And a numerical example is presented. Tax calculation will be finalised during checkout. Cloud computing is a novel paradigm for the provision of service on demand. In: Quality, reliability, security and robustness in heterogeneous networks, pp 251–264. © 2020 Springer Nature Switzerland AG. 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. Performance isolation is an indispensable remedy solution for the mentioned challenges. © 2016 Chongqing University of Posts and Telecommuniocations. Correspondence to Cloud performance management is the practice of assessing various metrics and benchmarks for cloud systems. 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. Many studies have examined the infrastructure as a service and software as a service aspects of cloud computing; however, few studies have focused on platform as a service (PaaS). Part of Springer Nature. Besides all aspects of cloud computing infra- structure and resources, the most important and key point in cloud computing is its performance. 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. Scalability, elasticity, and efficiency are interrelated aspects of cloud-based software services’ performance requirements. The cloud has many advantages and it is easy to implement with any business logics. Clearly, you can expect increased agility with lower costs if you move your services to the cloud. UCSD Technical Report 2008–10. 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. In: Grid computing environments workshop, pp 60–69, Khazaei H (2012) Performance analysis of cloud computing centers. A service request is divided into many subtasks and each subtask consists of a series of data processing and transmission. - As cloud computing pops up in more and more IT departments, some cloud services have seen their performance woes exposed. Two significant cloud computing platforms, Google App Engine and Amazon Web Service, are … A tremendous amount of effort has been put by the research community to address these challenges and exciting progress has been made. You can start through a completely self-service experience online, scale up and down as needed. MathSciNet  PubMed Google Scholar. In addition, various types of failures, such as VMs failures, physical servers failures and network failures are also considered. Cloud computing is a model for enabling a convenient, on demand network access to a shared pool of configurable computing resources (e.g., network, servers, storage, applications and services) that can be rapidly provisioned and released with minimal management effort or service provider interaction. In distributed technology perspective, cloud computing most like client-server services like web-based or web-service but it used virtual resources to execute. The service requests are also relaxed compared with prior research. The objectives of this article is to present a survey that reflects the state of the art of Cloud service performance evaluation from the system modeling perspective. They require a lot of attention and efforts by the cloud computing providers, integrators and service consumers. Google Scholar, Levitin G, Dai YS, Ben-Haim H (2006) Reliability and performance of star topology grid service with precedence constraints on subtask execution. The obtained results indicated that the tested Cloud services need an order of magnitude in performance improvement for supporting high-performance MTC scientific applications. IEEE Trans Parallel Distrib Syst 23:936–943, Article  Prentice Hall, New Jersey, Liu X, Tong W, Shen C (2013) QoS-aware I/O schedule for virtual machines in cloud computing environment. Performance is generally linked to the capabilities of one of the applications with- in the cloud infrastructure itself. Definition - What does Cloud Performance Management mean? Springer, Berlin, Khazaei H (2012) Performance analysis of cloud computing centers using M/G/m/m+ r queuing system. Some key technologies for Cloud computing, such as virtualization and the Service-Oriented Architecture (SOA), bring in special challenges to service performance evaluation. Liu, X., Tong, W., Zhi, X. et al. This paper presents a model for performance analysis of cloud services. Cloud computing environment is influenced by user-dependent quality of service (QoS) parameters in evaluating the performance of Web services apart from others factors. 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. In: Cloud computing, pp 115–131. The cloud helps the enterprises to increase their operational efficiency and productivity. Due to the complexity and diversity of user requests of the cloud computing system, its performance is difficult to model and analyze. GJCST-B Classification: C.2.1 . School of Computer Engineering and Science, Shanghai University, Shanghai , 200444, China, Department of Computer Science and Engineering, Henan Institute of Engineering, Zhengzhou , 451191, China, China Telecom Corporation Ltd., Shanghai Branch, Shanghai , 200085, China, You can also search for this author in Cloud service performance has a significant impact on performance of the future information infrastructure. Understanding the characteristics of computer service performance has become critical for service applications in cloud computing. IEEE Trans Comput 56:681–691, Article  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 … Cloud Computing makes the dream of computing real as a tool and in the form of service. Among the work on Cloud performance analysis, evaluation approaches developed with a system modeling perspective play an important role. It's not just businesses that benefit from cloud computing. volume 69, pages357–374(2014)Cite this article. Cloud computing today has now been growing as new technologies and new business models., DOI:, Over 10 million scientific documents at your fingertips, Not logged in For the commercial success of this new computing paradigm, the ability to deliver Quality of Services … 11511500200). Abstract: Successful development of cloud computing paradigm necessitates accurate performance evaluation of cloud data centers. interaction [1].The advantages of cloud computing over traditional computing include: agility, lower entry cost, device independency, location independency and scalability. 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. Immediate online access to all issues from 2019. It adopts the concept of virtualization, service oriented architecture, autonomic, and utility computing. Keywords : Failover, dynamic allocation, host service provider, High availability, LAMP, Web Services. High-performance computing (HPC) in the cloud … In: The seventh international conference on innovative mobile and internet services in ubiquitous computing, pp 276–282. 