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Insights into Student Perceptions of Error Feedback and Improvement Preferences in Online Programming Education
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作者 Li Zhang Tianze Wang +1 位作者 Jing Jiang Yufei Zhou 《计算机教育》 2026年第3期176-189,共14页
Online programming platforms are popular in programming education.However,there has been no research investigating students’real opinions and expectations of the error feedback mechanisms,leaving educators without a ... Online programming platforms are popular in programming education.However,there has been no research investigating students’real opinions and expectations of the error feedback mechanisms,leaving educators without a solid data foundation when attempting to improve the error feedback mechanisms.This paper makes a survey of 834 students across various programming courses and investigates student perceptions of error feedback mechanisms on online programming platforms.It explores the effectiveness of existing feedback,student satisfaction,and preferences for potential improvements,focusing on automatic error localization and program repair mechanisms.Results reveal a significant portion of students are dissatisfied with current feedback due to its limited informativeness.Students also express a clear demand for stronger feedback mechanisms,such as error localization and repair hints.Nevertheless,they prefer feedback that subtly guides them toward solutions,rather than providing direct and explicit answers,valuing the opportunity to enhance their debugging skills.The findings suggest a need for balanced,educational-focused feedback mechanisms that aid learning while promoting independent problem-solving. 展开更多
关键词 Error feedback Online programming education Program error localization Automated program repair
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Open-loop control of combustion instabilities in a full-scale annular ramjet combustor using linear genetic programming
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作者 Jianguo TAN Zheng XU +2 位作者 Yao LIU Dongdong ZHANG Yi HOU 《Chinese Journal of Aeronautics》 2026年第2期20-28,共9页
The operational demands of a wide range significantly exacerbate combustion instability issues within ramjet combustor.To suppress combustion oscillations,an open-loop control system utilizing Linear Genetic Programmi... The operational demands of a wide range significantly exacerbate combustion instability issues within ramjet combustor.To suppress combustion oscillations,an open-loop control system utilizing Linear Genetic Programming(LGP)has been developed for a full-scale annular ramjet combustor.The LGP is used to generate control laws that include multi-frequency forcing.These laws are then transformed into square waves to actuate the solenoid valve,which modulates the kerosene supply for open-loop control.The results show that the duty cycle has little effect on instability amplitude,whereas an increase in frequency leads to a remarked reduction in combustion amplitude.After five generations evolvements,the pressure amplitude is reduced by 40.6% under the optimal control law generated by LGP.Furthermore,the machine learning process is depicted using a proximity map of control law similarity,with the search pathway visualized by the steepest descent.All individuals go forward to the upper left corner of the map with the evolution process,terminating at the optimal individual of the fifth generation. 展开更多
关键词 Annular ramjet combustor Combustion instabilities Linear genetic programming Machine learning Open-loop control
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Global Optimization Algorithm for Minimizing Linear Fractional Programming
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作者 ZHAO Peng SHEN Pei-ping ZHONG Zhe-wei 《Chinese Quarterly Journal of Mathematics》 2026年第1期50-59,共10页
In this paper,we study a class of Linear Fractional Programming on a nonempty bounded set,called the Problem(LFP),and design a branch and bound algorithm to find the global optimal solution of the problem(LFP).First,w... In this paper,we study a class of Linear Fractional Programming on a nonempty bounded set,called the Problem(LFP),and design a branch and bound algorithm to find the global optimal solution of the problem(LFP).First,we convert the problem(LFP)to the equivalent problem(EP2).Secondly,by applying the linear relaxation technique to the problem(EP2),the linear relaxation programming problem(LRP2Y)was obtained.Then,the overall framework of the algorithm is given,and the convergence and complexity of the algorithm are analyzed.Finally,experimental results are listed to illustrate the effectiveness of the algorithm. 展开更多
