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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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The Practice and Method of Integrating Fine Traditional Culture into Data Structure Course Teaching
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作者 Qianqian Zhen Guoying Liu 《计算机教育》 2023年第12期31-36,共6页
To capitalize on the primary role of major course teaching and to facilitate students’understanding of abstract concepts in the data structure course,it is essential to increase their interest in learning and develop... To capitalize on the primary role of major course teaching and to facilitate students’understanding of abstract concepts in the data structure course,it is essential to increase their interest in learning and develop case studies that highlight fine traditional culture.By incorporating these culture-rich case studies into classroom instruction,we employ a project-driven teaching approach.This not only allows students to master professional knowledge,but also enhances their abilities to solve specific engineering problems,ultimately fostering cultural confidence.Over the past few years,during which educational reforms have been conducted for trial runs,the feasibility and effectiveness of these reform schemes have been demonstrated. 展开更多
关键词 Curriculum ideological and political education Fine traditional culture Data structure Case teaching
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How to Effectively Apply ChatGPT in Software Engineering Education?——A Perspective from Undergraduate Students
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作者 Neng Zhang Zhuangbin Chen +2 位作者 Pengyue Si Zibin Zheng Mingzhi Mao 《计算机教育》 2023年第12期22-30,共9页
As a highly advanced conversational AI chatbot trained on extensive datasets,ChatGPT has garnered significant attention across various domains,including academia,industry,and education.In the field of education,existi... As a highly advanced conversational AI chatbot trained on extensive datasets,ChatGPT has garnered significant attention across various domains,including academia,industry,and education.In the field of education,existing studies primarily focus on 2 areas:Assessing the potential utility of ChatGPT in education by examining its capabilities and limitations;exploring the educational scenarios that could benefit from the integration of ChatGPT.In contrast to these studies,we conduct a user survey targeting undergraduate students specializing in Software Engineering,aiming to gain insights into their perceptions,challenges,and expectations regarding the utilization of ChatGPT.Based on the results of the survey,we provide valuable guidance on the effective incorporation of ChatGPT in the realm of software engineering education. 展开更多
关键词 Software engineering ChatGPT Undergraduate students User survey
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Exploration and Practice of Database System Course Based on KAPI Teaching Modality Under the Emerging Engineering Education
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作者 Hongqi Li Kexin Sun +3 位作者 Wei Lu Yong Li Chunyan Ma Hongping Gan 《计算机教育》 2023年第12期246-256,共11页
Nowadays,it is extremely urgent for the software engineering education to cultivate the knowledge and ability of database talents in the era of big data.To this end,this paper proposes a talent training teaching modal... Nowadays,it is extremely urgent for the software engineering education to cultivate the knowledge and ability of database talents in the era of big data.To this end,this paper proposes a talent training teaching modality that integrates knowledge,ability,practice,and innovation(KAPI)for Database System Course.The teaching modality contains three parts:top-level design,course learning process,and course assurance and evaluation.The top-level design sorts out the core knowledge of the course and determines a mixed online and offline teaching platform.The course learning process emphasizes the correspondence transformation relationship between core knowledge points and ability enhancement,and the course is practiced in the form of experimental projects to finally enhance students’innovation consciousness and ability.The assurance and evaluation of the course are based on the outcome-based education(OBE)orientation,which realizes the objective evaluation of students’learning process and final performance.The teaching results of the course in the past 2 years show that the KAPI-based teaching modality has achieved better results.Meanwhile,students are satisfied with the evaluation of the modality.The teaching modality in this paper helps to stimulate students’initiatives,and improve their knowledge vision and practical ability,and thus helps to cultivate innovative and high-quality engineering talents required by the emerging engineering education. 展开更多
关键词 Database system teaching KAPI modality Hybrid teaching mode OBE concept Teaching reform
