DCEP-Sim:分布式CEP的开放仿真框架

Fabrice Starks, T. Plagemann, Stein Kristiansen
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引用次数: 6

摘要

分布式复杂事件处理(CEP)正获得越来越多的关注,原因有两个:(1)扩展系统性能以实时处理更高的工作负载,(2)执行网络内处理,例如,在移动网络中,以减少必须通过网络传输的数据量。在评估新的分布式CEP解决方案的性能时,系统可伸缩性和移动系统的复杂性是一些主要的挑战。我们提出了一个分布式CEP (DCEP-Sim)的开放框架,该框架建立在一个完善的网络模拟器上,即ns-3。DCEP-Sim的设计基于关注点分离和机制与策略分离的工程原则。通过利用ns-3对象聚合的特性,可以很容易地添加新策略,例如,放置或选择策略,并在不更改DCEP-Sim中的任何其他内容的情况下对它们进行评估。ns-3包含许多精确的网络模型,这意味着使用DCEP-Sim进行分布式CEP模拟也将比特别手工模拟准确得多。我们在一个用例中演示了配置性能评估实验是多么容易,并进行了实验,以确认在ns-3中集成分布式CEP是进行大规模实验的良好基础。评估结果表明,DCEP-Sim大大减少了分布式CEP评估的工作量和成本。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
DCEP-Sim: An Open Simulation Framework for Distributed CEP
Distributed Complex Event Processing (CEP) is gaining increasing interest for two reasons: (1) to scale system performance to handle higher workloads in real-time, and (2) to perform in-network processing, e.g., in mobile networks to reduce the amount of data that has to be transferred through the network. System scalability and the complexity of mobile systems are some of the major challenges when evaluating the performance of new Distributed CEP solutions. We propose an open framework for distributed CEP (DCEP-Sim) built on a well-established network simulator, i.e, ns-3. The design of DCEP-Sim is based on the engineering principles of separation of concerns and the separation of mechanisms and policies. By leveraging the ns-3 feature of object aggregation it is very easy to add new policies, e.g., placement or selection policies, and evaluate them without changing anything else in the DCEP-Sim. The fact that ns-3 includes many accurate network models implies that Distributed CEP simulation with DCEP-Sim will also be much more accurate than ad-hoc handcrafted simulations. We demonstrate in a use case how easy it is to configure performance evaluation experiments and we perform experiments to confirm that the integration of the Distributed CEP in ns-3 is good foundation for large-scale experiments. The evaluation results demonstrate that DCEP-Sim substantially reduces the effort and costs of Distributed CEP evaluation.
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