关键词 Global optimization Linear Fractional programming Branch and bound algorithm Linear relaxation
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Reprogramming induced neurons from olfactory ensheathing glial cells: A feasible approach for spinal cord injury repair
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作者 Javier Sierra María Portela-Lomba +1 位作者 Diana Simón M.Teresa Moreno-Flores 《Neural Regeneration Research》 2026年第1期296-297,共2页
Every year, around the world, between 250,000 and 500,000 people suffer a spinal cord injury(SCI). SCI is a devastating medical condition that arises from trauma or disease-induced damage to the spinal cord, disruptin... Every year, around the world, between 250,000 and 500,000 people suffer a spinal cord injury(SCI). SCI is a devastating medical condition that arises from trauma or disease-induced damage to the spinal cord, disrupting the neural connections that allow communication between the brain and the rest of the body, which results in varying degrees of motor and sensory impairment. Disconnection in the spinal tracts is an irreversible condition owing to the poor capacity for spontaneous axonal regeneration in the affected neurons. 展开更多
关键词 iNJURY feasible programming
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Laser-induced in situ reprogramming of magnetic shape memory composites for adaptive devices
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作者 Qianqian Zhang Rui Li +5 位作者 Yuan Tao Yiyu Chen Yanlei Hu Dong Wu Jiaru Chu Jiawen Li 《International Journal of Extreme Manufacturing》 2026年第1期767-779,共13页
Programmable/reprogrammable magneto-responsive composites(MRCs)are highly desirable for applications in soft robotics,morphable actuators,and biomedical devices due to their capabilities of undergoing reversible,compl... Programmable/reprogrammable magneto-responsive composites(MRCs)are highly desirable for applications in soft robotics,morphable actuators,and biomedical devices due to their capabilities of undergoing reversible,complex,untethered,and rapid deformations.However,current MRC-based devices primarily rely on soft matrices,which revert to their original shapes and cease functioning when external magnetic fields are removed.Moreover,their magnetization programming,deformations,and functioning need to alternate between encoding and actuation platforms,limiting the adaptability and efficiency.Here,we present a reprogrammable magnetic shape-memory composite(RM-SMC)integrating a shape-memory polymer(SMP)skeleton with phase-transition magnetic microcapsules.High-intensity laser melts microcapsules for magnetic realignment under programmed fields,while low-intensity laser softens SMP for structural reconfiguration without compromising integrity.This dual-laser strategy facilitates in situ magnetization programming,shape morphing,and function execution within a single material system.Our innovative approach enables unique applications,including omnidirectional multi-degree-of-freedom actuators that can activate light switches,solar trackers that optimize energy capture,and adaptive impellers that modulate fluid pumping.By eliminating platform alternation and enabling shape/function retention post-actuation,the RM-SMC platform overcomes critical limitations in conventional MRCs,establishing a paradigm for multifunctional devices requiring persistent configuration control and field-independent operation. 展开更多
关键词 magneto-responsive composites shape memory polymer in situ programming and deformation omnidirectional multi-degree of freedom actuator adjustable fluid pumping
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Quality-guaranteed Dubins Path Planning for USV Based on Mixed-integer Piecewise linear Programming for Addressing the Extended Minimum-time Intercept Problem
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作者 Xing Zhou Kelin Zhu +3 位作者 Shuang Liu Zhaoqing Li Wenxin Zhang Kang Du 《哈尔滨工程大学学报(英文版)》 2026年第1期216-227,共12页