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Personalized Learning Path Recommendations for Software Testing Courses Based on Knowledge Graphs
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作者 Wei Zheng Ruonan Gu +2 位作者 Xiaoxue Wu Lipeng Gao Han Li 《计算机教育》 2023年第12期63-70,共8页
Software testing courses are characterized by strong practicality,comprehensiveness,and diversity.Due to the differences among students and the needs to design personalized solutions for their specific requirements,th... Software testing courses are characterized by strong practicality,comprehensiveness,and diversity.Due to the differences among students and the needs to design personalized solutions for their specific requirements,the design of the existing software testing courses fails to meet the demands for personalized learning.Knowledge graphs,with their rich semantics and good visualization effects,have a wide range of applications in the field of education.In response to the current problem of software testing courses which fails to meet the needs for personalized learning,this paper offers a learning path recommendation based on knowledge graphs to provide personalized learning paths for students. 展开更多
关键词 Knowledge graphs Software testing Learning path Personalized education
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A New Model of Software Engineering Education and Exploration of Professional Curriculum Teaching
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作者 Qingzhen Xu Mingzhi Mao Niansheng Cheng 《计算机教育》 2023年第12期150-157,共8页
This paper focuses on the problems,opportunities,and challenges faced by software engineering education in the new era.We have studied the core ideas of the new model and reform,the specific measures implemented,and t... This paper focuses on the problems,opportunities,and challenges faced by software engineering education in the new era.We have studied the core ideas of the new model and reform,the specific measures implemented,and the challenges and solutions faced.The new model and reform must focus on cultivating practical abilities,introducing interdisciplinary knowledge,and strengthening innovation awareness and entrepreneurial spirit.The process of reform and innovation is carried out from the aspects of teaching methods,teaching means,and course performance evaluation in the teaching practice of software engineering courses.We adopt a method of“question guiding,simple and easy to understand,flexible and diverse,and emphasizing practical results”,optimizing the curriculum design,providing diverse learning opportunities,and establishing a platform for the industry-university-research cooperation.Our teaching philosophy is to adhere to the viewpoint of innovative teaching ideas,optimizing teaching methods and teaching means,and comprehensively improving the teaching quality and level of software engineering education. 展开更多
关键词 Software engineering education New model Professional course teaching
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Research and Practice of Hybrid Teaching for Software Testing based on Interactive Learning 被引量:1
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作者 Lipeng Gao Wei Zheng +2 位作者 Hongping Gan Depeng Gao Xikang Feng 《计算机教育》 2021年第12期126-131,共6页
To address the problems of insufficient number of personalized exercises and cases and teachers’lack of grasp of students’weak knowledge points in the current software testing online courses,we study the strategy of... To address the problems of insufficient number of personalized exercises and cases and teachers’lack of grasp of students’weak knowledge points in the current software testing online courses,we study the strategy of establishing and updating intelligent exercise sets and case libraries and analyze the answers and dig out the weak points of knowledge through group intelligence reasoning and interactive machine learning methods.This will help teachers to make uniform and targeted explanations,reduce manual judgment,and achieve intelligent teaching quality reform,and implement the educational concepts of“keeping up with the times”and“teaching according to students’abilities”. 展开更多
关键词 software testing hybrid teaching group intelligence reasoning interactive learning
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Numerical Study of the Hydrodynamic Performance of Two Wiggling Hydrofoils in Diagonal Arrangement 被引量:1
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作者 Xingjian Lin Guoyi He +2 位作者 Xinyi He Qi Wang Longsheng Chen 《Journal of Applied Mathematics and Physics》 2017年第1期31-38,共8页
