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Construction of a Teaching System Through School-enterprise Collaboration in an Integration and Innovation Framework:A Case Study of the Internet of Things Specialization in the Software Engineering Program
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作者 Jing Tang Donglai Fu +2 位作者 Jun Hong Guoyu Qi Yan Qiang 《计算机教育》 2025年第3期41-47,共7页
The advancement of Internet of Things(IoT)technology is driving industries toward intelligent digital transformation,highlighting the crucial role of software engineering.Despite this,the integration of software engin... The advancement of Internet of Things(IoT)technology is driving industries toward intelligent digital transformation,highlighting the crucial role of software engineering.Despite this,the integration of software engineering into IoT engineering education remains underexplored.To address this gap,the School of Software at North University of China,in collaboration with QST Innovation Technology Group Co.,Ltd.(QST),has developed an innovative educational mechanism.This initiative focuses on the software engineering IoT track and optimizes the teaching process through the outcome-based education(OBE)concept.It incorporates military-industrial characteristics,introduces advanced information and technology curricula,and enhances laboratory infrastructure.The goal is to cultivate innovative talents with unique capabilities,thereby fostering the comprehensive development and application of IoT technology. 展开更多
关键词 software engineering IoT track School-enterprise collaboration Integration and innovation framework Outcome-based education
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A Tutorial on Federated Learning from Theory to Practice:Foundations,Software Frameworks,Exemplary Use Cases,and Selected Trends
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作者 M.Victoria Luzón Nuria Rodríguez-Barroso +5 位作者 Alberto Argente-Garrido Daniel Jiménez-López Jose M.Moyano Javier Del Ser Weiping Ding Francisco Herrera 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2024年第4期824-850,共27页
When data privacy is imposed as a necessity,Federated learning(FL)emerges as a relevant artificial intelligence field for developing machine learning(ML)models in a distributed and decentralized environment.FL allows ... When data privacy is imposed as a necessity,Federated learning(FL)emerges as a relevant artificial intelligence field for developing machine learning(ML)models in a distributed and decentralized environment.FL allows ML models to be trained on local devices without any need for centralized data transfer,thereby reducing both the exposure of sensitive data and the possibility of data interception by malicious third parties.This paradigm has gained momentum in the last few years,spurred by the plethora of real-world applications that have leveraged its ability to improve the efficiency of distributed learning and to accommodate numerous participants with their data sources.By virtue of FL,models can be learned from all such distributed data sources while preserving data privacy.The aim of this paper is to provide a practical tutorial on FL,including a short methodology and a systematic analysis of existing software frameworks.Furthermore,our tutorial provides exemplary cases of study from three complementary perspectives:i)Foundations of FL,describing the main components of FL,from key elements to FL categories;ii)Implementation guidelines and exemplary cases of study,by systematically examining the functionalities provided by existing software frameworks for FL deployment,devising a methodology to design a FL scenario,and providing exemplary cases of study with source code for different ML approaches;and iii)Trends,shortly reviewing a non-exhaustive list of research directions that are under active investigation in the current FL landscape.The ultimate purpose of this work is to establish itself as a referential work for researchers,developers,and data scientists willing to explore the capabilities of FL in practical applications. 展开更多
关键词 Data privacy distributed machine learning federated learning software frameworks
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Component-based Control Software Design for Flexible Manufacturing System 被引量:4
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作者 周炳海 奚立峰 曹永上 《Journal of Donghua University(English Edition)》 EI CAS 2003年第1期81-85,共5页
A new method that designs and implements the component-based distributed & hierarchical flexible manufacturing control software is described with a component concept in this paper. The proposed method takes aim at... A new method that designs and implements the component-based distributed & hierarchical flexible manufacturing control software is described with a component concept in this paper. The proposed method takes aim at improving the flexibility and reliability of the control system. On the basis of describing the concepts of component-based software and the distributed object technology, the architecture of the component-based software of the control system is suggested with the Common Object Request Broker Architecture (CORBA). And then, we propose a design method for component-based distributed & hierarchical flexible manufacturing control system. Finally, to verify the software design method, a prototype flexible manufacturing control system software has been implemented in Orbix 2.3c, VC + + 6. 0 and has been tested in connection with the physical flexible manufacturing shop at the WuXi Professional Institute. 展开更多
关键词 component-based software Control systems Flexible manufacturing system distributed object.
