Ask or tell: An empirical study on modeling challenges from LabVIEW community

IF 1.7 3区 计算机科学 Q3 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Xin Zhao , Gurshan Rai , Saheed Popoola
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引用次数: 0

Abstract

Systems engineering is fundamental to the performance, functionality, and value of modern systems and products. Systems model development and the usage of modeling tools in systems engineering can be complex. Systems engineering is concerned not only with the modeling process but many other aspects of development, such as hardware, data, and modeling tools. Because systems modeling practitioners are versatile and have expertise in specifying, building, maintaining, and supporting technical infrastructure, the modeling practices and challenges vary. We conducted an empirical study from a systems modeler’s perspective to better understand the challenges posed to systems engineers in the LabVIEW community. Our inspection consists of two investigations. First, with the help of machine learning techniques, we mined online discussion forum posts to identify what questions engineers ask regarding modeling challenges. The result shows that the most challenging part is related to coding practice in the development. Inspired by this discovery, we conducted another empirical study. We surveyed systems engineers in the LabVIEW community using an online questionnaire to recognize what system engineers tell regarding coding challenges in their development practice. Our paper also provided some observations and concrete suggestions to both systems engineers and tool developers on how to improve system model quality and facilitate the modeling process when using LabVIEW.

问还是说?来自 LabVIEW 社区的建模挑战实证研究
系统工程对于现代系统和产品的性能、功能和价值至关重要。系统工程中的系统模型开发和建模工具的使用可能非常复杂。系统工程不仅涉及建模过程,还涉及开发的许多其他方面,如硬件、数据和建模工具。由于系统建模从业人员是多面手,在指定、构建、维护和支持技术基础设施方面具有专长,因此建模实践和挑战也各不相同。我们从系统建模人员的角度开展了一项实证研究,以更好地了解 LabVIEW 社区的系统工程师所面临的挑战。我们的检查包括两项调查。首先,在机器学习技术的帮助下,我们挖掘了在线论坛帖子,以确定工程师们提出了哪些有关建模挑战的问题。结果显示,最具挑战性的部分与开发过程中的编码实践有关。受这一发现的启发,我们进行了另一项实证研究。我们通过在线问卷调查了 LabVIEW 社区的系统工程师,以了解系统工程师在开发实践中遇到的编码挑战。我们的论文还就如何在使用 LabVIEW 时提高系统模型质量和促进建模过程向系统工程师和工具开发人员提出了一些意见和具体建议。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Computer Languages
Journal of Computer Languages Computer Science-Computer Networks and Communications
CiteScore
5.00
自引率
13.60%
发文量
36
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