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顾斌,于波,董晓刚,李晓锋,钟睿明,杨孟飞.程序智能合成技术研究进展.软件学报,0,():0 |
程序智能合成技术研究进展 |
Intelligent Program Synthesis Techniques: Literature Review |
投稿时间:2020-07-10 修订日期:2020-08-20 |
DOI:10.13328/j.cnki.jos.006200 |
中文关键词: 软件工程|程序合成|软件开发 |
英文关键词:software engineering|program synthesis|software development |
基金项目:国家自然科学基金(61632005) |
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全文下载次数: 138 |
中文摘要: |
近年,随着信息技术快速发展,软件重要性与日俱增,极大地推动了国民经济的发展.然而,由于软件业务形态越来越复杂和需求变化越来越快,软件的开发和维护成本急剧增加,迫切需要探索新的软件开发模式和技术.目前各行业在软件活动中积累了规模巨大的软件代码和数据,这些软件资产为软件智能化开发建立了数据基础.与此同时,深度学习等人工智能技术在多领域取得的成功应用,促使研究者考虑使用智能化技术与软件工程技术相结合解决程序自动生成问题.程序智能合成方法是程序自动生成的新途径,通过实现软件开发过程自动化,提高软件生产率.本文首先分析了软件工程发展历程及挑战.进而研究了智能化程序合成技术领域的研究布局,以及各方法的优势和劣势.最后,对程序智能合成技术加以总结并给出了未来研究建议. |
英文摘要: |
In recent years, with the rapid development of the information technology, the importance of software is increasing day by day, which greatly promotes the development of economic society. However, in the face of more and more complex business forms and faster and faster demand changes, the cost of software development and maintenance has increased dramatically, so it is necessary to study new technologies and explore new software development models, large scale software codes and data are accumulated in specific fields in software activities throughout the whole life cycle. These software assets establish a data base for software intelligent development. At the same time, AI technologies such as deep learning have been successfully applied in many fields, which prompted researchers to consider using the combination of intelligent technology and software engineering technology to solve the problem of automatic program generation: intelligent program synthesis. This method not only realizes the automation of software development process and improves software productivity, but also enables software to have the function of intelligent change with the change of environment and demand, greatly reducing maintenance costs. In this paper, we start from exploring the development process and challenges of software engineering. Then we study the research layout in the field of intelligent software synthesis technology, as well as the advantages and disadvantages of each method. Finally, we summarize the intelligent program synthesis technology in a comparative perspective and give suggestions for future research. |
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