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Refactoring Software Packages via Community Detection in Complex Software Networks 被引量:4
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作者 Wei-Feng Pan Bo Jiang Bing Li 《International Journal of Automation and computing》 EI CSCD 2013年第2期157-166,共10页
An intrinsic property of software in a real-world environment is its need to evolve, which is usually accompanied by the increase of software complexity and deterioration of software quality, making software maintenan... An intrinsic property of software in a real-world environment is its need to evolve, which is usually accompanied by the increase of software complexity and deterioration of software quality, making software maintenance a tough problem. Refactoring is regarded as an effective way to address this problem. Many refactoring approaches at the method and class level have been proposed. But the research on software refactoring at the package level is very little. This paper presents a novel approach to refactor the package structures of object oriented software. It uses software networks to represent classes and their dependencies. It proposes a constrained community detection algorithm to obtain the optimized community structures in software networks, which also correspond to the optimized package structures. And it finally provides a list of classes as refactoring candidates by comparing the optimized package structures with the real package structures. The empirical evaluation of the proposed approach has been performed in two open source Java projects, and the benefits of our approach are illustrated in comparison with the other three approaches. 展开更多
关键词 REFACTORING community detection complex networks package software
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HOTCAP:a new software package for high-speed oscilloscopebased three-dimensional bunch charge and position measurement 被引量:7
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作者 Xing-Yi Xu Yong-Bin Leng +4 位作者 Bo Gao Yi-Mei Zhou Shan-Shan Cao Jian Chen Fang-Zhou Chen 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2021年第11期163-173,共11页
A software package to be used in high-speed oscilloscope-basedthree-dimensionalbunch-by-bunch charge and position measurement is presented.The software package takes the pick-up electrode signal waveform recorded by t... A software package to be used in high-speed oscilloscope-basedthree-dimensionalbunch-by-bunch charge and position measurement is presented.The software package takes the pick-up electrode signal waveform recorded by the high-speed oscilloscope as input,and it calculates and outputs the bunch-by-bunch charge and position.In addition to enabling a three-dimensional observation of the motion of each passing bunch on all beam position monitor pick-up electrodes,it offers many additional features such as injection analysis,bunch response function reconstruction,and turn-by-turn beam analysis.The software package has an easy-to-understand graphical user interface and convenient interactive operation,which has been verified on the Windows 10 system. 展开更多
关键词 Bunch-by-bunch measurement HOTCAP software package Data analysis High-speed oscilloscope
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Various Software Packages for Analysis of Nuclear Magnetic Resonance Spectroscopic Data
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作者 Monika Cichocka Andrzej Urbanik 《光谱学与光谱分析》 SCIE EI CAS CSCD 北大核心 2017年第10期3307-3314,共8页