The hydrodynamics in fish school are studied through simulating the flow over two wiggling hydrofoils in diagonal arrangement by using the immersed boundary method, both in-phase and anti-phase wiggling motions are co... The hydrodynamics in fish school are studied through simulating the flow over two wiggling hydrofoils in diagonal arrangement by using the immersed boundary method, both in-phase and anti-phase wiggling motions are considered in this study, the effect of the longitudinal spacing on the hydrodynamic performance has been investigated. It is revealed that, when the longitudinal spacing is smaller than body length, the diagonal formation is helpful to the follower but harmful to the leader;when the longitudinal spacing is larger than body length, the opposite effect is occurring;and a significant enhancement of the propulsive performance is obtained when the longitudinal spacing is optimized. 展开更多
关键词 HYDRODYNAMIC Performance FISH SCHOOL DIAGONAL Arrangement Longitudinal SPACING
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Numerical Study of Mechanisms of the Vortex Formation in the Wake of Dual-Flapping Foils
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作者 Xingjian Lin Guoyi He +2 位作者 Xinyi He Qi Wang Longsheng Chen 《Journal of Applied Mathematics and Physics》 2017年第7期1431-1439,共9页
The vortex formation and organization are the key to understand the intrinsic mechanism in flying and swimming in nature. The vortex wake of dual-flapping foils is numerically investigated using the immersed boundary ... The vortex formation and organization are the key to understand the intrinsic mechanism in flying and swimming in nature. The vortex wake of dual-flapping foils is numerically investigated using the immersed boundary method. Beside the deflection of the reversed von-Kármán vortex street, an interesting phenomenon, the deflection of the von-Kármán vortex street, is observed behind the dual-flapping foils. The deflected direction is not according to the initial direction of biplane’s flapping motion. And the deflection angle is related to the difference between upward and downward deflecting velocities. 展开更多
关键词 VORTEX Formation DEFLECTION Dual-Flapping FOILS Immersed Boundary Method
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Problems and Solutions Found in the Teaching of Service Engineering Course
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作者 Lin Yao Zhongjie Wang Yuanlong Chen 《计算机教育》 2021年第12期210-212,共3页
“Service Engineering”is a computer professional course with profound theory,extensive coverage and marked features of engineering.This article will analyze the characteristics of this course,the challenges we’ve en... “Service Engineering”is a computer professional course with profound theory,extensive coverage and marked features of engineering.This article will analyze the characteristics of this course,the challenges we’ve encountered in the teaching process and a summary of our solutions.We hope that our work is helpful for other service engineering courses or similar courses. 展开更多
关键词 service engineering teaching method
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Complementary Functions and Potential of Generative AI in Algorithm Education
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作者 Guoqiang Li Yuxin Su 《计算机教育》 2023年第12期221-231,共11页
In today’s digital era,algorithms have become an indispensable part of our daily lives and work.Algorithm education plays a crucial role in computer science and software engineering,aiming to cultivate students’prob... In today’s digital era,algorithms have become an indispensable part of our daily lives and work.Algorithm education plays a crucial role in computer science and software engineering,aiming to cultivate students’problem-solving skills and computational thinking.However,traditional algorithm education often requires significant time and efforts from teachers,lacks interactivity,and provides limited examples.The rapid advancement of AI technology,particularly generative models,and large language models(LLMs),has the potential to revolutionize computer education.Models like OpenAI’s GPT-4 and ChatGPT have conversational capabilities and contribute to various aspects of computer education.GPT-3.5,as an assistant in algorithm education,assists teachers in automatically generating explanations and algorithmic examples to enhance students’understanding of algorithms.While existing research has certain limitations,such as focusing on specific scenarios and lacking comprehensive benchmark testing,this paper explores the role of ChatGPT(GPT-3.5)in algorithm education.By refining prompts and evaluating generative capabilities,the study demonstrates that GPT-3.5 holds significant potential as a teaching aid.With an average accuracy of 0.81.GPT-3.5 can generate explanations,code examples,and visualizations of the corresponding algorithms.Other tests including algorithm problem-solving and examples giving also prove the practicability of GPT-3.5 in algorithm education. 展开更多
关键词 ChatGPT Large language models Code generation AI education Computing education Algorithm education
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Towards Large-scale AI Solutions for Postgraduate Study:An Exploration of Teaching Scheme
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作者 Zhenyu Fang Jiangbin Zheng +1 位作者 Chunyan Ma Qiangguo Jin 《计算机教育》 2023年第12期232-239,共8页
