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Adaptive Runtime Monitoring of Service Level Agreement Violations in Cloud Computing
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作者 Sami Ullah Khan Babar Nazir +3 位作者 Muhammad Hanif Akhtar Ali Sardar Alam Usman Habib 《Computers, Materials & Continua》 SCIE EI 2022年第6期4199-4220,共22页
The cloud service level agreement(SLA)manage the relationship between service providers and consumers in cloud computing.SLA is an integral and critical part of modern era IT vendors and communication contracts.Due to... The cloud service level agreement(SLA)manage the relationship between service providers and consumers in cloud computing.SLA is an integral and critical part of modern era IT vendors and communication contracts.Due to low cost and flexibility more and more consumers delegate their tasks to cloud providers,the SLA emerges as a key aspect between the consumers and providers.Continuous monitoring of Quality of Service(QoS)attributes is required to implement SLAs because of the complex nature of cloud communication.Many other factors,such as user reliability,satisfaction,and penalty on violations are also taken into account.Currently,there is no such policy of cloud SLA monitoring to minimize SLA violations.In this work,we have proposed a cloud SLA monitoring policy by dividing a monitoring session into two parts,for critical and non-critical parameters.The critical and non-critical parameters will be decided on the interest of the consumer during SLA negotiation.This will help to shape a new comprehensive SLA based Proactive Resource Allocation Approach(RPAA)which will monitor SLA at runtime,analyze the SLA parameters and try to find the possibility of SLA violations.We also have implemented an adaptive system for allocating cloud IT resources based on SLA violations and detection.We have defined two main components of SLA-PRAA i.e.,(a)Handler and(b)Accounting and Billing Manager.We have also described the function of both components through algorithms.The experimental results validate the performance of our proposed method in comparison with state-of-the-art cloud SLA policies. 展开更多
关键词 Energy consumption penalty calculation proactive resource allocation service level agreement(SLA)monitoring SLA violation detection
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Toward Cloud Computing QoS Architecture:Analysis of Cloud Systems and Cloud Services 被引量:20
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作者 Mohammad Hossein Ghahramani MengChu Zhou Chi Tin Hon 《IEEE/CAA Journal of Automatica Sinica》 EI CSCD 2017年第1期6-18,共13页
Cloud can be defined as a new computing paradigm that provides scalable, on-demand, and virtualized resources for users. In this style of computing, users can access a shared pool of computing resources which are prov... Cloud can be defined as a new computing paradigm that provides scalable, on-demand, and virtualized resources for users. In this style of computing, users can access a shared pool of computing resources which are provisioned with minimal management efforts of users. Yet there are some obstacles and concerns about the use of clouds. Guaranteeing quality of service(Qo S) by service providers can be regarded as one of the main concerns for companies tending to use it. Service provisioning in clouds is based on service level agreements representing a contract negotiated between users and providers. According to this contract, if a provider cannot satisfy its agreed application requirements, it should pay penalties as compensation. In this paper, we intend to carry out a comprehensive survey on the models proposed in literature with respect to the implementation principles to address the QoS guarantee issue. 展开更多
关键词 Cloud computing quality of service(QoS) service level agreements(SLA) system-of-systems(SoS)
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云环境下顾及SLA及QoS的资源调度策略
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作者 朱倩 《东莞理工学院学报》 2016年第1期20-23,共4页
考虑到云技术是当前较为流行基于服务的分布式计算及其不需要用户关注底层的系统实现。有效的资源调配一方面能减少资源的过度浪费,或者减少成本以增加用户的满意度,最终提升系统的性能。本文通过对云计算平台资源的虚拟化技术,实现系... 考虑到云技术是当前较为流行基于服务的分布式计算及其不需要用户关注底层的系统实现。有效的资源调配一方面能减少资源的过度浪费,或者减少成本以增加用户的满意度,最终提升系统的性能。本文通过对云计算平台资源的虚拟化技术,实现系统性能需求的精确预算。从服务的角度,探讨一种云环境下基于Virtual Machine(VM)的顾及Service Level Agreement(SLA)及Quality of Service(QoS)的资源调度策略。模拟实验结果表明,本资源的调度策略是一种提高系统资源利用率的有效手段,具有一定的实用价值。 展开更多
关键词 云计算 VIRTUAL Machine(VM) Service Level agreement(SLA) 资源调度
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SYSTEM RELIABILITY OF ASSURED ACCURACY RATE FOR MULTI-STATE COMPUTER NETWORKS FROM SERVICE LEVEL AGREEMENTS VIEWPOINT 被引量:1
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作者 Yi-Kuei Lin Cheng Fu Huang 《Journal of Systems Science and Systems Engineering》 SCIE EI CSCD 2014年第2期196-211,共16页
From the viewpoint of service level agreements, the transmission accuracy rate is one of critical performance indicators to assess internet quality for system managers and customers. Under the assumption that each arc... From the viewpoint of service level agreements, the transmission accuracy rate is one of critical performance indicators to assess internet quality for system managers and customers. Under the assumption that each arc's capacity is deterministic, the quickest path problem is to find a path sending a specific of data such that the transmission time is minimized. However, in many real-life networks such as computer networks, each arc has stochastic capacity, lead time and accuracy rate. Such a network is named a multi-state computer network. Under both assured accuracy rate and time constraints, we extend the quickest path problem to compute the probability that d units of data can be sent through multiple minimal paths simultaneously. Such a probability named system reliability is a performance indicator to provide to managers for understanding the ability of system and improvement. An efficient algorithm is proposed to evaluate the system reliability in terms of the approach of minimal paths. 展开更多
关键词 Assured accuracy rate service level agreement (SLA) transmission time multi-state computer network (MSCN) system reliability
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