Software Design and Artificial Intelligence: A Systematic Mapping Study

Alfonso Robles-Aguilar, J. O. Ocharán-Hernández, Á. Sánchez-García, X. Limón
{"title":"Software Design and Artificial Intelligence: A Systematic Mapping Study","authors":"Alfonso Robles-Aguilar, J. O. Ocharán-Hernández, Á. Sánchez-García, X. Limón","doi":"10.1109/CONISOFT52520.2021.00028","DOIUrl":null,"url":null,"abstract":"Software Design (SD from now on) is a critical process in the Software Development Life Cycle. Like all processes, there is a constant search for the improvement of SD activities. Artificial Intelligence (AI) has proven to be an effective tool to perform activities of any kind, this includes SD assisting. This study presents the state of the art related to the application of AI techniques in SD activities, in order to achieve this goal, we carried out a systematic mapping study consisting of 36 papers. The studies reported the use of 28 AI techniques, such as Neural Networks and Decision Trees; considering 20 SD activities, like diagram generation and design pattern detection. The inclusion of AI techniques in SD is an increasing trend in software development. The collected studies demonstrate the effectiveness of This inclusion, showing successful applications, which in turn may create more interest in the coupling of AI and SD in further studies.","PeriodicalId":380632,"journal":{"name":"2021 9th International Conference in Software Engineering Research and Innovation (CONISOFT)","volume":"282 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 9th International Conference in Software Engineering Research and Innovation (CONISOFT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CONISOFT52520.2021.00028","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Software Design (SD from now on) is a critical process in the Software Development Life Cycle. Like all processes, there is a constant search for the improvement of SD activities. Artificial Intelligence (AI) has proven to be an effective tool to perform activities of any kind, this includes SD assisting. This study presents the state of the art related to the application of AI techniques in SD activities, in order to achieve this goal, we carried out a systematic mapping study consisting of 36 papers. The studies reported the use of 28 AI techniques, such as Neural Networks and Decision Trees; considering 20 SD activities, like diagram generation and design pattern detection. The inclusion of AI techniques in SD is an increasing trend in software development. The collected studies demonstrate the effectiveness of This inclusion, showing successful applications, which in turn may create more interest in the coupling of AI and SD in further studies.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
软件设计与人工智能:系统的映射研究
软件设计(SD)是软件开发生命周期中的一个关键过程。像所有的过程一样,持续不断地寻求可持续发展活动的改进。人工智能(AI)已被证明是一种有效的工具,可以执行任何类型的活动,包括SD协助。本研究介绍了人工智能技术在可持续发展活动中的应用现状,为了实现这一目标,我们进行了一项由36篇论文组成的系统测绘研究。这些研究报告了28种人工智能技术的使用,如神经网络和决策树;考虑20个SD活动,如图表生成和设计模式检测。在SD中包含AI技术是软件开发的一个日益增长的趋势。收集的研究证明了这种纳入的有效性,展示了成功的应用,这反过来又可能在进一步的研究中引起对人工智能和SD耦合的更多兴趣。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Scrumlity: An Agile Framework Based on Quality Assurance Information Visualization In Adaptable Dashboards For Smart Cities: A Systematic Review Microservices Deployment: A Systematic Mapping Study Automatic Grading of Programming Assignments in Moodle Software Design and Artificial Intelligence: A Systematic Mapping Study
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1