However, related works have been reported in different sections of the literature; thus lacking a big picture that shows the latest status of this area. Two significant cloud computing platforms, Google App Engine and Amazon Web Service, are … Production and hosting by Elsevier B.V. https://doi.org/10.1016/j.dcan.2016.12.002. There are lots of characteristics and services offered by cloud computing which makes it different than traditional web services or service oriented architecture. The cloud high performance computing market is expected to grow at a CAGR of 15.7% from 2019 to 2025. Performance analysis of cloud computing services considering resources sharing among virtual machines. Through the use of virtualization, physical resources are converted into “resources pool” which provides service on demand. Many of us use cloud services every day. This articles also examines open issues and challenges to the surveyed evaluation approaches and identifies possible opportunities for future research in this important field. And a numerical example is presented. The average service time of service requests is obtained. © 2016 Chongqing University of Posts and Telecommuniocations. Abstract: Cloud computing is a new cost-efficient computing paradigm in which information and computer power can be accessed from a Web browser by customers. Copyright © 2020 Elsevier B.V. or its licensors or contributors. J Supercomput 69, 357–374 (2014). Scalability, elasticity, and efficiency are interrelated aspects of cloud-based software services’ performance requirements. Cloud performance management is the practice of assessing various metrics and benchmarks for cloud systems. Then, we perform an empirical evaluation of the performance of four commercial cloud computing services including Amazon EC2, which is currently the largest commercial cloud. Besides all aspects of cloud computing infra- structure and resources, the most important and key point in cloud computing is its performance. In: Grid computing environments workshop, pp 60–69, Khazaei H (2012) Performance analysis of cloud computing centers. In: Proceedings of 21st annual international conference on supercomputing (ICS), pp 23–32, Suresh Varma P, Satyanarayana A, Sundari R (2012) Performance analysis of cloud computing using queuing models. Liu, X., Tong, W., Zhi, X. et al. Keywords : Failover, dynamic allocation, host service provider, High availability, LAMP, Web Services. Currently, cloud computing … With rapid advancement of Cloud computing and networking technologies, a wide spectrum of Cloud services have been developed by various providers and utilized by numerous organizations as indispensable ingredients of their information systems. According to recent reports, demand for enterprise PaaS solutions will increase continuously. The cloud helps the enterprises to increase their operational efficiency and productivity. It's not just businesses that benefit from cloud computing. These resources include tools and applications like data storage, servers, databases, networking, and software. Future Gener Comput Syst 25(6):599–616, Fox A, Griffith R, Joseph A, Katz R, Konwinski A, Lee G, Patterson D, Rabkin A, Stoica I (2009) Above the clouds: a Berkeley view of cloud computing, electrical engineering and computer sciences, University of California, Berkeley, Foster I, Zhao Y, Raicu I, Lu S (2008) Cloud computing and grid computing 360-degree compared. Among the work on Cloud performance analysis, evaluation approaches developed with a system modeling perspective play an important role. http://eucalyptus.cs.ucsb.edu/, Dong F, Luo J, Jin J, Wang Y, Zhu Y (2012) Performance evaluation and analysis of SEU cloud computing platform. In: Proceedings of IEEE first international workshop virtualization technology in distributed technology (VTDC), pp 4–11, Deelman E, Singh G, Livny M, Berriman JB, Good J (2008) The cost of doing science on the cloud: the montage example. Cloud computing environment is influenced by user-dependent quality of service (QoS) parameters in evaluating the performance of Web services apart from others factors. Through the use of virtualization, physical resources are converted into “resources pool” which provides service on demand. Understanding the characteristics of computer service performance has become critical for service applications in cloud computing. In: 2012 IEEE international conference on systems, man, and cybernetics, pp 1455–1460, Ostermann S, Iosup A, Yigitbasi N, Prodan R, Fahringer T, Epema D (2010) A performance analysis of EC2 cloud computing services for scientific computing. In: The seventh international conference on innovative mobile and internet services in ubiquitous computing, pp 276–282. Tax calculation will be finalised during checkout. Abstract: Successful development of cloud computing paradigm necessitates accurate performance evaluation of cloud data centers. The service requests are also relaxed compared with prior research. In: Cloud computing, pp 115–131. © 2020 Springer Nature Switzerland AG. In: 2nd IEEE international conference on cloud computing technology and science, pp 159–168, Losup A, Ostermann S, Yigitbasi MN, Prodan R, Fahringer T, Epema DHJ (2011) Performance analysis of cloud computing services for many-tasks scientific computing. As exact modeling of cloud centers is not feasible due to the nature of cloud centers and diversity of user requests, we describe a novel approximate analytical model for performance evaluation of cloud server farms and solve it to obtain accurate estimation of … Performance isolation is an indispensable remedy solution for the mentioned challenges. Cloud computing is a very attractive research topic. This work is supported by Innovation Action Plan supported by Science and Technology Commission of Shanghai Municipality (No. Thorough evaluation on Cloud service performance is crucial and beneficial to both service providers and consumers; thus forming an active research area. Peer review under responsibility of Chongqing University of Posts and Telecommunications. The cloud has many advantages and it is easy to implement with any