During the use of robotics in applications such as antiterrorism or combat,a motion-constrained pursuer vehicle,such as a Dubins unmanned surface vehicle(USV),must get close enough(within a prescribed zero or positive... During the use of robotics in applications such as antiterrorism or combat,a motion-constrained pursuer vehicle,such as a Dubins unmanned surface vehicle(USV),must get close enough(within a prescribed zero or positive distance)to a moving target as quickly as possible,resulting in the extended minimum-time intercept problem(EMTIP).Existing research has primarily focused on the zero-distance intercept problem,MTIP,establishing the necessary or sufficient conditions for MTIP optimality,and utilizing analytic algorithms,such as root-finding algorithms,to calculate the optimal solutions.However,these approaches depend heavily on the properties of the analytic algorithm,making them inapplicable when problem settings change,such as in the case of a positive effective range or complicated target motions outside uniform rectilinear motion.In this study,an approach employing a high-accuracy and quality-guaranteed mixed-integer piecewise-linear program(QG-PWL)is proposed for the EMTIP.This program can accommodate different effective interception ranges and complicated target motions(variable velocity or complicated trajectories).The high accuracy and quality guarantees of QG-PWL originate from elegant strategies such as piecewise linearization and other developed operation strategies.The approximate error in the intercept path length is proved to be bounded to h^(2)/(4√2),where h is the piecewise length. 展开更多
关键词 Minimum-time intercept problem Dubins vehicle Mixed-integer piecewise-linear program LiNEARiZATiON Approximate error trigonometric function USV
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造境阅读推广活动:美国图书馆“Passive Program”的中文译名
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作者 王波 《大学图书情报学刊》 2026年第2期3-8,共6页
文章探讨了美国图书馆“Passive Program”的中文翻译问题。针对范并思教授的提问,文章指出将“Passive Program”译为“被动活动”不适合中文语境,因其带有消极色彩且未能准确反映这类活动所具有的图书馆员前期主动策划、过程中低干预... 文章探讨了美国图书馆“Passive Program”的中文翻译问题。针对范并思教授的提问,文章指出将“Passive Program”译为“被动活动”不适合中文语境,因其带有消极色彩且未能准确反映这类活动所具有的图书馆员前期主动策划、过程中低干预的核心特征。在分析得出“Passive Program”依靠空间与道具引导读者自发参与的特点后,作者提出将其转译为“造境阅读推广活动”,意指图书馆通过营造特定场景、情景或意境,激发读者自主阅读。“造境阅读推广活动”这个译名既契合“Passive Program”的内涵,又统摄了中美图书馆的同类实践,为理论研究、实践应用与中外交流提供了恰当的概念工具。 展开更多
关键词 Passive Program 被动活动 造境阅读推广活动 场景阅读推广活动 情景阅读推广活动 意境阅读推广活动 美国图书馆
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Safe flight corridor constrained sequential convex programming for efficient trajectory generation of fixed-wing UAVs 被引量:2
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作者 Jing SUN Guangtong XU +2 位作者 Zhu WANG Teng LONG Jingliang SUN 《Chinese Journal of Aeronautics》 2025年第1期537-550,共14页
Generating dynamically feasible trajectory for fixed-wing Unmanned Aerial Vehicles(UAVs)in dense obstacle environments remains computationally intractable.This paper proposes a Safe Flight Corridor constrained Sequent... Generating dynamically feasible trajectory for fixed-wing Unmanned Aerial Vehicles(UAVs)in dense obstacle environments remains computationally intractable.This paper proposes a Safe Flight Corridor constrained Sequential Convex Programming(SFC-SCP)to improve the computation efficiency and reliability of trajectory generation.SFC-SCP combines the front-end convex polyhedron SFC construction and back-end SCP-based trajectory optimization.A Sparse A^(*)Search(SAS)driven SFC construction method is designed to efficiently generate polyhedron SFC according to the geometric relation among obstacles and collision-free waypoints.Via transforming the nonconvex obstacle-avoidance constraints to linear inequality constraints,SFC can mitigate infeasibility of trajectory planning and reduce computation complexity.Then,SCP casts the nonlinear trajectory optimization subject to SFC into convex programming subproblems to decrease the problem complexity.In addition,a convex optimizer based on interior point method is customized,where the search direction is calculated via successive elimination to further improve efficiency.Simulation experiments on dense obstacle scenarios show that SFC-SCP can generate dynamically feasible safe trajectory rapidly.Comparative studies with state-of-the-art SCP-based methods demonstrate the efficiency and reliability merits of SFC-SCP.Besides,the customized convex optimizer outperforms off-the-shelf optimizers in terms of computation time. 展开更多
关键词 Fixed-wing unmanned aerial vehicle Efficient trajectory planning Safe flight corridor Sequential convex programming Customized convex optimizer
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Programming ferromagnetic soft materials for miniature soft robots:Design,fabrication,and applications 被引量:1