The magnetic resonance spectroscopy(MRS)results are greatly influenced by reconstruction of the spectrum and quantitative analysis.Because of this requirement a number of programs dedicated to MRS data analysis were d... The magnetic resonance spectroscopy(MRS)results are greatly influenced by reconstruction of the spectrum and quantitative analysis.Because of this requirement a number of programs dedicated to MRS data analysis were developed.The selection and use of appropriate software is crucial not only in clinical procedures,but also while carrying out scientific research.The choice of the software to suit the user's needs should be based on the analysis of the functionality of the program.It is particularly important from the user's viewpoint to identify what data can be loaded and processed in the program.The specific programs allow the user different degree of control over analysis parameters.Moreover,the programs for MRS data analysis differ in terms of the applied signal processing algorithms.The aim of this work,therefore,is to review available packages designed for MRS data analysis,taking into account their capabilities and limitations. 展开更多
关键词 NMR data ANALYSIS software packages
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Development on the Calculation Software Package of the Contribution Rate of Mechanization in Agriculture
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作者 ZONGXiao-jie RENYu-dong 《Journal of Northeast Agricultural University(English Edition)》 CAS 2002年第1期63-67,共5页
This paper introduces a software specially in calculating the contribution rate of machanization in agriculture by usng economy math method,computer technology and Visual Basic 6.0 version.The software package has fri... This paper introduces a software specially in calculating the contribution rate of machanization in agriculture by usng economy math method,computer technology and Visual Basic 6.0 version.The software package has friendly interface,simple operating way and accurate,feasible calculating method.It greatly changes the condition in the past which had considerable lots of data and miscellaneous and trivial methods,which were even hard to seek answer.So it has very high practicl value. 展开更多
关键词 mechanization in agriculture the rat of contribution CALCULATION software package
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VLBI资料处理软件系统OCCAM V6.0简介 被引量:6
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作者 张捍卫 胡晓民 王爱生 《测绘与空间地理信息》 2005年第3期47-49,61,共4页
OCCAMV6.0是在PC机上开发的一套VLBI大地测量数据处理软件。该软件用标准FORTRAN77(90)语言编写,可在Windows95以上版本和LINUX环境下的PC机上运行,其主要特点是操作简便、兼容性好、处理容量大、速度快和结果输出多样化等。随着该软件... OCCAMV6.0是在PC机上开发的一套VLBI大地测量数据处理软件。该软件用标准FORTRAN77(90)语言编写,可在Windows95以上版本和LINUX环境下的PC机上运行,其主要特点是操作简便、兼容性好、处理容量大、速度快和结果输出多样化等。随着该软件的不断改进和发展,利用OCCAM进行VLBI数据分析的学者逐渐增多,OCCAM软件的使用也日益广泛。本文简要介绍了OCCAM软件的安装、各个模块的主要功能和在运行中的注意事项,供今后OCCAM用户在使用过程中参考。 展开更多
关键词 VLBI技术 occam软件系统 VLBI大地测量数据处理软件 安装方法
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ExpDes: An R Package for ANOVA and Experimental Designs 被引量:1
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作者 Eric B. Ferreira Pórtya P. Cavalcanti Denismar A. Nogueira 《Applied Mathematics》 2014年第19期2952-2958,共7页
Analysis of variance (ANOVA) is a usual way for analysing experiments. However, depending on the design and/or the analysis scheme, it can be a hard task. ExpDes, acronym for Experimental Designs, is a package that in... Analysis of variance (ANOVA) is a usual way for analysing experiments. However, depending on the design and/or the analysis scheme, it can be a hard task. ExpDes, acronym for Experimental Designs, is a package that intends to turn such task easier. Devoted to fixed models and balanced experiments (no missing data), ExpDes allows user to deal with additional treatments in a single run, several experiment designs and exhibits standard and easy-to-interpret outputs. It was developed at the Exact Sciences Institute of the Federal University of Alfenas, Brazil. Stable versions of package ExpDes are available on CRAN (Comprehensive R Archive Network) since 2012. Based on users’ feedback, the package was used to illustrate graduation and post-graduation classes and to carry out data analysis, in Brazil and many other countries. Package ExpDes differs from the other R tools in its easiness in use and cleanliness of output. 展开更多