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Component-based software reliability process simulation considering imperfect debugging 被引量:2
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作者 张策 Cui Gang +1 位作者 Bian Yali Liu Hongwei 《High Technology Letters》 EI CAS 2014年第1期9-15,共7页
In view of the flaws of component-based software (CBS) reliability modeling and analysis, the low recognition degree of debugging process, too many assumptions and difficulties in obtaining the solution, a CBS relia... In view of the flaws of component-based software (CBS) reliability modeling and analysis, the low recognition degree of debugging process, too many assumptions and difficulties in obtaining the solution, a CBS reliability simulation process is presented incorporating the imperfect debugging and the limitation of debugging resources. Considering the effect of imperfect debugging on fault detec- tion and correction process, a CBS integration testing model is sketched by multi-queue muhichannel and finite server queuing model (MMFSQM). Compared with the analytical method based on pa- rameters and other nonparametric approaches, the simulation approach can relax more of the usual reliability modeling assumptions and effectively expound integration testing process of CBS. Then, CBS reliability process simulation procedure is developed accordingly. The proposed simulation ap- proach is validated to be sound and effective by simulation experiment studies and analysis. 展开更多
关键词 software reliability growth model (SRGM) component-based software (CBS) imperfect debugging reliability simulation queuing theory
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Component-Based Software Trustworthiness Fuzzy Analytic Hierarchy Process Model
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作者 石剑飞 闫怀志 +1 位作者 秦玮 王文同 《Journal of Beijing Institute of Technology》 EI CAS 2010年第2期170-176,共7页
For a more accurate and comprehensive assessment of the trustworthiness of component-based soft- ware system, the fuzzy analytic hierarchy process is introduced to establish the analysis model. Combine qualitative and... For a more accurate and comprehensive assessment of the trustworthiness of component-based soft- ware system, the fuzzy analytic hierarchy process is introduced to establish the analysis model. Combine qualitative and quantitative analyses, the impacts to overall trustworthiness by the different types of components are distinguished. Considering the coupling relationship between components, dividing the system into several layers from target layer to scheme layer, evaluating the scheme advantages disadvantages by group decision-making, the trustworthiness of a typical J2EE structured component-based software is assessed. The trustworthiness asses model of the software components provides an effective methods of operation. 展开更多
关键词 component-based software trustworthiness analysis fuzzy analytic hierarchy process J2EE structure
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Component-based software reliability analysis incorporating imperfect debugging and change-point
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作者 张策 Cui Gang +2 位作者 Liu Hongwei Meng Fanchao Bian Yali 《High Technology Letters》 EI CAS 2014年第4期346-354,共9页
Against the deficiencies of component-based software(CBS) reliability modeling and analysis,for instance,importing too many assumptions,paying less attention to debugging process without considering imperfect debuggin... Against the deficiencies of component-based software(CBS) reliability modeling and analysis,for instance,importing too many assumptions,paying less attention to debugging process without considering imperfect debugging and change-point(CP) problems adequately,an approach of CBS reliability process analysis is proposed which incorporates the imperfect debugging and CP.First,perfect/imperfect debugging and CP are reviewed.Based on the queuing theory,a multi-queue multichannel and infinite server queuing model(MMISQM) is presented to sketch the integration test process of CBS.Meanwhile,considering the effects of imperfect debugging and CP,expressions for fault detection and correction are derived based on MMISQM.Numerical results demonstrate that the proposed model can sketch the integration test process of CBS with preferable performance which outperforms other models. 展开更多
关键词 software reliability component-based software (CBS) imperfect debugging change-point (CP) queuing theory
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A software reliability growth model for component-based software incorporating debugging delay and imperfect debugging
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作者 张策 Cui Gang +2 位作者 Meng Fanchao Liu Hongwei Bian Yali 《High Technology Letters》 EI CAS 2015年第1期54-62,共9页
In view of the problems and the weaknesses of component-based software ( CBS ) reliability modeling and analysis, and a lack of consideration for real debugging circumstance of integration tes- ting, a CBS reliabili... In view of the problems and the weaknesses of component-based software ( CBS ) reliability modeling and analysis, and a lack of consideration for real debugging circumstance of integration tes- ting, a CBS reliability process analysis model is proposed incorporating debugging time delay, im- perfect debugging and limited debugging resources. CBS integration testing is formulated as a multi- queue muhichannel and finite server queuing model (MMFSQM) to illustrate fault detection process (FDP) and fault correction process (FCP). A unified FCP is sketched, given debugging delay, the diversities of faults processing and the limitations of debugging resources. Furthermore, the impacts of imperfect debugging on fault detection and correction are explicitly elaborated, and the expres- sions of the cumulative number of fault detected and corrected are illustrated. Finally, the results of numerical experiments verify the effectiveness and rationality of the proposed model. By comparison, the proposed model is superior to the other models. The proposed model is closer to real CBS testing process and facilitates software engineer' s quantitatively analyzing, measuring and predicting CBS reliability. K 展开更多
关键词 software reliability component-based software (CBS) debugging delay imper- fect debugging queuing theory
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A component-based back-propagation reliability model with low complexity for complex software systems
