计算科学课程-概述、大纲、相关性和益处

S. Subramanya
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引用次数: 0

摘要

尽管在计算机硬件,算法技术和软件方面取得了巨大的进步,但在各种领域存在着许多现实世界的问题,这些问题非常难以理解,并且很难使用传统的CS/IT技术和传统的软件方法来开发最佳解决方案。一个新的多学科领域被称为计算科学,它借鉴并整合了数学、数值方法、计算机科学、模拟、统计方法、数据科学、数据可视化等技术,促进了对复杂问题的理解,并提供了解决复杂现实问题的工具和框架。认识到需要满足对受过计算科学要素培训的劳动力的需求,一些高等教育机构正在提供与计算科学或计算科学与工程相关的课程、认证和项目。本文概述了作为一门学科的计算科学,概述了我们开发的计算科学课程,并强调了计算科学课程和项目的相关性和好处。
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COURSE IN COMPUTATIONAL SCIENCE – OVERVIEW,OUTLINE, RELEVANCY, AND BENEFITS
Despite the tremendous advancements in computing – computer hardware, algorithm techniques, and software, there exist numerous real-world problems in a variety of areas which are overwhelmingly difficult to understand and develop optimal solutions using the conventional CS/IT techniques and traditional software methods. A new multidisciplinary area termed Computational Science which draws upon and integrates techniques from mathematics, numerical methods, computer science, simulation, statistical methods, data science, data visualization, etc. is emerging that facilitates the understanding of complex problems, and provides tools and frameworks to solve complex real–world problems. Recognizing the need to satisfy the demand for workforce trained in elements of computational science, a several higher education institutions are offering courses, certifications, and programs related to Computational Science or Computational Science and Engineering. This paper presents an overview of computational science as a discipline, an overview of a course in computational science that we have developed, and highlights of the relevancy and benefits of computational science course(s) and program(s).
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