关键词 ANOVA COMPUTER package R software OPEN SOURCE
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REAL-TIME SOFTWARE SYSTEM FOR PRODUCTION PROCESS SUPERVISION
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作者 林中达 《Journal of Southeast University(English Edition)》 EI CAS 1991年第2期83-89,共7页
The real-time software system for production process supervision is a inte-gral system,including on-line function subsystem for supervision and off-line auxiliarysubsystem for development and diagnosis.This paper intr... The real-time software system for production process supervision is a inte-gral system,including on-line function subsystem for supervision and off-line auxiliarysubsystem for development and diagnosis.This paper introduces a real-time software sys-tem which has been used in a power station for monitoring a large capacity thermal gener-ating unit.The subsystems,environment,performance and development of the system areexplained,and the common problems about real-time software system are described. 展开更多
关键词 REAL-TIME SYSTEM SYSTEM reliability/system performance software development application package
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Meta to the Rescue—Augmented Metamodels for Better Deployment of Pre-Packaged Applications
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作者 Joseph Gil Elad Fein Natalia Razinkov 《Journal of Software Engineering and Applications》 2012年第8期583-594,共12页
Recent estimates indicate that more than half the software market belongs to enterprise applications. One of the greatest challenges in these is in conducting the complex process of adaptation of pre-packaged applicat... Recent estimates indicate that more than half the software market belongs to enterprise applications. One of the greatest challenges in these is in conducting the complex process of adaptation of pre-packaged applications, such as Oracle or SAP, to the organization needs. Although very detailed, structured and well documented methods govern this process, the consulting team implementing the method must spend much manual effort in making sure that the guidelines of the method are followed as intended by the method author. The problem is exacerbated by the diversity of skills and roles of team members, and the many sorts of communications of collaboration that methods prescribe. By enhancing the metamodel in which the methods are defined, we automatically produce a CASE tool (so to speak) for the applications of these methods. Our results are successfully employed in a number of large, ongoing projects with demonstrable, non-meager saving. 展开更多
关键词 Model-Driven software Development Information REUSE packaged APPLICATIONS Method AUTHORING
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Examine the Reliability of Econometrics Software: An Empirical Comparison of Time Series Modelling
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作者 Wickramasinghage M. A. Wickramasinghe Parana P. A. W. Athukorala +1 位作者 Siththara G. J. Senarathne Yapa P. R. D. Yapa 《Open Journal of Statistics》 2023年第1期25-45,共21页