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作者 聂鹏 Geng Ji Qin Zhiguang 《High Technology Letters》 EI CAS 2013年第3期273-282,共10页
Since most of the available component-based software reliability models consume high computational cost and suffer from the evaluating complexity for the software system with complex structures,a component-based back-... Since most of the available component-based software reliability models consume high computational cost and suffer from the evaluating complexity for the software system with complex structures,a component-based back-propagation reliability model(CBPRM)with low complexity for the complex software system reliability evaluation is presented in this paper.The proposed model is based on the artificial neural networks and the component reliability sensitivity analyses.These analyses are performed dynamically and assigned to the neurons to optimize the reliability evaluation.CBPRM has a linear increasing complexity and outperforms the state-based and the path-based reliability models.Another advantage of CBPRM over others is its robustness.CBPRM depends on the component reliabilities and the correlative sensitivities,which are independent from the software system structure.Based on the theory analysis and experiment results,it shows that the complexity of CBPRM is evidently lower than the contrast models and the reliability evaluating accuracy is acceptable when the software system structure is complex. 展开更多
关键词 software reliability evaluation component-based software system component reli-ability sensitivity artificial neural networks
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Testing Component-Based Software: What It has to do with Design and Component Selection
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作者 Shyam S. Pandeya Anil K. Tripathi 《Journal of Software Engineering and Applications》 2011年第1期37-47,共11页
In a component-based software development life cycle, selection of preexisting components is an important task. Every component that has to be reused has an associated risk of failure of not meeting the functional and... In a component-based software development life cycle, selection of preexisting components is an important task. Every component that has to be reused has an associated risk of failure of not meeting the functional and non-functional requirements. A component's failure would lead a developer to look for some other alternative of combinations of COTS, in-house and engineered components among possible candidate combinations. This means design itself can readily change. The very process of design of a software system and component selection seems to be heavily dependent on testing results. Instability of design, further, becomes more severe due to requirements change requests. Therefore, this instability of design has to be essentially mitigated by using proper design and testing approaches, otherwise, it may lead to exorbitantly high testing cost due to the repeated testing of various alternatives. How these three activities: Component-based software design, component selection and component-based software testing are interrelated? What process model is most suited to address this concern? This work explores the above questions and their implication in terms of nature of a process model that can be convincing in case of component-based software development. 展开更多
关键词 CBSE (component-based software Engineering) software TESTING software Process COTS (Commercial Off-The-Shelf software)
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Analysis of Software Trustworthiness Based on FAHP-CRITIC Method
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作者 高晓彤 马艳芳 周伟 《Journal of Shanghai Jiaotong university(Science)》 EI 2024年第3期588-600,共13页
Software trustworthiness includes many attributes.Reasonable weight allocation of trustworthy at-tributes plays a key role in the software trustworthiness measurement.In practical application,attribute weight usually ... Software trustworthiness includes many attributes.Reasonable weight allocation of trustworthy at-tributes plays a key role in the software trustworthiness measurement.In practical application,attribute weight usually comes from experts'evaluation to attributes and hidden information derived from attributes.Therefore,when the weight of attributes is researched,it is necessary to consider weight from subjective and objective as-pects.First,a novel weight allocation method is proposed by combining the fuzzy analytical hierarchy process(FAHP)method and the criteria importance though intercrieria correlation(CRITIC)method.Second,based on the weight allocation method,the trustworthiness measurement models of component-based software are estab-lished according to the seven combination structures of components.Third,the model reasonability is verified via proving some metric criteria.Finally,a case is carried out.According to the comparison with other models,the result shows that the model has the advantage of utilizing hidden information fully and analyzing the com-bination of components effectively.It is an important guide for measuring the trustworthiness measurement of component-based software. 展开更多
关键词 trustworthiness WEIGHT component-based software MEASUREMENT
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Study of component-ware & application software framework based decision support system development
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作者 HeShengping QinZheng WangXianghua 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第1期63-68,共6页
The view that the traditional method of DSS development is outdated, which results to the diversiform disadvantages of DSS product. Therefore the ideas of application software framework based development to the genera... The view that the traditional method of DSS development is outdated, which results to the diversiform disadvantages of DSS product. Therefore the ideas of application software framework based development to the generation process of DSS is introduced and a modified flow chat of DSS development is proposed. Moreover, a formal description of the DSS software framework and its development is given. The analysis results indicates that not only does the new development flow ensure the DSS development global stability but also improves the software reusability level of the development process. 展开更多
关键词 decision support system software framework software reusability.
