SLA-aware Resource Management for Application Service Providers in the Cloud

V. Cardellini, E. Casalicchio, F. L. Presti, L. Silvestri
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引用次数: 55

Abstract

In the today Internet of Services, one of the challenges of Application Service Providers (ASPs) is to fulfill the QoS requirements stated in the Service Level Agreements (SLAs) established with different consumers and to minimize the investment and management costs. Cloud computing is the promising solution for ASPs that increasingly demand for an elastic infrastructure. In this paper, we formulate the ASP resource management as an optimization problem and propose both reactive and proactive heuristic policies that approximate the optimal solution. The proposed policies leverage on information about the system performance history and can be applied at runtime because of their reduced computational time. Our experimental results show that some heuristics based on prediction approximate the exact knowledge of the workload.
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云中的应用服务提供商支持sla的资源管理
在今天的服务互联网中,应用程序服务提供商(asp)面临的挑战之一是满足与不同消费者建立的服务水平协议(sla)中规定的QoS要求,并将投资和管理成本降至最低。对于日益需要弹性基础设施的asp来说,云计算是一个很有前途的解决方案。在本文中,我们将ASP资源管理表述为一个优化问题,并提出了近似最优解的被动启发式和主动启发式策略。建议的策略利用有关系统性能历史的信息,并且可以在运行时应用,因为它们减少了计算时间。我们的实验结果表明,一些基于预测的启发式方法近似于工作负载的确切知识。
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