Researchers must understand that naively relying on the reliability of statistical software packages may result in suboptimal, biased, or erroneous results, which affects applied economic theory and the conclusions an... Researchers must understand that naively relying on the reliability of statistical software packages may result in suboptimal, biased, or erroneous results, which affects applied economic theory and the conclusions and policy recommendations drawn from it. To create confidence in a result, several software packages should be applied to the same estimation problem. This study examines the results of three software packages (EViews, R, and Stata) in the analysis of time-series econometric data. The time-series data analysis which presents the determinants of macroeconomic growth of Sri Lanka from 1978 to 2020 has been used. The study focuses on testing for stationarity, cointegration, and significant relationships among the variables. The Augmented Dickey-Fuller and Phillips Perron tests were employed in this study to test for stationarity, while the Johansen cointegration test was utilized to test for cointegration. The study employs the vector error correction model to assess the short-run and long-term dynamics of the variables in an attempt to determine the relationship between them. Finally, the Granger Causality test is employed in order to examine the linear causation between the concerned variables. The study revealed that the results produced by three software packages for the same dataset and the same lag order vary significantly. This implies that time series econometrics results are sensitive to the software that is used by the researchers while providing different policy implications even for the same dataset. The present study highlights the necessity of further analysis to investigate the impact of software packages in time series analysis of economic scenarios. 展开更多
关键词 ECONOMETRICS Macroeconomic Determinants software packages Time Series Modelling
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RFIC Packaging Design with CST Full-Wave Time-Domain Simulation Software
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《电子工业专用设备》 2006年第8期I0023-I0027,共5页
关键词 RFIC Packaging Design with CST Full-Wave Time-Domain Simulation software CST DESIGN SIMULATION WAVE
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基于联络分区与临界惯量计算的新能源新增容量决策方法
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作者 李世春 杨跳 +3 位作者 石明达 刘蒙恩 刘佳昌 李振兴 《电力系统及其自动化学报》 北大核心 2025年第2期89-97,共9页
为应对大规模新能源并网引发的系统频率失稳问题,提出基于联络分区与临界惯量计算的新能源新增容量决策方法。首先,将大型电力系统区域划分,对与研究系统直接连接区域的电网等值计算,并在此基础上计算研究系统的等效惯量;接着,从频率安... 为应对大规模新能源并网引发的系统频率失稳问题,提出基于联络分区与临界惯量计算的新能源新增容量决策方法。首先,将大型电力系统区域划分,对与研究系统直接连接区域的电网等值计算,并在此基础上计算研究系统的等效惯量;接着,从频率安全约束的角度出发,根据同步机组一次调频的线性化模型求解出临界惯量,结合电网等效惯量大于临界惯量约束条件计算新能源最大新增并网容量;然后,考虑电网未来同步机组退役和更高质量频率运行要求下的不同情况;最后,通过电力系统分析综合程序仿真,验证所提对新能源新增并网容量计算方法的合理正确性。 展开更多
关键词 新能源新增并网容量 区域电网等值计算 电力系统分析综合程序 临界惯量 频率安全
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膝骨关节炎疼痛领域热点与前沿的可视化分析 被引量:8
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作者 赵盾 祁令臣 +1 位作者 徐金凡 邵敏 《中国组织工程研究》 CAS 北大核心 2025年第15期3280-3289,共10页
背景:疼痛是膝骨关节炎的主要症状,严重影响老年患者的生活质量。膝骨关节炎疼痛机制复杂,涉及多组织、多学科,需要可视化分析了解其主要内容与研究热点。目的:运用文献计量学可视化软件分析归纳膝骨关节炎疼痛领域的前沿内容和研究热... 背景:疼痛是膝骨关节炎的主要症状,严重影响老年患者的生活质量。膝骨关节炎疼痛机制复杂,涉及多组织、多学科,需要可视化分析了解其主要内容与研究热点。目的:运用文献计量学可视化软件分析归纳膝骨关节炎疼痛领域的前沿内容和研究热点。方法:从Web of Science核心合集(Web of Science Core Collection,WoSCC)中检索2014-2024年膝骨关节炎疼痛领域的相关文献,运用Citespace、VOSviewer和Bibliometrix R-package三个可视化软件进行文献计量与可视化分析。结果与结论:①膝骨关节炎疼痛研究的发文量呈现逐年递增的趋势;②美国、中国、澳大利亚是该领域10年内发文量排名前三的国家;波士顿大学、悉尼大学、弗洛里达大学是发文量前三的科研机构;《OSTEOARTHRITIS AND CARTILAGE》是出版该领域文献最多的期刊,《PAIN》则是该领域被引次数最多的期刊;发文量最多的作者是Fillingim Roger B,该领域的核心作者之间已经建立了一些稳定的团队,但国际性合作尚有欠缺;③膝骨关节炎疼痛患者的日常管理(运动、心理、智能管理)、疼痛的炎症机制、蛋白组学、联合用药、中枢敏化和疼痛调节是膝骨关节炎疼痛研究的重点内容;人工智能辅助、体外冲击波疗法、射频消融术、神经冷冻术、关节腔内注射血液或细胞制剂可能是该领域的研究前沿。 展开更多
关键词 VOSviewer软件 Citespace软件 Bibliometrix R-package 文献计量学 炎症因子 体外冲击波疗法 疼痛管理 神经阻滞 蛋白组学
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网状Meta分析原理与主流软件包介绍 被引量:1