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A Design Method of Business Application Framework Based on Software Patterns
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作者 He Ke\|qing 1, Yang Chun wen 1, Ying Shi 2 1. School of Computer Science, Wuhan University, Wuhan 430072, China 2. State Key Laboratory of Software Engineering, Wuhan University, Wuhan 430072, China 《Wuhan University Journal of Natural Sciences》 CAS 2001年第Z1期204-208,共5页
This paper discusses design and implementation method of Business Application Framework based on software patterns, and then presents MVC pattern of architecture and the method of dynamical update promulgation for Bus... This paper discusses design and implementation method of Business Application Framework based on software patterns, and then presents MVC pattern of architecture and the method of dynamical update promulgation for Business Application Framework. We discuss adaptation of Abstract Factory for the kernel functionality of Business Application Framework, such as data creation, manipulation, composition, etc. It also presents class model and its class structure of Abstract Factory pattern. Finally, we briefly discuss the update, modification, and reconstruction method of Business Application Framework. 展开更多
关键词 object oriented MVC pattern Abstract Factory pattern software framework UML role model
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A Comprehensive Software Project Management Framework
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作者 Mohamed Ellithey Barghoth Akram Salah Manal A. Ismail 《Journal of Computer and Communications》 2020年第3期86-102,共17页
Project management is vital for software project success. Project Management Body of Knowledge (PMBOK), CMMI for Development (CMMI-DEV), and other software project management models and practices established to assist... Project management is vital for software project success. Project Management Body of Knowledge (PMBOK), CMMI for Development (CMMI-DEV), and other software project management models and practices established to assist software organizations, each of these models offers diverse focal points. Combined effective software project management practices remain a challenge to software organizations. In striving to raise the likelihood of software project success, this paper introduces a framework for software project management effectiveness which integrated a set of software project management practices based on the PMBOK guide processes, CMMI-DEV processes, and management areas that influence a software project. The proposed framework called 4PTRB which includes people, process, product, project, technology, risk, and business management areas. The 4PTRB software project management framework provides a whole comprehensive view to help software project managers to improve their project management effectiveness. The framework is validated by conducting a web-based survey of software professional practitioners around the world. A statistical analysis of twenty software projects has been conducted as a case study thereafter, spanning small to large development projects. The consistency of the case study and survey results shows the power of the 4PTRB framework as an inclusive software project management framework. 展开更多
关键词 CMMI PMBOK software PROJECT MANAGEMENT EFFECTIVENESS software PROJECT MANAGEMENT framework
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Open-Access Framework for Efficient Object-Oriented Development of Video Analysis Software
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作者 Dimitris K. Iakovidis Dimitris Diamantis 《Journal of Software Engineering and Applications》 2014年第8期730-743,共14页
The increasing use of digital video everyday in a multitude of electronic devices, including mobile phones, tablets and laptops, poses the need for quick development of cross-platform video software. However current a... The increasing use of digital video everyday in a multitude of electronic devices, including mobile phones, tablets and laptops, poses the need for quick development of cross-platform video software. However current approaches to this direction usually require a long learning curve, and their development lacks standardization. This results in software components that are difficult to reuse, and hard to maintain or extend. In order to overcome such issues, we propose a novel object-oriented framework for efficient development of software systems for video analysis. It consists of a set of four abstract components, suitable for the implementation of independent plug-in modules for video acquisition, preprocessing, analysis and output handling. The extensibility of each module can be facilitated by sub-modules specifying additional functionalities. This architecture enables quick responses to changes and re-configurability;thus conforming to the requirements of agile software development practices. Considering the need for platform independency, the proposed Java Video Analysis (JVA) framework is implemented in Java. It is publicly available through the web as open-access software, supported by a growing collection of implemented modules. Its efficiency is empirically validated for the development of a representative video analysis system. 展开更多
