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SysGenX: Composable software generation for system-level simulation at exascale

SysGenX: Composable software generation for system-level simulation at exascale
SysGenX:用于百亿亿次系统级仿真的可组合软件生成
批准号:
EP/W026635/1
负责人:
Garth Wells
金额:
$124.75万
依托单位:
依托单位国家:
英国
项目类别:
Research Grant
财政年份:
2021
资助国家:
英国
项目状态:
未结题
起止时间:
2021 至 --

项目摘要

项目成果

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中文摘要
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英文摘要
Systems modelled by partial differential equations (PDEs) are ubiquitous in science and engineering. They are used to model problems including structures, fluids, materials, electromagnetics, wave propagation and biological systems, and in areas as varied as aerospace, image processing, medical therapeutics and economics. PDEs comprise a forward model for predicting the response of a system, but are also a key component in the solution of inverse problems, for design optimisation, uncertainty quantification and data science applications, where the forward computation is repeated many times with different inputs.The numerical simulation of complex systems modeled by PDEs is a challenging topic. It involves the choice of underlying equations, the selection of suitable numerical solvers, and implementation on specific hardware. Over the decades numerous software libraries have been developed to support this task. But adapting these libraries to the specific model and combining the various components in a low-level high-performance programming language requires a major development effort. This required effort has become significantly more challenging with the advent of heterogeneous mixed CPU/GPU devices on the path to exascale systems. Implementations need to be adapted for each individual device type in order to achieve good performance. As a consequence, developing new simulations at scale has become an ever more costly and time-intensive task.In this project we propose a different simulation paradigm, based on the use of high-productivity languages such as Python to describe the problem, and automatic code generation and just-in-time compilation to translate the high-level formulations into high-performance exascale-ready code. Based on the experience with the component software libraries Firedrake, FEniCS and Bempp, the investigators will build a toolchain for complex exascale simulations of PDEs on unstructured grids, using state of the art finite element and boundary element technologies. The research will include mathematical and algorithmic underpinnings, concrete software development for automatic code generation of low-level CPU/GPU kernels, high-productivity language interfaces, and the application to 21st century exascale challenge problems in the areas of battery storage systems, net-zero flight, and high-frequency wave propagation.
期刊论文(3)
专著(0)
科研奖励(0)
会议论文
Design and analysis of an exactly divergence-free hybridized discontinuous Galerkin method for incompressible flows on meshes with quadrilateral cells
四边形单元网格上不可压缩流动的精确无散杂化间断伽辽金方法的设计与分析
DOI: 10.48550/arxiv.2306.05288
发表时间: 2023
期刊:
影响因子: --
作者: [Dean J]
通讯作者: Dean J
Design and analysis of an exactly divergence-free hybridised discontinuous Galerkin method for incompressible flows on meshes with quadrilateral cells
四边形单元网格上不可压缩流动的精确无散杂化间断伽辽金方法的设计与分析
DOI: 10.1016/j.cma.2023.116493
发表时间: 2023
期刊: Computer Methods in Applied Mechanics and Engineering
影响因子: 7.2
作者: [Dean J]
通讯作者: Dean J
Integrated Simulation at the Exascale: coupling, synthesis and performance
  • 批准号:
    EP/W00755X/1
  • 项目类别:
    Research Grant
  • 资助金额:
    $80.38万
  • 财政年份:
    2021
  • 负责人:
    Garth Wells
  • 依托单位:
Exascale Computing for System-Level Engineering: Design, Optimisation and Resilience
  • 批准号:
    EP/V001396/1
  • 项目类别:
    Research Grant
  • 资助金额:
    $18.12万
  • 财政年份:
    2020
  • 负责人:
    Garth Wells
  • 依托单位:
Optimising patient specific treatment plans for ultrasound ablative therapies in the abdomen (OptimUS)
  • 批准号:
    EP/P013309/1
  • 项目类别:
    Research Grant
  • 资助金额:
    $28.39万
  • 财政年份:
    2017
  • 负责人:
    Garth Wells
  • 依托单位:
Target-specific code generation and scalable interfaces for high-performance computing
  • 批准号:
    EP/I030484/1
  • 项目类别:
    Research Grant
  • 资助金额:
    $26.47万
  • 财政年份:
    2011
  • 负责人:
    Garth Wells
  • 依托单位:
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