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Large-scale urban traffic simulation with Scala and high-performance computing system

机译:具有Scala和高性能计算系统的大型城市交通仿真

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摘要

High-performance computing systems make it possible to implement large-scale simulations of natural phenomena. However, in order to develop efficacious and efficient solutions, easy-to-use software platforms and applications are required. Up until now, the most popular solutions in this area were based on the message passing interface. Next, the authors successfully tackled this problem using Erlang; now, we focus on Scala/Akka - a popular and widely used standard in parallel and distributed programming. The paper focuses on the scalable implementation of a traffic simulation system in an asynchronous and notably desynchronized way. In addition to describing the concept of the system, a series of experiments on a cluster of up to 1000 nodes (24,000 cores) is presented and discussed, showing the efficiency and scalability. The main aim of the paper is to show that the implementation of high-performance computing-grade software solutions lies at the hand of any programmer proficient in Java Virtual Machine-related technologies. (C) 2019 Elsevier B.V. All rights reserved.
机译:高性能计算系统可以实现自然现象的大规模模拟。但是,为了开发有效高效的解决方案,需要易于使用的软件平台和应用程序。到目前为止,此区域中最受欢迎的解决方案基于传递接口。接下来,作者使用Erlang成功解决了这个问题;现在,我们专注于Scala / Akka - 一个并行和分布式编程的流行和广泛使用的标准。该文件侧重于以异步和显着的Des同步方式进行交通仿真系统的可扩展实现。除了描述系统的概念之外,还提出并讨论了一系列高达1000个节点(24,000个核心)的一系列实验,显示了效率和可扩展性。本文的主要目的是表明,高性能计算级软件解决方案的实施位于Java虚拟机相关技术中的任何程序员手中。 (c)2019 Elsevier B.v.保留所有权利。

著录项

  • 来源
    《Journal of computational science》 |2019年第7期|91-101|共11页
  • 作者单位

    AGH Univ Sci End Technol Dept Comp Sci Fac Comp Sci Elect & Telecommun Al Mickiewicza 30 PL-30059 Krakow Poland;

    AGH Univ Sci End Technol Dept Comp Sci Fac Comp Sci Elect & Telecommun Al Mickiewicza 30 PL-30059 Krakow Poland;

    AGH Univ Sci End Technol Dept Comp Sci Fac Comp Sci Elect & Telecommun Al Mickiewicza 30 PL-30059 Krakow Poland;

    AGH Univ Sci End Technol Dept Comp Sci Fac Comp Sci Elect & Telecommun Al Mickiewicza 30 PL-30059 Krakow Poland;

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  • 正文语种 eng
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  • 入库时间 2022-08-18 21:31:46

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