关键词 OBJECT-ORIENTED framework EFFICIENT software Development VIDEO Analysis Java
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Rapid and Flexible User-Defined Low-Level Hybridization for Metaheuristics Algorithm in Software Framework
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作者 S. Masrom Siti Z. Z. Abidin N. Omar 《Journal of Software Engineering and Applications》 2012年第11期873-882,共10页
The metaheuristics algorithm is increasingly important in solving many kinds of real-life optimization problems but the implementation involves programming difficulties. As a result, many researchers have relied on so... The metaheuristics algorithm is increasingly important in solving many kinds of real-life optimization problems but the implementation involves programming difficulties. As a result, many researchers have relied on software framework to accelerate the development life cycle. However, the available software frameworks were mostly designed for rapid development rather than flexible programming. Therefore, in order to extend software functions, this approach involves modifying software libraries which requires the programmers to have in-depth understanding about the internal working structure of software and the programming language. Besides, it has restricted programmers for implementing flexible user-defined low-level hybridization. This paper presents the concepts and formal definition of metaheuristics and its low-level hybridization. In addition, the weaknesses of current programming approaches supported by available software frameworks for metaheuristics are discussed. Responding to the deficiencies, this paper introduces a rapid and flexible software framework with scripting language environment. This approach is more flexible for programmers to create a variety of user-defined low-level hybridization rather than bounded with built-in metaheuristics strategy in software libraries. 展开更多
关键词 software framework SCRIPTING LANGUAGE Metaheuristics Low-Level HYBRIDIZATION User-Defined Strategy
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Software Frameworks, Architectural and Design Patterns
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作者 Njeru Mwendi Edwin 《Journal of Software Engineering and Applications》 2014年第8期670-678,共9页
Software systems can be among the most complex constructions in engineering disciplines and can span into years of development. Most software systems though implement in part what has already been built and tend to fo... Software systems can be among the most complex constructions in engineering disciplines and can span into years of development. Most software systems though implement in part what has already been built and tend to follow known or nearly known architectures. Although most software systems are not of the size of say Microsoft Windows 8, complexity of software development can be quick to increase. Thus among these methods that are the most important is the use of architectural and design patterns and software frameworks. Patterns provide known solutions to re-occurring problems that developers are facing. By using well-known patterns reusable components can be built in frameworks.Software frameworks provide developers with powerful tools to develop more flexible and less error-prone applications in a more effective way. Software frameworks often help expedite the development process by providing necessary functionality “out of the box”.?Providing frameworks for reusability and separation of concerns is key to software development today. In this study I take a look at the state of art and the impact of frameworks and patterns in software development. 展开更多
关键词 software frameworks ARCHITECTURAL PATTERNS DESIGN PATTERNS
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Meta-SEE:Intelligent and Interactive Learning Framework for Software Engineering Education Based on Metaverse and Metacognition
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作者 Jianguo Chen Mingzhi Mao +2 位作者 Neng Zhang Leqiu Wang Zibin Zheng 《计算机教育》 2023年第12期11-21,共11页