With the development of deep learning algorithms,deep learning-related courses play an important role in the curriculum of software engineering education.Most of the existing courses in deep learning focus on its foun... With the development of deep learning algorithms,deep learning-related courses play an important role in the curriculum of software engineering education.Most of the existing courses in deep learning focus on its foundation,while the skills of integrating deep learning algorithms into large-scale industrial software are not well trained.In this paper,we explore a teaching scheme,developing the foundation for postgraduate students to create large-scale AI solutions for the marketplace.This is achieved through the optimized teaching contents,assignment,and a group project.We evaluate the efficacy of this scheme for 2 classes in the School of Software,Northwestern Polytechnical University.Feedback from these students,as well as the project’s outcomes,validate that the skills of students in creating scalable and complex deep learning solutions are significantly improved. 展开更多
关键词 Software engineering education Artificial intelligence Deep learning
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Research on Online Education of Talent Training and Young Teacher Growth Based on Multimedia Technology
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作者 Chunwei Tian Qi Zhang +1 位作者 Wenqi Ren Peirong Guo 《计算机教育》 2023年第12期78-85,共8页
Information technology education has played a more important role under the background of“Internet+”.However,a combination of education and information technology is only limited between online teaching platforms an... Information technology education has played a more important role under the background of“Internet+”.However,a combination of education and information technology is only limited between online teaching platforms and massive open online courses(MOOC).This paper proposes a visual teaching system based on cloud computing and big data techniques via combing virtual and real techniques online and offline to provide rich teaching resources for students.It can also use the digital human-computer interaction answering function to address students’questions.Additionally,it can provide a medium for young teachers to quickly improve their professional teaching skills.This paper aims to achieve a multimedia system via integrating“Internet+”technology with education to help improve talent training and abilities of young teachers. 展开更多
关键词 Internet+ Teaching mode Teaching reform Practical teaching system
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Computational Experiments for Complex Social Systems:Experiment Design and Generative Explanation
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作者 Xiao Xue Deyu Zhou +5 位作者 Xiangning Yu Gang Wang Juanjuan Li Xia Xie Lizhen Cui Fei-Yue Wang 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2024年第4期1022-1038,共17页
Powered by advanced information technology,more and more complex systems are exhibiting characteristics of the cyber-physical-social systems(CPSS).In this context,computational experiments method has emerged as a nove... Powered by advanced information technology,more and more complex systems are exhibiting characteristics of the cyber-physical-social systems(CPSS).In this context,computational experiments method has emerged as a novel approach for the design,analysis,management,control,and integration of CPSS,which can realize the causal analysis of complex systems by means of“algorithmization”of“counterfactuals”.However,because CPSS involve human and social factors(e.g.,autonomy,initiative,and sociality),it is difficult for traditional design of experiment(DOE)methods to achieve the generative explanation of system emergence.To address this challenge,this paper proposes an integrated approach to the design of computational experiments,incorporating three key modules:1)Descriptive module:Determining the influencing factors and response variables of the system by means of the modeling of an artificial society;2)Interpretative module:Selecting factorial experimental design solution to identify the relationship between influencing factors and macro phenomena;3)Predictive module:Building a meta-model that is equivalent to artificial society to explore its operating laws.Finally,a case study of crowd-sourcing platforms is presented to illustrate the application process and effectiveness of the proposed approach,which can reveal the social impact of algorithmic behavior on“rider race”. 展开更多
关键词 Agent-based modeling computational experiments cyber-physical-social systems(CPSS) generative deduction generative experiments meta model
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Decentralized Dynamic Event-Triggered Communication and Active Suspension Control of In-Wheel Motor Driven Electric Vehicles with Dynamic Damping 被引量:8
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作者 Iftikhar Ahmad Xiaohua Ge Qing-Long Han 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2021年第5期971-986,共16页
