Game-Changing Time Integration of Complex Systems for the Exaflop Era
Game-Changing Time Integration of Complex Systems for the Exaflop Era
批准号:
228090-2013
负责人:
Spiteri, Raymond
金额:
$2.19万
依托单位国家:
加拿大
项目类别:
Discovery Grants Program - Individual
财政年份:
2017
资助国家:
加拿大
项目状态:
已结题
起止时间:
2017-01-01 至 2018-12-31
中文摘要
这是一个令人兴奋的时刻成为一个计算科学家。到2018年,有人预测我们将进入exaflop时代,超级计算机的功能将是人脑的20倍。这些数字的重要性只有应用这种计算能力的新兴机会才能与之相媲美。Exascale计算将使我们能够解决虚拟医学,气候变化,可再生能源,先进材料,资源回收和国家安全等重大挑战问题。这些问题提供了一个根本的极端计算,工业和经济增长之间的联系,和社会的imperatives.The广泛的目标,这项研究是开发有效的数值方法和软件的复杂系统的模拟,是服从当前的趋势,在计算硬件,特别是那些设想,以支持exascale计算。我们研究的系统的数学模型是基于演化微分方程。这些系统通常具有多个相互作用的时间尺度,因此没有一种时间积分方法具有以有效的方式处理它们的特性。我们采用的具体方法是基于智能的,精细尺度的分区策略结合优化的时间积分方法的设计。我们目前的重点是应用这种方法来模拟心脏的电活动。我们已经提出了新的时间积分方法,这样的模拟和已经证明了性能的改善高达300倍,目前国家的最先进的方法。从长远来看,我们计划解决整个心脏模拟,其中电活动模型进一步增强,以考虑组织弹性和血流。心脏模拟的性能提升将使我们更接近速度足够快的模拟,从而有利于临床培训和实践以及个性化医疗。这项研究旨在提供计算突破,最终改善加拿大和世界各地数百万受心脏病影响的人的生活质量。
英文摘要
It is an exciting time to be a computational scientist. By 2018, some predict we will be in the exaflop era, in which supercomputers will be some 20 times more powerful than the human brain. The enormity of these figures is rivalled only by that of the emergent opportunities for applications of this computing power. Exascale computing would allow us to tackle grand challenge problems in virtual medicine, climate change, renewable energy, advanced materials, resource recovery, and national security. These problems offer a fundamental connection between extreme computing, industrial and economic growth, and societal imperatives.The broad objectives of this research are to develop effective numerical methods and software for the simulation of complex systems that are amenable to current trends in computing hardware, especially those that are envisaged to support exascale computing. The mathematical models for the systems we study are based on evolutionary differential equations. These systems typically have multiple interacting time scales, and accordingly no single time-integration method has the characteristics to handle them all in an effective manner. The specific approach we employ is based on intelligent, fine-scale partitioning strategies combined with the design of optimized time-integration methods.Our present focus is on applying this approach to simulate the electrical activity in the heart. We have proposed novel time-integration methods for such simulations and have already demonstrated performance improvements of up to factors of 300 over current state-of-the-art methods. In the longer term, we plan to tackle whole heart simulations, in which models of electrical activity are further augmented to take into account tissue elasticity and blood flow. The performance gains in heart simulation will bring us closer to simulations that are fast enough to benefit clinical training and practice as well as personalized medicine. This research aims to provide the computational breakthroughs that can ultimately lead to an improvement in the quality of life of millions of people in Canada and around the world who are affected by heart disease.
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