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Cloud Computing Resource Scheduling and a Survey of Its Evolutionary Approaches

机译:云计算资源调度及其演进方法综述

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摘要

A disruptive technology fundamentally transforming the way that computing services are delivered, cloud computing offers information and communication technology users a new dimension of convenience of resources, as services via the Internet. Because cloud provides a finite pool of virtualized on-demand resources, optimally scheduling them has become an essential and rewarding topic, where a trend of using Evolutionary Computation (EC) algorithms is emerging rapidly. Through analyzing the cloud computing architecture, this survey first presents taxonomy at two levels of scheduling cloud resources. It then paints a landscape of the scheduling problem and solutions. According to the taxonomy, a comprehensive survey of state-of-the-art approaches is presented systematically. Looking forward, challenges and potential future research directions are investigated and invited, including real-time scheduling, adaptive dynamic scheduling, large-scale scheduling, multiobjective scheduling, and distributed and parallel scheduling. At the dawn of Industry 4.0, cloud computing scheduling for cyber-physical integration with the presence of big data is also discussed. Research in this area is only in its infancy, but with the rapid fusion of information and data technology, more exciting and agenda-setting topics are likely to emerge on the horizon.
机译:云计算是一种颠覆性技术,从根本上改变了计算服务的交付方式,它为信息和通信技术用户提供了便利性的新维度,即通过互联网提供的服务。由于云提供了有限的虚拟化按需资源池,因此优化调度它们已成为必不可少且有意义的话题,其中使用进化计算(EC)算法的趋势正在迅速兴起。通过分析云计算体系结构,本次调查首先介绍了在调度云资源的两个级别上的分类法。然后,它描绘了调度问题和解决方案的概况。根据分类法,系统地介绍了最新方法的全面概述。展望未来,挑战和潜在的未来研究方向已被研究并邀请,包括实时调度,自适应动态调度,大规模调度,多目标调度以及分布式和并行调度。在工业4.0的曙光中,还讨论了在存在大数据的情况下进行网络物理集成的云计算调度。该领域的研究还处于起步阶段,但是随着信息和数据技术的迅速融合,可能会出现更多激动人心的议程设置主题。

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