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. Subscription will auto renew annually. Performance of four commercial Cloud services, Amazon EC2, GoGrid, ElasticHosts, and Mosso, were measured. The cloud has transformed our lives as individuals as well. When we update our status on social media, binge a new streaming series, or check our bank accounts we're most likely using applications that are hosted by cloud services. Xiaodong Liu. Performance Evaluation is an important aspect of Cloud Computing environment. According to recent reports, demand for enterprise PaaS solutions will increase continuously. Copyright © 2020 Elsevier B.V. or its licensors or contributors. Cloud computing is a very attractive research topic. The Journal of Supercomputing IEEE Trans Parallel Distrib Syst 22:931–945, Nagarajan AB, Mueller F, Engelmann C, Scott SL (2007) Proactive fault tolerance for HPC with xen virtualization. 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. IEEE Trans Reliab 55:337–349, Dai Y-H, Pan Y, Zou X (2007) A hierarchical modeling and analysis for grid service reliability. Google Scholar, Menon A, Santos JR, Turner Y, Janakiraman GJ, Zwaenepoel W (2005) Diagnosing performance overheads in the xen virtual machine environment. Response times have been known to fluctuate, and certain cloud services respond differently to varying stress levels. Cloud computing today has now been growing as new technologies and new business models. IEEE Trans Reliab 55:507–515, Tanenbaum AS, Wetherall DJ (2011) Computer networks. Experienced Cloud service provider: You should be very careful in terms of choosing a Cloud service provider. By continuing you agree to the use of cookies. 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. It is used to determine how well a cloud system is functioning and what improvements can be made to the system. Cloud Computing is a new service area in Information Technology environment with huge requirements on the shared information, infrastructure, software, resources, devices and services. This work is supported by Innovation Action Plan supported by Science and Technology Commission of Shanghai Municipality (No. Production and hosting by Elsevier B.V. Thorough evaluation on Cloud service performance is crucial and beneficial to both service providers and consumers; thus forming an active research area. J Supercomput 65:426C444, Dai YS, Levitin G (2006) Reliability and performance of tree-structured grid services. J Supercomput 69, 357–374 (2014). 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. We use cookies to help provide and enhance our service and tailor content and ads. Many of us use cloud services every day. Currently, cloud computing … Performance analysis of cloud computing services considering resources sharing among virtual machines. With the rapid advancement in cloud computing and networking technologies, various providers have come up with a wide spectrum of cloud services. Peer review under responsibility of Chongqing University of Posts and Telecommunications. Cloud computing provides huge computing services to the business for improving the organizational growth. There are lots of characteristics and services offered by cloud computing which makes it different than traditional web services or service oriented architecture. Cloud computing is the delivery of different services through the Internet. Through the use of virtualization, physical resources are converted into “resources pool” which provides service on demand. 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. Performance considerations are vital for the overall success of cloud computing, including the optimum cost of cloud services, reliability and scalability. Techopedia explains Cloud Performance Management 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 is a preview of subscription content, log in to check access. Abstract: Cloud computing today has now been growing as new technologies and new business models. The cloud high performance computing market is expected to grow at a CAGR of 15.7% from 2019 to 2025. 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 is a novel paradigm for the provision of service on demand. Cloud Computing is the latest paradigm to optimize the use of IT resources considering “everything as a service” and receiving these services from the Cloud (Internet) instead of … Due to the complexity and diversity of user requests of the cloud computing system, its performance is difficult to model and analyze. The average service time of service requests is obtained. Cloud service performance evaluation: status, challenges, and opportunities – a survey from the system modeling perspective., Dong F, Luo J, Jin J, Wang Y, Zhu Y (2012) Performance evaluation and analysis of SEU cloud computing platform. Performance and scalability testing and measurements of cloud-based software services are necessary for future optimizations and growth of cloud computing. 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. 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. Evaluating Performance of Web Services in Cloud Computing Environment with High Availability. 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. The model considers the resources sharing among VMs. 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. These resources include tools and applications like data storage, servers, databases, networking, and software. For example, Google App Engine is designed as simple development platform that suffers when subjected to lengthy requests, while Amazon Web Services … ScienceDirect ® is a registered trademark of Elsevier B.V. ScienceDirect ® is a registered trademark of Elsevier B.V. Through the use of virtualization, physical resources are converted into “resources pool” which provides service on demand. This articles also examines open issues and challenges to the surveyed evaluation approaches and identifies possible opportunities for future research in this important field. This paper aims at the analysis of the performance comparison of cloud computing platforms and traditional web servers. In: World conference on services, pp 693–700, Yang B, Tan F, Dai YS (2013) Performance evaluation of cloud service considering fault recovery. 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. Strictly as per the compliance and regulations of: 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.

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