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Grid and P2P middleware for wide-area parallel processing

机译:用于广域并行处理的网格和P2P中间件

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Grid computing emerged as a paradigm for high-performance computing and massive parallel processing. Currently, Grid systems have become an important paradigm for efficiently solving large-scale complex problems from many fields. On the other hand, P2P paradigm originated from file-sharing, but each time more is being used for the development of large-scale distributed platforms. Grid and P2P systems have thus followed different trajectories pushed by different motivations, needs and research communities. In fact, both paradigms are evolving in a way that each time they are sharing more common characteristics and are mutually benefiting from their best features. Among these characteristics, we could distinguish the cooperative model for solving complex problems by exploiting their large computing capacity. As such, Grid and P2P systems have achieved notable success, in particular, for e-Science applications, a family of complex applications arising in science and engineering that need considerable computation power. Despite important advances in the design and use of Grid and P2P systems, they remain still difficult to implement and apply to real-life problems. The main difficulties reside in the lack of easy-to-use middleware for Grid and P2P, in the complexities of setting up and in the tedious task of deploying real-world Grid/P2P platforms as well as in experimental studies which are often complex and not easy to repeat. In this paper we survey and analyze the advances in communication libraries and middleware for both Grid and P2P systems as well as their limitations when used in real Grid and P2P infrastructures. We also bring examples of real-life applications of massive data processing that can be efficiently handled through Grid and P2P approaches.
机译:网格计算已成为高性能计算和大规模并行处理的范例。当前,网格系统已成为有效解决来自许多领域的大规模复杂问题的重要范例。另一方面,P2P范例起源于文件共享,但是每次都将更多的时间用于大型分布式平台的开发。因此,网格和P2P系统遵循由不同动机,需求和研究团体推动的不同轨迹。实际上,这两种范式都在不断发展,每次它们共享更多共同的特征,并从各自的最佳特征中互利。在这些特征中,我们可以通过利用大型计算能力来区分用于解决复杂问题的协作模型。这样,网格和P2P系统已经取得了显著成功,特别是对于e-Science应用程序而言,这是科学和工程学中需要大量计算能力的一系列复杂应用程序。尽管在网格和P2P系统的设计和使用方面取得了重要的进步,但它们仍然难以实施并应用于现实生活中的问题。主要困难在于缺乏用于Grid和P2P的易于使用的中间件,设置的复杂性以及部署实际Grid / P2P平台的繁琐任务以及在实验研究中通常很复杂且不容易重复。在本文中,我们调查和分析了Grid和P2P系统的通信库和中间件的进展以及它们在实际Grid和P2P基础结构中使用时的局限性。我们还提供了可以通过Grid和P2P方法有效处理的大规模数据处理的实际应用示例。

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