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Research and Education in Computational Science and Engineering

机译:计算科学与工程研究与教育

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摘要

This report presents challenges, opportunities and directions for computational science and engineering (CSE) research and education for the next decade. Over the past two decades the field of CSE has penetrated both basic and applied research in academia, industry, and laboratories to advance discovery, optimize systems, support decision-makers, and educate the scientific and engineering workforce. Informed by centuries of theory and experiment, CSE performs computational experiments to answer questions that neither theory nor experiment alone is equipped to answer. CSE provides scientists and engineers with algorithmic inventions and software systems that transcend disciplines and scales. CSE brings the power of parallelism to bear on troves of data. Mathematics-based advanced computing has become a prevalent means of discovery and innovation in essentially all areas of science, engineering, technology, and society; and the CSE community is at the core of this transformation. However, a combination of disruptive developments—including the architectural complexity of extreme-scale computing, the data revolution and increased attention to data-driven discovery, and the specialization required to follow the applications to new frontiers—is redefining the scope and reach of the CSE endeavor. With these many current and expanding opportunities for the CSE field, there is a growing demand for CSE graduates and a need to expand CSE educational offerings. This need includes CSE programs at both the undergraduate and graduate levels, as well as continuing education and professional development programs, exploiting the synergy between computational science and data science. Yet, as institutions consider new and evolving educational programs, it is essential to consider the broader research challenges and opportunities that provide the context for CSE education and workforce development.
机译:本报告提出了未来十年计算机科学与工程(CSE)研究和教育的挑战,机遇和方向。在过去的二十年中,CSE领域已经渗透到学术界,工业界和实验室的基础研究和应用研究,以促进发现,优化系统,支持决策者以及教育科学和工程人员。受数百年来的理论和实验了解,CSE进行了计算实验,以回答仅凭理论和实验都无法解决的问题。 CSE为科学家和工程师提供了超越学科和规模的算法发明和软件系统。 CSE带来了并行性的力量,可用于大量数据。基于数学的高级计算已基本上成为科学,工程,技术和社会所有领域中发现和创新的普遍手段。 CSE社区是此转型的核心。但是,破坏性发展的结合(包括极限规模计算的体系结构复杂性,数据革命和对数据驱动发现的越来越多的关注以及将应用程序推向新领域所需的专业化)正在重新定义应用程序的范围和范围。 CSE的努力。在CSE领域存在众多当前且不断扩展的机遇,对CSE毕业生的需求不断增长,并且需要扩展CSE教育产品。这种需求包括利用计算机科学和数据科学之间的协同作用的本科和研究生水平的CSE计划,以及继续教育和专业发展计划。然而,随着机构考虑新的和不断发展的教育计划,必须考虑为CSE教育和劳动力发展提供背景的更广泛的研究挑战和机遇。

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