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作者 Junliang Chen Dongdong Jin +1 位作者 Qianqian Wang Xing Ma 《Journal of Materials Science & Technology》 2025年第16期271-287,共17页
Due to the small size,active mobility,and intrinsic softness,miniature soft robots hold promising po-tentials in reaching the deep region inside living bodies otherwise inaccessible with compelling agility,adaptabilit... Due to the small size,active mobility,and intrinsic softness,miniature soft robots hold promising po-tentials in reaching the deep region inside living bodies otherwise inaccessible with compelling agility,adaptability and safety.Various materials and actuation strategies have been developed for creating soft robots,among which,ferromagnetic soft materials that self-actuate in response to external magnetic fields have attracted worldwide attention due to their remote controllability and excellent compatibil-ity with biological tissues.This review presents comprehensive and systematic research advancements in the design,fabrication,and applications of ferromagnetic soft materials for miniature robots,providing in-sights into their potential use in biomedical fields and beyond.The programming strategies of ferromag-netic soft materials are summarized and classified,including mold-assisted programming,3D printing-assisted programming,microassembly-assisted programming,and magnetization reprogramming.Each approach possesses unique advantages in manipulating the magnetic responsiveness of ferromagnetic soft materials to achieve outstanding actuation and deformation performances.We then discuss the biomedi-cal applications of ferromagnetic soft material-based soft robots(e.g.,minimally invasive surgery,targeted delivery,and tissue engineering),highlighting their potentials in revolutionizing biomedical technologies.This review also points out the current challenges and provides insights into future research directions,which we hope can serve as a useful reference for the development of next-generation adaptive miniature robots. 展开更多
关键词 Ferromagnetic soft materials Miniature soft robots Magnetic actuation Magnetization programming strategies Biomedical applications
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Residential Energy Scheduling With Solar Energy Based on Dyna Adaptive Dynamic Programming 被引量:1
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作者 Kang Xiong Qinglai Wei Hongyang Li 《IEEE/CAA Journal of Automatica Sinica》 2025年第2期403-413,共11页
Learning-based methods have become mainstream for solving residential energy scheduling problems. In order to improve the learning efficiency of existing methods and increase the utilization of renewable energy, we pr... Learning-based methods have become mainstream for solving residential energy scheduling problems. In order to improve the learning efficiency of existing methods and increase the utilization of renewable energy, we propose the Dyna actiondependent heuristic dynamic programming(Dyna-ADHDP)method, which incorporates the ideas of learning and planning from the Dyna framework in action-dependent heuristic dynamic programming. This method defines a continuous action space for precise control of an energy storage system and allows online optimization of algorithm performance during the real-time operation of the residential energy model. Meanwhile, the target network is introduced during the training process to make the training smoother and more efficient. We conducted experimental comparisons with the benchmark method using simulated and real data to verify its applicability and performance. The results confirm the method's excellent performance and generalization capabilities, as well as its excellence in increasing renewable energy utilization and extending equipment life. 展开更多
关键词 Adaptive dynamic programming(ADP) dynamic residential scenarios optimal residential energy management smart grid
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新工科理念下“AI+金融”程序化交易课程改革与实践
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作者 蒋运承 徐清振 +1 位作者 周彩霞 贾小硕 《计算机教育》 2026年第3期254-259,共6页
在新工科与人工智能融合背景下,针对学科交叉存在的知识割裂、学科融合深度不足、理论与实践脱节等深度耦合难问题,课程教学团队以程序化交易课程为例,深入分析机器学习与金融学之间的跨学科交叉融合,设计开发教学案例库,并将其应用于... 在新工科与人工智能融合背景下,针对学科交叉存在的知识割裂、学科融合深度不足、理论与实践脱节等深度耦合难问题,课程教学团队以程序化交易课程为例,深入分析机器学习与金融学之间的跨学科交叉融合,设计开发教学案例库,并将其应用于教学。课程的考核采用小组自定主题并完成量化投资交易策略的项目实践。通过本课程培养学生具备基于数据挖掘进行数学建模并开发量化投资模型的能力,为计算机科学与金融学交叉学科的相关产教研教学创新提供实践经验借鉴。 展开更多
关键词 机器学习 程序化交易 项目式教学
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Glia-to-neuron reprogramming to the rescue?
