• 中国计算机学会会刊
  • 中国科技核心期刊
  • 中文核心期刊

计算机工程与科学 ›› 2025, Vol. 47 ›› Issue (01): 1-9.

• 高性能计算 • 上一篇    下一篇

粒子输运非确定性模拟的加速方法研究进展

张建民,许炜康,刘津津,黎铁军   

  1. (国防科技大学计算机学院,湖南 长沙 410073)
  • 出版日期:2025-01-25 发布日期:2025-01-18
  • 基金资助:
    国家重点研发计划(2022YFB2803405);国家自然科学基金(62072464)

Research advances in acceleration methods for particle transport non-deterministic simulation

ZHANG Jianmin,XU Weikang,LIU Jinjin,LI Tiejun   

  1. (College of Computer Science and Technology,National University of Defense Technology,Changsha 410073,China)
  • Online:2025-01-25 Published:2025-01-18

摘要: 粒子输运非确定性模拟是高性能计算机的主要应用之一,在国民经济建设和国家安全领域具有重要作用。当前核数值模拟、核反应堆设计与航空航天等实际应用对高精度粒子输运非确定性模拟存在迫切需求,其加速方法逐步成为高性能计算领域的研究热点。针对近年来涌现的众多研究成果,首先介绍了粒子输运非确定性模拟的基本原理;其次给出粒子输运模拟程序的基本流程和伪代码;再次对软件加速方法以及基于硬件加速技术的最新研究成果进行了概述;最后基于体系结构模拟器提取的程序特征,讨论了粒子输运模拟所面临的主要挑战,并结合相关研究工作对今后的研究方向进行了展望。

关键词: 高性能计算, 粒子输运问题, 非确定性模拟, 蒙特卡罗方法

Abstract: Particle transport non-deterministic simulation is one of the main applications of high performance computers, and plays an important role in national economic construction and national security. Currently the nuclear numerical simulation, nuclear reactor design, aerospace and other practical applications have impending needs for high-precision particle transport non-deterministic simulation, thus its acceleration methods have become a research hotspot in the high-performance computing field. In recent years there are many different contributions to research on particle transport simulation. In this paper, the principle of particle transport non-deterministic simulation is firstly introduced. Then the basic flow and pseudocode of the particle transport simulation program is given. Subsequently, the latest software acceleration methods and the hardware acceleration methods are summarized. Finally, based on the extracted program features from the architecture simulator, the current challenges are discussed, and the future research directions based on relate research work are outlined.

Key words: high performance computing, particle transport problem, non-deterministic simulation, Monte Carlo method