business logics. Part of Springer Nature. Cloud service performance evaluation: status, challenges, and opportunities – a survey from the system modeling perspective. Google Scholar, Menon A, Santos JR, Turner Y, Janakiraman GJ, Zwaenepoel W (2005) Diagnosing performance overheads in the xen virtual machine environment. interaction [1].The advantages of cloud computing over traditional computing include: agility, lower entry cost, device independency, location independency and scalability. For the commercial success of this new computing paradigm, the ability to deliver Quality of Services … Immediate online access to all issues from 2019. In: Proceedings of the 2008 IEEE/ACM conference on supercomputing (SC), vol 50, pp 638–649, Nurmi D, Wolski R, Grzegorczyk C, Obertelli G, Soman S, Youseff L, Zagorodnov D (2008) The eucalyptus open-source cloud-computing system. Last, we compare through trace-based simulation the performance characteristics and cost models of clouds and other scientific computing platforms, for general and MTC-based scientific computing workloads. This paper aims at the analysis of the performance comparison of cloud computing platforms and traditional web servers. Springer, Berlin, Jackson KR, Ramakrishnan L, Muriki K, Canon S, Cholia S, Shalf J, Wasserman HJ, Wright NJ (2010) Performance analysis of high performance computing applications on the amazon web services cloud. Due to the complexity and diversity of user requests of the cloud computing system, its performance is difficult to model and analyze. ScienceDirect ® is a registered trademark of Elsevier B.V. ScienceDirect ® is a registered trademark of Elsevier B.V. MathSciNet  This is a preview of subscription content, log in to check access. The model considers the resources sharing among VMs. This paper presents a model for performance analysis of cloud services. Cloud computing is a novel paradigm for the provision of service on demand. Performance considerations are vital for the overall success of cloud computing, including the optimum cost of cloud services, reliability and scalability. We use cookies to help provide and enhance our service and tailor content and ads. The cloud provides the flexibility to strike the right balance so that you get the maximum benefit from your resources and get a higher ROI. volume 69, pages357–374(2014)Cite this article. In: 2012 international conference on cloud computing, teclmologies, applications and management, pp 12–15, Xiong K, Perros H (2009) Service performance and analysis in cloud computing. The cloud has transformed our lives as individuals as well. In: Quality, reliability, security and robustness in heterogeneous networks, pp 251–264. Response times have been known to fluctuate, and certain cloud services respond differently to varying stress levels. https://doi.org/10.1007/s11227-014-1156-3, DOI: https://doi.org/10.1007/s11227-014-1156-3, Over 10 million scientific documents at your fingertips, Not logged in Cloud computing is the delivery of different services through the Internet. Prentice Hall, New Jersey, Liu X, Tong W, Shen C (2013) QoS-aware I/O schedule for virtual machines in cloud computing environment. By continuing you agree to the use of cookies. Cloud computing is recognized as a revolution in the computing area, meanwhile, it also brings the question on the necessity and applicability of this new industry standard. - 95.110.169.160. Experienced Cloud service provider: You should be very careful in terms of choosing a Cloud service provider. Unmanaged resource contention in cloud computing environments can cause problems such as performance interference, service quality degradation, and consequently service agreements violation. Cloud computing is a recent trend of technology that aims to provide on-demand services following a pay-peruse model. Performance is generally linked to the capabilities of one of the applications with- in the cloud infrastructure itself. UCSD Technical Report 2008–10. In distributed technology perspective, cloud computing most like client-server services like web-based or web-service but it used virtual resources to execute. Abstract: A focus of the paper is on the performance of cloud computing servers in cyber-physical systems (CPS) applications that aggregate data over large spatial regions over long spans of time. The Journal of Supercomputing In: ACM first international conference on virtual execution environments (VEE), ROC, pp 13–23, Sotomayor N, Keahey K, Foster I (2006) Overhead matters: a model for virtual resource management. Subscription will auto renew annually. Some key technologies for Cloud computing, such as virtualization and the Service-Oriented Architecture (SOA), bring in special challenges to service performance evaluation. Learn more about Institutional subscriptions, The number of subtasks of a service request, The service rate of the \(j\)-th physical server, The proportion of the \(\mathrm{VM}_{i}\)’s resources to the \(j\)-th physical server, The service rate vector of the cloud system, The number of VMs that can be created on the physical server \(j\), The service rate for the system to stay at state \(i\), The total number of VMs can be created by the cloud center, The maximum number of VMs that can be created on server \(j\), The steady probability for the system to stay at state \(n\), The data size of subtask \(k\) needed to be transmitted, The available bandwidth of the physical server \(M_{j}\), The processing time of suktask \(k\) when there is VM failure, The processing time of suktask \(k\) when there is VL failure, The the \(y\)-th recovery time of the \(\mathrm{VM}_{i}\), The average waiting time of the \(i\)-th resources request, The total number of servers of the cloud center, The allocation matrix of the \(i\)-th service request, The number of VMs that running on the physical server \(M_{j}\), The completion time if physical server failure, Buyya R, Yeo CS, Venugopal S, Broberg J, Brandic I (2009) Cloud computing and emerging IT platforms: vision, hype, and reality for delivering computing as the 5th utility. 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