This paper addresses the co-design problem of decentralized dynamic event-triggered communication and active suspension control for an in-wheel motor driven electric vehicle equipped with a dynamic damper. The main ob... This paper addresses the co-design problem of decentralized dynamic event-triggered communication and active suspension control for an in-wheel motor driven electric vehicle equipped with a dynamic damper. The main objective is to simultaneously improve the desired suspension performance caused by various road disturbances and alleviate the network resource utilization for the concerned in-vehicle networked suspension system. First, a T-S fuzzy active suspension model of an electric vehicle under dynamic damping is established. Second,a novel decentralized dynamic event-triggered communication mechanism is developed to regulate each sensor's data transmissions such that sampled data packets on each sensor are scheduled in an independent manner. In contrast to the traditional static triggering mechanisms, a key feature of the proposed mechanism is that the threshold parameter in the event trigger is adjusted adaptively over time to reduce the network resources occupancy. Third, co-design criteria for the desired event-triggered fuzzy controller and dynamic triggering mechanisms are derived. Finally, comprehensive comparative simulation studies of a 3-degrees-of-freedom quarter suspension model are provided under both bump road disturbance and ISO-2631 classified random road disturbance to validate the effectiveness of the proposed co-design approach. It is shown that ride comfort can be greatly improved in either road disturbance case and the suspension deflection, dynamic tyre load and actuator control input are all kept below the prescribed maximum allowable limits, while simultaneously maintaining desirable communication efficiency. 展开更多
关键词 Active suspension control decentralized eventtriggered control dynamic damper dynamic eventtriggered communication in-wheel motor driven electric vehicle
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Hydrodynamic studies on two wiggling hydrofoils in an oblique arrangement 被引量:2
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作者 Xingjian Lin Guoyi He +2 位作者 Xinyi He Qi Wang Longsheng Chen 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2018年第3期446-451,共6页
The propulsive performance of an oblique school of fish is numerically studied using an immersed boundary technique. The effect of the spacing and wiggling phase on the hydrodynamics of the system is investigated. The... The propulsive performance of an oblique school of fish is numerically studied using an immersed boundary technique. The effect of the spacing and wiggling phase on the hydrodynamics of the system is investigated. The hydrodynamics of the system is deeply affected by the spacing between each fish in the school. When the horizontal separation is smaller than the length of the fish body,the downstream fish exhibits a larger thrust coefficient and greater propulsive efficiency than the isolated fish. However,the corresponding values for the upstream fish are smaller.The opposite behavior occurs when the horizontal separation increases beyond the length of fish body. The propulsive performance of the entire oblique school of fish can be substantially enhanced when the separations are optimized. 展开更多
关键词 水动力学 水翼船 学习 摆动 分离比 边界技术 数字地 学校
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Joint Monitoring of Ground and Sky for Cereal Crops Based on Scatterometer Measurement and ASAR Images
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作者 Lei He Feng-Jin Xiao 《Journal of Electronic Science and Technology》 CAS CSCD 2019年第3期278-288,共11页
The joint monitoring of the ground and sky for cereal crops based on microwave data has become a popular method for researches on earth surface objects. Focused on the sensitivity of backscatter from the scatterometer... The joint monitoring of the ground and sky for cereal crops based on microwave data has become a popular method for researches on earth surface objects. Focused on the sensitivity of backscatter from the scatterometer measurement and advanced synthetic aperture radar (ASAR) images to cereal parameters of rice, nine acquisitions, including rice parameters related eco-physiological variables and scattering coefficients, have been carried over the paddy field corresponding to rice growth stages. This paper analyzes the relationship between the corresponding backscatter to the cereal parameters based on the measurement at the interesting bands, polarizations, and incidence angels. Further, a modified water cloud model is built based on the ground measurement and advanced integrated equation model (AIEM), and then cereal parameters from ASAR images are retrieved and verified. The research results show that the sensitivity of backscatter to cereals from the sensor of the radar scatterometer could be helpful to build the retrieve model for synthetic aperture radar (SAR) images, which can achieve the scientific goals of the joint monitoring of ground and sky for cereal crops. 展开更多