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作者 郑卿勇 李腾飞 +9 位作者 许建国 周泳佳 高亚 刘明 徐彩花 崔雅婷 马智超 袁开森 尚轶 田金徽 《中国循证医学杂志》 北大核心 2025年第6期715-723,共9页
系统评价与Meta分析已成为整合多源研究数据、提升证据质量的核心方法。传统Meta分析在处理多种治疗选项时显示出局限性,而网状Meta分析(NMA)通过构建涵盖多种治疗选项的证据网络,允许同时比较多个治疗方案的直接与间接证据,从而提供更... 系统评价与Meta分析已成为整合多源研究数据、提升证据质量的核心方法。传统Meta分析在处理多种治疗选项时显示出局限性,而网状Meta分析(NMA)通过构建涵盖多种治疗选项的证据网络,允许同时比较多个治疗方案的直接与间接证据,从而提供更全面、精确的临床决策支持。本文全面回顾了NMA的统计学原理、三个基本假设及其统计推断框架,并对比分析了目前主流的NMA软件与软件包,如R(gemtc、netmeta、rjags、pcnetmeta等)、Stata(mvmeta、network)、WinBUGS、SAS、ADDIS及各类在线应用等,指出其优缺点及适用场景,为研究者在各种临床研究和政策制定中提供一个科学、统一的指导框架。 展开更多
关键词 网状Meta分析 原理 频率论法 贝叶斯法 软件包
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VVER反应堆24个月换料周期可行性研究
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作者 化新超 潘登 +2 位作者 李瑶 彭一鹏 刘家庆 《核动力工程》 北大核心 2025年第1期24-29,共6页
为减少VVER反应堆使用寿命内换料大修次数,提高机组能力因子,增加平均年度发电量,本文利用KASKAD软件包,通过增加燃料组件平均235U富集度和批换料数的方式,对VVER反应堆实现24个月换料周期的可行性进行了研究,从而设计出了长短交替的24... 为减少VVER反应堆使用寿命内换料大修次数,提高机组能力因子,增加平均年度发电量,本文利用KASKAD软件包,通过增加燃料组件平均235U富集度和批换料数的方式,对VVER反应堆实现24个月换料周期的可行性进行了研究,从而设计出了长短交替的24个月长周期堆芯换料方案。对该方案计算结果分析表明:其循环长度分别为633.5 EFPD(EFPD为等效满功率运行天)或667.1 EFPD,各堆芯特性参数均满足设计限值要求,且有较大裕量;较目前18个月堆芯换料周期方案,该方案具有良好的经济效益,当国际天然铀采购价格每磅不超过60美元时,每台机组平均每年将至少带来约0.12亿元收益。因此,本文研究的24个月换料平衡循环堆芯装载方案具有很好的安全性、经济性、灵活性以及工程应用价值。 展开更多
关键词 KASKAD软件包 VVER 24个月换料 平衡循环 经济性分析
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基于COMSOL的防冻包装分析软件开发
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作者 许合强 郝发义 《印刷与数字媒体技术研究》 北大核心 2025年第4期96-105,共10页
为了更精确地预测寒冷地区防冻包装的保温时长、简化防冻包装的设计流程并增强其实用性,同时也为物流行业提供创新的防冻包装解决方案和技术支持,本研究基于COMSOL仿真平台开发了一款防冻包装分析软件。该软件利用固体和流体传热建模工... 为了更精确地预测寒冷地区防冻包装的保温时长、简化防冻包装的设计流程并增强其实用性,同时也为物流行业提供创新的防冻包装解决方案和技术支持,本研究基于COMSOL仿真平台开发了一款防冻包装分析软件。该软件利用固体和流体传热建模工具及求解器,实现了温度场的仿真,并通过软件开发器构建了图形用户界面。同时,软件允许用户直接调整防冻箱箱体、蓄冷剂及外界环境温度的设计参数,从而实现对不同环境条件下防冻包装效果的分析。试验验证表明,该软件的预测结果与实际情况的平均偏差为4.9%,满足工程应用标准。本研究开发的软件不仅操作便捷、结果准确,还有效提高了仿真效率,有助于减少包装材料的浪费,降低包装成本,并减轻对环境的影响。 展开更多
关键词 防冻包装 流体传热 防冻时长 软件设计
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一种基于先进封装的软件无线电架构可重构射频微系统
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作者 杨进 张君直 +4 位作者 黄旼 郁元卫 张洪泽 韩磊 朱健 《上海航天(中英文)》 2025年第3期154-165,共12页
软件无线电的概念已提出多年,但长期以来,受集成电路设计和工艺水平的限制,软件无线电芯片技术的发展一直较为缓慢。近年来,随着集成电路设计和工艺水平的突飞猛进,软件无线电芯片技术取得了较大的进展,有力推动了射频微系统的发展。首... 软件无线电的概念已提出多年,但长期以来,受集成电路设计和工艺水平的限制,软件无线电芯片技术的发展一直较为缓慢。近年来,随着集成电路设计和工艺水平的突飞猛进,软件无线电芯片技术取得了较大的进展,有力推动了射频微系统的发展。首先回顾了软件无线电芯片技术的发展历程,重点介绍了零中频SoC软件无线电芯片;然后比较了传统射频微系统架构和基于零中频SoC的射频微系统架构;随后从原型设计、封装设计和电路设计3个方面深入分析了射频微系统的设计;进一步地阐述了射频微系统的实现和集成工艺的发展;最后对射频微系统的未来发展进行展望。 展开更多
关键词 先进封装 软件无线电SDR 零中频(ZIF) 系统级芯片(SoC) 可重构 射频(RF)微系统
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三维软件融入包装设计课程教学研究 被引量:1
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作者 周家乐 史俊巧 《上海包装》 2025年第8期245-249,共5页
以包装设计的多维空间特性为切入点,探讨视觉传达设计专业中二维与三维相结合的包装设计课程教学实践。研究内容涵盖二维包装装潢设计及其展开图设计,以及三维包装结构与容器设计。通过引入三维建模软件进行包装造型设计,结合Keyshot染... 以包装设计的多维空间特性为切入点,探讨视觉传达设计专业中二维与三维相结合的包装设计课程教学实践。研究内容涵盖二维包装装潢设计及其展开图设计,以及三维包装结构与容器设计。通过引入三维建模软件进行包装造型设计,结合Keyshot染技术提升三维表现能力,整合平面设计软件进行后期效果处理与排版设计,构建“平面-立体-综合表现”的完整教学流程。研究表明,该方法能有效提升学生的空间转换能力和综合设计素养,为包装设计教学提供新的实践路径。 展开更多
关键词 包装设计课程 三维软件 包装建模
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LKP-tests适配分析及软件包缺失问题自动识别与修复
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作者 王振强 翟高寿 +2 位作者 吴峰光 郭小康 孙思雨 《软件导刊》 2025年第6期72-78,共7页
操作系统测试是操作系统质量保障及自主可控的前提和基础,而集成现有各种开源测试工具是构建操作系统测试平台的现实可行路线。首先,重点分析了Linux测试集成平台LKP-tests的测试工具集成组织结构及其应用于openEuler、Debian和CentOS... 操作系统测试是操作系统质量保障及自主可控的前提和基础,而集成现有各种开源测试工具是构建操作系统测试平台的现实可行路线。首先,重点分析了Linux测试集成平台LKP-tests的测试工具集成组织结构及其应用于openEuler、Debian和CentOS可能遭遇的软件包缺失问题,并设计实现了软件包缺失自动识别与修复系统;其次,该系统通过正则表达式来分类描述源自测试运行结果的错误信息,提取其中的缺失组件名称;最后,利用对应操作系统的包管理器,解析确定有关组件所属的软件包,并完成LKP-tests中相应软件包依赖的添加与整合。实验表明,该模型对软件包缺失问题进行自动修复的比例均高于91%,可有效减少LKP-tests应用过程中的人工干预并改善其运营维护,对其他类似的大型开源软件集成项目亦有借鉴意义。 展开更多
