyma, F., Haghighi, H., Zakerolhosseini, A., An adaptive RL based approach for dynamic resource provisioning in Cloud virtualized data centers. Computing, 2015, 1–26.
    • (2015) Computing , pp. 1-26
    • Bahrpeyma, F.1    Haghighi, H.2    Zakerolhosseini, A.3
  • 29
    • 80052804663 scopus 로고    scopus 로고
    • Empirical prediction models for adaptive 0020resource provisioning in the cloud
    • Islam, S., Keung, J., Lee, K., Liu, A., Empirical prediction models for adaptive 0020resource provisioning in the cloud. Future Gener. Comput. Syst. 28:1 (2012), 155–162.
    • (2012) Future Gener. Comput. Syst. , vol.28 , Issue.1 , pp. 155-162
    • Islam, S.1    Keung, J.2    Lee, K.3    Liu, A.4
  • 30
    • 84880333735 scopus 로고    scopus 로고
    • Applying reinforcement learning towards automating resource allocation and application scalability in the cloud
    • Barrett, E., Howley, E., Duggan, J., Applying reinforcement learning towards automating resource allocation and application scalability in the cloud. Concurr. Comput.: Pract. Exper. 25:12 (2013), 1656–1674.
    • (2013) Concurr. Comput.: Pract. Exper. , vol.25 , Issue.12 , pp. 1656-1674
    • Barrett, E.1    Howley, E.2    Duggan, J.3
  • 31
    • 84933053305 scopus 로고    scopus 로고
    • Aggressive resource provisioning for ensuring QoS in virtualized environments
    • Liu, J., Zhang, Y., Zhou, Y., Zhang, D., Liu, H., Aggressive resource provisioning for ensuring QoS in virtualized environments. IEEE Trans. Cloud Comput. 3:2 (2015), 119–131.
    • (2015) IEEE Trans. Cloud Comput. , vol.3 , Issue.2 , pp. 119-131
    • Liu, J.1    Zhang, Y.2    Zhou, Y.3    Zhang, D.4    Liu, H.5
  • 32
    • 84943232994 scopus 로고    scopus 로고
    • Dynamic resource provisioning in cloud computing: A Heuristic Markovian approach
    • Springer International Publishing
    • Qavami, H.R., Jamali, S., Akbari, M.K., Javadi, B., Dynamic resource provisioning in cloud computing: A Heuristic Markovian approach. Cloud Computing, 2014, Springer International Publishing, 102–111.
    • (2014) Cloud Computing , pp. 102-111
    • Qavami, H.R.1    Jamali, S.2    Akbari, M.K.3    Javadi, B.4
  • 33
    • 84894476672 scopus 로고    scopus 로고
    • Multi-tier service differentiation by coordinated learning-based resource provisioning and admission control
    • Muppala, S., Chen, G., Zhou, X., Multi-tier service differentiation by coordinated learning-based resource provisioning and admission control. J. Parallel Distrib. Comput. 74:5 (2014), 2351–2364.
    • (2014) J. Parallel Distrib. Comput. , vol.74 , Issue.5 , pp. 2351-2364
    • Muppala, S.1    Chen, G.2    Zhou, X.3
  • 36
    • 84855359756 scopus 로고    scopus 로고
    • URL: A unified reinforcement learning approach for autonomic cloud management
    • Xu, C.Z., Rao, J., Bu, X., URL: A unified reinforcement learning approach for autonomic cloud management. J. Parallel Distrib. Comput. 72:2 (2012), 95–105.
    • (2012) J. Parallel Distrib. Comput. , vol.72 , Issue.2 , pp. 95-105
    • Xu, C.Z.1    Rao, J.2    Bu, X.3
  • 37
    • 84897986209 scopus 로고    scopus 로고
    • A cost-aware auto-scaling approach using the workload prediction in service clouds
    • Yang, J., Liu, C., Shang, Y., Cheng, B., Mao, Z., Liu, C., Niu, L., Chen, J., A cost-aware auto-scaling approach using the workload prediction in service clouds. Inf. Syst. Front. 16:1 (2014), 7–18.
    • (2014) Inf. Syst. Front. , vol.16 , Issue.1 , pp. 7-18
    • Yang, J.1    Liu, C.2    Shang, Y.3    Cheng, B.4    Mao, Z.5    Liu, C.6    Niu, L.7    Chen, J.8
  • 38
    • 0037253062 scopus 로고    scopus 로고
    • The vision of autonomic computing
    • Kephart, J.O., Chess, D.M., The vision of autonomic computing. Computer 36:1 (2003), 41–50.
    • (2003) Computer , vol.36 , Issue.1 , pp. 41-50
    • Kephart, J.O.1    Chess, D.M.2
  • 40
    • 84904512401 scopus 로고    scopus 로고
    • Energy-efficient task allocation with quality of service provisioning for concurrent applications in multi-functional wireless sensor network systems
    • Li, W., Delicato, F.C., Pires, P.F., Zomaya, A.Y., Energy-efficient task allocation with quality of service provisioning for concurrent applications in multi-functional wireless sensor network systems. Concurr. Comput.: Pract. Exper. 26:11 (2014), 1869–1888.
