以模型简化软件为例的计算机实验的可复制性、可再现性和可重用性的最佳实践
Best Practices for Replicability, Reproducibility and Reusability of Computer-Based Experiments Exemplified by Model Reduction Software
摘要:
近年来,数值试验的重要性逐渐得到重视。尽管如此,如何计算结果已获得足够的文件往往是不可用的。特别是在科学计算和应用数学领域,这是至关重要的,因为数值实验通常被用来验证所提出的假设在出版物中。这项工作的目的是为数值实验的设置和发布提出标准和最佳实践。当然,这相当于一个开发,维护和出版的数值研究软件的指导方针。这样的一个引物将使基于计算机的实验和公布的结果的可复制性和再现性,并促进相关软件的可重用性。
英文摘要:
Over the recent years the importance of numerical experiments has gradually been more recognized. Nonetheless, sufficient documentation of how computational results have been obtained is often not available. Especially in the scientific computing and applied mathematics domain this is crucial, since numerical experiments are usually employed to verify the proposed hypothesis in a publication. This work aims to propose standards and best practices for the setup and publication of numerical experiments. Naturally, this amounts to a guideline for development, maintenance, and publication of numerical research software. Such a primer will enable the replicability and reproducibility of computer-based experiments and published results and also promote the reusability of the associated software.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。