关键词 LINUX LKP-tests 内核测试 正则表达式 自动修复 软件包缺失
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ROS package search for robot software development:a knowledge graph-based approach
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作者 Shuo WANG Xinjun MAO +2 位作者 Shuo YANG Menghan WU Zhang ZHANG 《Frontiers of Computer Science》 2025年第6期45-60,共16页
In recent years,ROS(Robot Operating System)packages have become increasingly popular as a type of software artifact that can be effectively reused in robotic software development.Indeed,finding suitable ROS packages t... In recent years,ROS(Robot Operating System)packages have become increasingly popular as a type of software artifact that can be effectively reused in robotic software development.Indeed,finding suitable ROS packages that closely match the software’s functional requirements from the vast number of available packages is a nontrivial task using current search methods.The traditional search methods for ROS packages often involve inputting keywords related to robotic tasks into general-purpose search engines(e.g.,Google)or code hosting platforms(e.g.,GitHub)to obtain approximate results of all potentially suitable ROS packages.However,the accuracy of these search methods remains relatively low because the task-related keywords may not precisely match the functionalities offered by the ROS packages.To improve the search accuracy of ROS packages,this paper presents a novel semantic-based search approach that relies on the semanticlevel ROS Package Knowledge Graph(RPKG)to automatically retrieve the most suitable ROS packages.Firstly,to construct the RPKG,we employ multi-dimensional feature extraction techniques to extract semantic concepts,including code file name,category,hardware device,characteristics,and function,from the dataset of ROS package text descriptions.The semantic features extracted from this process result in a substantial number of entities(32,294)and relationships(54,698).Subsequently,we create a robot domain-specific small corpus and further fine-tune a pre-trained language model,BERT-ROS,to generate embeddings that effectively represent the semantics of the extracted features.These embeddings play a crucial role in facilitating semantic-level understanding and comparisons during the ROS package search process within the RPKG.Secondly,we introduce a novel semantic matching-based search algorithm that incorporates the weighted similarities of multiple features from user search queries,which searches out more accurate ROS packages than the traditional keyword search method.To validate the enhanced accuracy of ROS package searching,we conduct comparative case studies between our semantic-based search approach and four baseline search approaches:ROS Index,GitHub,Google,and ChatGPT.The experiment results demonstrate that our approach achieves higher accuracy in terms of ROS package searching,outperforming the other approaches by at least 21%from 5 levels,including top1,top5,top10,top15,and top20. 展开更多
关键词 robot software ROS package search knowledge graph
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基于BERT模型对操作系统软件包分层分类的研究
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作者 张欢欢 王耀华 《软件导刊》 2025年第9期70-74,共5页
随着操作系统的日趋成熟和软件包种类的日益丰富,操作系统软件包的管理和系统构建要求也越来越高。传统的软件包管理和构建方式通常依赖于人工主观判断,存在效率低下、难成体系等问题,同时对相关人员的技术水平要求较高。因此,研究一种... 随着操作系统的日趋成熟和软件包种类的日益丰富,操作系统软件包的管理和系统构建要求也越来越高。传统的软件包管理和构建方式通常依赖于人工主观判断,存在效率低下、难成体系等问题,同时对相关人员的技术水平要求较高。因此,研究一种高效、准确的操作系统软件包分层分类方法具有重要意义。提出一种基于BERT模型的对操作系统软件包进行分层分类的方法。BERT模型具有双向Transformer编码器,更适用于语言理,能够对软件包进行自动、准确的分层分类。该方法为操作系统软件包的管理和构建提供支撑,使其更加高效和便捷。 展开更多
关键词 神经网络 操作系统 软件包 软件包依赖关系
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