关键词 Backscatter CEREAL JOINT MONITORING SCATTEROMETER synthetic APERTURE radar(SAR)
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FOG COMPUTING ENABLED INTERNET OF EVERYTHING
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作者 Zhaolong Ning Lei Guo +1 位作者 Joel Rodrigues Mohammad S.Obaidat 《China Communications》 SCIE CSCD 2019年第3期I0001-I0003,共3页
With the rapid development of ubiquitous networks and smart cities,the connection and communication of Internet of Everything(IoE)have drawn great attention from both academia and industry.The main challenge for const... With the rapid development of ubiquitous networks and smart cities,the connection and communication of Internet of Everything(IoE)have drawn great attention from both academia and industry.The main challenge for constructing IoE is to enable real-time communication and high-efficiency computing among mobile devices.Mobile fog computing is promising to lower communication delay and offload network traffic.However,how to realize fog-enabled communication and computing in IoE with high-dynamic and heterogeneous network characters has not been fully investigated.Furthermore,deployment and reliable communications among fog nodes are also challenging. 展开更多
关键词 FOG COMPUTING INTERNET OF EVERYTHING
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Reform and Practice of Operating System Course
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作者 Di Zhang Yuru Liu Weiwei Xing 《计算机教育》 2021年第12期173-178,共6页
In recent years,with the changes in the international competitive environment,the development strategic focuses of the national software industry have also shifted.To adapt to these changes,we analyze and summarize th... In recent years,with the changes in the international competitive environment,the development strategic focuses of the national software industry have also shifted.To adapt to these changes,we analyze and summarize the problems existing in the teaching content and methods of the traditional“Operating System”course and carry out the reform and practice of this core course for software engineering majors.First,we design and integrate domestic operating system examples into the course to meet the needs of national strategic development,thus cultivating operating system software talents in line with China’s national conditions and needs.Second,we reconstruct the teaching content of the course,strengthen the assessment of comprehensive ability,and establish a 3-level progressive teaching structure.Third,we carry out the deep integration of university and enterprise to realize the combination of theory and practice and establish a comprehensive and whole process university-enterprise course co-construction mode.Through the above reform measures,students show a strong interest in learning the operating system course.The operating system course has won the honor of the first-class course of Beijing Jiaotong University and has been approved for 4 industry-education cooperation projects of the Ministry of Education. 展开更多
关键词 operating system course reform openEuler software engineering
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Secure Model of Medical Data Sharing for Complex Scenarios
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作者 Wei She Yue Hu +3 位作者 Zhao Tian Guoning Liu Bo Wang Wei Liu 《Journal of Cyber Security》 2019年第1期11-17,共7页
In order to secure the massive heterogeneous medical data for the complex scenarios and improve the information sharing efficiency in healthcare system,a distributed medical data ledger model(DMDL)is proposed in this ... In order to secure the massive heterogeneous medical data for the complex scenarios and improve the information sharing efficiency in healthcare system,a distributed medical data ledger model(DMDL)is proposed in this paper.This DMDL model has adopted the blockchain technology including the function decoupling,the distributed consensus,smart contract as well as multi-channel communication structure of consortium blockchain.The DMDL model not only has high adaptability,but also meets the requirements of the medical treatment processes which generally involve multientities,highly private information and secure transaction.The steps for processing the medical data are also introduced.Additionally,the methods for the definition and application of the DMDL model are presented for three specific medical scenarios,i.e.,the management of the heterogeneous data,copyright protection for medical data and the secure utilization of sensitive data.The advantage of the proposed DMDL model is demonstrated by comparing with the models which are being currently adopted in healthcare system. 展开更多
关键词 Medical data sharing model consortium blockchain communication channel structure DMDL
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