    • (2014) Concurr. Comput.: Pract. Exper. , vol.26 , Issue.11 , pp. 1869-1888
    • Li, W.1    Delicato, F.C.2    Pires, P.F.3    Zomaya, A.Y.4
  • 41
    • 82155166403 scopus 로고    scopus 로고
    • Reinforcement learning for context awareness and intelligence in wireless networks: review, new features and open issues
    • Yau, K.L.A., Komisarczuk, P., Teal, P.D., Reinforcement learning for context awareness and intelligence in wireless networks: review, new features and open issues. J. Netw. Comput. Appl. 35:1 (2012), 253–267.
    • (2012) J. Netw. Comput. Appl. , vol.35 , Issue.1 , pp. 253-267
    • Yau, K.L.A.1    Komisarczuk, P.2    Teal, P.D.3
  • 42
    • 84963850942 scopus 로고    scopus 로고
    • Principles and experimentations of self-organizing embedded agents allowing learning from demonstration in ambient robotics
    • Verstaevel, N., Régis, C., Gleizes, M.P., Robert, F., Principles and experimentations of self-organizing embedded agents allowing learning from demonstration in ambient robotics. Future Gener. Comput. Syst., 2016.
    • (2016) Future Gener. Comput. Syst.
    • Verstaevel, N.1    Régis, C.2    Gleizes, M.P.3    Robert, F.4
  • 43
    • 79951858262 scopus 로고    scopus 로고
    • A novel multi-agent reinforcement learning approach for job scheduling in Grid computing
    • Wu, J., Xu, X., Zhang, P., Liu, C., A novel multi-agent reinforcement learning approach for job scheduling in Grid computing. Future Gener. Comput. Syst. 27:5 (2011), 430–439.
    • (2011) Future Gener. Comput. Syst. , vol.27 , Issue.5 , pp. 430-439
    • Wu, J.1    Xu, X.2    Zhang, P.3    Liu, C.4
  • 44
    • 84892593209 scopus 로고    scopus 로고
    • Reinforcement learning in robotics: A survey
    • Springer Berlin, Heidelberg
    • Kober, J., Peters, J., Reinforcement learning in robotics: A survey. Reinforcement Learning, 2012, Springer, Berlin, Heidelberg, 579–610.
    • (2012) Reinforcement Learning , pp. 579-610
    • Kober, J.1    Peters, J.2
  • 45
    • 85029736822 scopus 로고    scopus 로고
    • Simulation framework of ubiquitous network environments for designing diverse network robots
    • Cho, S., Fong, S., Park, Y.W., Cho, K., Simulation framework of ubiquitous network environments for designing diverse network robots. Future Gener. Comput. Syst., 2016.
    • (2016) Future Gener. Comput. Syst.
    • Cho, S.1    Fong, S.2    Park, Y.W.3    Cho, K.4
  • 46
    • 78650777991 scopus 로고    scopus 로고
    • CloudSim: a toolkit for modeling and simulation of cloud computing environments and evaluation of resource provisioning algorithms
    • Calheiros, R.N., Ranjan, R., BelogRLzov, A., De Rose, C.A., Buyya, R., CloudSim: a toolkit for modeling and simulation of cloud computing environments and evaluation of resource provisioning algorithms. Softw. - Pract. Exp. 41:1 (2011), 23–50.
    • (2011) Softw. - Pract. Exp. , vol.41 , Issue.1 , pp. 23-50
    • Calheiros, R.N.1    Ranjan, R.2    BelogRLzov, A.3    De Rose, C.A.4    Buyya, R.5
  • 47
    • 85029729492 scopus 로고    scopus 로고
    • Clarknet-http-two weeks of http logs from the clarknet www server. (Accessed 15.10.14).
    • Clarknet-http-two weeks of http logs from the clarknet www server. http://ita.ee.lbl.gov/html/contrib/ClarkNet-HTTP.html  (Accessed 15.10.14).
  • 48
    • 85029735000 scopus 로고    scopus 로고
    • Nasa-http- two months of http logs from the kscnasa www server. (Accessed 15.10.14).
    • Nasa-http- two months of http logs from the kscnasa www server. http://ita.ee.lbl.gov/html/contrib/NASA-HTTP.html  (Accessed 15.10.14).
  • 49
    • 84964824545 scopus 로고    scopus 로고
    • How elasticity property plays an important role in the cloud: A survey
    • Bikas, M.A.N., Alourani, A., Grechanik, M., How elasticity property plays an important role in the cloud: A survey. Adv. Comput., 2016.
    • (2016) Adv. Comput.
    • Bikas, M.A.N.1    Alourani, A.2    Grechanik, M.3
  • 50
    • 85029730465 scopus 로고    scopus 로고
    • Rightscale. set up autoscaling using voting tags. (Accessed 01.10.14).
    • Rightscale. set up autoscaling using voting tags. https://support.rightscale.com/  (Accessed 01.10.14).


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.