基于自适应并行模式的分子动力学模拟设计

Q4 Earth and Planetary Sciences Iraqi Journal of Science Pub Date : 2024-02-29 DOI:10.24996/ijs.2024.65.2.34
Nilesh N. Maltare, Viral N. Kamat
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引用次数: 0

摘要

在并行编程中,程序员需要了解硬件环境、编程范式和编程语言中可用的基元。大多数情况下,并行程序都是针对特定架构编写的,通常无法适应其他架构,特别是针对共享内存架构编写的程序不适合分布式或混合架构。分子动力学(MD)仿真需要扩展到各种架构,从简单的机器到工作站集群。在这项研究中,分子动力学仿真使用纯基准代码和基于自适应设计模式的代码进行了实验。采用自适应设计模式重新设计的 MD 仿真在使用不同数量的处理元素时,并行效率从 56% 到 90%。该解决方案展示了对不同架构的适应性和可扩展性,可用于大量原子和长时间仿真。
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An Adaptive Parallel Pattern Based Design for Molecular Dynamic Simulation
     In Parallel programming, a programmer needs to understand hardware environment, programming paradigm and primitives available in the programming language. Most of the time, parallel programmes are written for a specific architecture and cannot typically adapt to other architectures Particularly, programs written for shared memory architectures are unsuitable for distributed or hybrid architectures. This paper proposes Adaptive Design Pattern for Parallel Programming to improve adaptability, flexibility with achieving performance on different architectures. Molecular Dynamics (MD) simulation is required to scale to various architectures from simple machine to cluster of workstations. In this study, MD Simulation experimented using both pure benchmark code and code based on adaptive design patterns. Redesigned MD Simulation with Adaptive Design Pattern claims parallel efficiency from 56% to 90% for different number of processing elements used. The solution demonstrates adaptability to different architectures and scalability to use with large number of atoms and long duration simulation. 
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来源期刊
Iraqi Journal of Science
Iraqi Journal of Science Chemistry-Chemistry (all)
CiteScore
1.50
自引率
0.00%
发文量
241
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