With the rapid evolution of technology and the increasing complexity of software systems,there is a growing demand for effective educational approaches that empower learners to acquire and apply software engineering s... With the rapid evolution of technology and the increasing complexity of software systems,there is a growing demand for effective educational approaches that empower learners to acquire and apply software engineering skills in practical contexts.This paper presents an intelligent and interactive learning(Meta-SEE)framework for software engineering education that combines the immersive capabilities of the metaverse with the cognitive processes of metacognition,to create an interactive and engaging learning environment.In the Meta-SEE framework,learners are immersed in a virtual world where they can collaboratively engage with concepts and practices of software engineering.Through the integration of metacognitive strategies,learners are empowered to monitor,regulate,and adapt their learning processes.By incorporating metacognition within the metaverse,learners gain a deeper understanding of their own thinking processes and become self-directed learners.In addition,MetaSEE has the potential to revolutionize software engineering education by offering a dynamic,immersive,and personalized learning experience.It allows learners to engage in realistic software development scenarios,explore complex systems,and collaborate with peers and instructors in virtual spaces. 展开更多
关键词 Interactive learning framework Metaverse METACOGNITION software engineering education
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基于Robot Framework的列车控制软件自动化测试框架设计
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作者 王世强 黄众 符立强 《电力机车与城轨车辆》 2025年第6期93-97,共5页
针对轨道交通列车控制软件测试中存在的效率低和准确性差问题,文章提出了一种基于Robot Framework的自动化测试框架,采用模块化关键字驱动方法,结合仿真环境设计测试流程,完成测试框架设计与系统集成,并对测试脚本构建、测试用例转换等... 针对轨道交通列车控制软件测试中存在的效率低和准确性差问题,文章提出了一种基于Robot Framework的自动化测试框架,采用模块化关键字驱动方法,结合仿真环境设计测试流程,完成测试框架设计与系统集成,并对测试脚本构建、测试用例转换等关键过程进行详细研究。该框架已在多个机车项目中得到成功应用,实际应用结果表明,该框架能显著提升测试效率,减少测试时间至原来的20%,同时确保了测试结果的准确性和可复现性。 展开更多
关键词 自动化测试 Robot framework 列车控制软件
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Design and Implementation of Traceability Management System of Agricultural Products Quality and Safety Based on Domestic Basic Software of China 被引量:1
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作者 徐杰 张俊 +2 位作者 王秀徽 周正 杨宝祝 《Agricultural Science & Technology》 CAS 2012年第8期1811-1816,共6页
[Objective] To establish the traceability mechanism of agricultural products safety, and the application of promote domestic based software in the supervision area of agricultural products quality and safety. [Method]... [Objective] To establish the traceability mechanism of agricultural products safety, and the application of promote domestic based software in the supervision area of agricultural products quality and safety. [Method] Through the analysis on the circulation characteristics of agricultural products, like fruits, vegetables, livestock and poultry, the agricultural products quality safety management and traceability query business component libraries were designed. Based on the run-time-supporting environment provided by domestic based software, traceability management system of agricultural products quality and safety was constructed. [Result] The traceability management system provided the information interaction and comprehensive management platform of agricultural product quality and safety based on domestic based software for the government, enterprises and consumers. [Conclusion] Through the application demonstration, the quality control and information traceability of full circulation of agricultural products was achieved effective and reliably, and the management level of agricultural products quality and safety was improved. 展开更多
关键词 Domestic based software Quality and safety of agricultural products Traceability management SOA framework Component library
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基于.NET Framework技术的测试用例系统设计
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作者 沈燕华 冯雁辉 蒋彭 《粘接》 CAS 2024年第10期145-148,共4页
软件测试环节直接影响着产品的成败,本文所介绍的测试用例系统设计是使用基于.NET的面向对象的可视化编程工具与SQL Server数据库相结合,采用应用服务器技术的C/S架构,按项目测试流程进行设计,把测试用例融入项目设计中,贯穿整个开发过... 软件测试环节直接影响着产品的成败,本文所介绍的测试用例系统设计是使用基于.NET的面向对象的可视化编程工具与SQL Server数据库相结合,采用应用服务器技术的C/S架构,按项目测试流程进行设计,把测试用例融入项目设计中,贯穿整个开发过程,大大减少重复工作量以及充分发挥每个人的效率,提高测试效率和速度。所设计的系统包括用户管理,项目管理,测试用例库管理,缺陷管理等功能模块,集成安全性与可维护性,实现集中管理,使整个软件系统开发的业务周期缩短、开发成本降低,也同步提高项目的核心竞争力。 展开更多
关键词 NET框架 软件测试 功能模块 测试用例
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