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作者 Jack W.Hickmott Cindi M.Morshead 《Neural Regeneration Research》 SCIE CAS 2025年第5期1395-1396,共2页
Over the last two decades,the dogma that cell fate is immutable has been increasingly challenged,with important implications for regenerative medicine.The brea kth rough discovery that induced pluripotent stem cells c... Over the last two decades,the dogma that cell fate is immutable has been increasingly challenged,with important implications for regenerative medicine.The brea kth rough discovery that induced pluripotent stem cells could be generated from adult mouse fibroblasts is powerful proof that cell fate can be changed.An exciting extension of the discovery of cell fate impermanence is the direct cellular reprogram ming hypothesis-that terminally differentiated cells can be reprogrammed into other adult cell fates without first passing through a stem cell state. 展开更多
关键词 programming PASSiNG PROOF
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Neurocircuit regeneration by extracellular matrix reprogramming
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作者 Shengzhang Su Ian N.Levasseur Kimberly M.Alonge 《Neural Regeneration Research》 SCIE CAS 2025年第8期2300-2301,共2页
The brain's extracellular matrix(ECM),which is comprised of protein and glycosaminoglycan(GAG)scaffolds,constitutes 20%-40% of the human brain and is considered one of the largest influencers on brain cell functio... The brain's extracellular matrix(ECM),which is comprised of protein and glycosaminoglycan(GAG)scaffolds,constitutes 20%-40% of the human brain and is considered one of the largest influencers on brain cell functioning(Soles et al.,2023).Synthesized by neural and glial cells,the brain's ECM regulates a myriad of homeostatic cellular processes,including neuronal plasticity and firing(Miyata et al.,2012),cation buffering(Moraws ki et al.,2015),and glia-neuron interactions(Anderson et al.,2016).Considering the diversity of functions,dynamic remodeling of the brain's ECM indicates that this understudied medium is an active participant in both normal physiology and neurological diseases. 展开更多
关键词 MATRiX programming
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AI视域下的高阶程序设计综合实践教学研究
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作者 杨旭 党建武 +1 位作者 王阳萍 王文润 《计算机教育》 2026年第2期154-158,共5页
面向AI时代的新形势,计算机程序设计综合实践教学应注重编程思维的训练和综合创新能力的培养。本文剖析了传统程序设计综合实践教学的局限性,将编程思维的训练与跨学科综合学习能力进行高阶结合,提出程序设计思维驱动的高阶程序设计综... 面向AI时代的新形势,计算机程序设计综合实践教学应注重编程思维的训练和综合创新能力的培养。本文剖析了传统程序设计综合实践教学的局限性,将编程思维的训练与跨学科综合学习能力进行高阶结合,提出程序设计思维驱动的高阶程序设计综合实践教学模式。通过实践案例阐明基于该模式的教学案例设计与具体实施方法,力求为程序设计实践教学的效能提升和AI时代的创新型人才培养方式提供有益的参考。 展开更多
关键词 程序设计 综合实践 Ai视域 跨学科学习
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融合CDIO与生成式AI的C++课程混合教学模式设计与实践
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作者 车银超 任艳娜 +4 位作者 王顺 王晓磊 刘合兵 郑光 席磊 《计算机教育》 2026年第1期268-274,共7页
以面向对象程序设计(C++)课程为对象,提出融合CDIO理念与生成式人工智能技术的“案例-方法-导学-评价”四维协同教学模式,介绍包括模块化“四阶双线融合”内容体系、三段式“案例演化”教学设计、智慧导师支持的启发式个性化辅导课程改... 以面向对象程序设计(C++)课程为对象,提出融合CDIO理念与生成式人工智能技术的“案例-方法-导学-评价”四维协同教学模式,介绍包括模块化“四阶双线融合”内容体系、三段式“案例演化”教学设计、智慧导师支持的启发式个性化辅导课程改革以及融合自省机制的多元评价体系,通过实践证明改革后学生在课程目标达成度、学习行为与综合素养方面均有显著提升。 展开更多
关键词 面向对象程序设计 混合式教学 CDiO理念 案例演化 生成式Ai
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融合知识检索增强AI助教的编程实验教学模式应用
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作者 吴正洋 梁梓杰 +2 位作者 王腾 吴双燕 汤庸 《计算机教育》 2026年第2期109-115,共7页
针对高校编程通识课程所面临的学生基础差异显著导致实验中难以及时全面辅导,在线代码评测缺乏错误修正引导而影响学生自主探究的问题,提出融合知识检索增强AI助教的编程实验教学模式,通过Python课程实证分析说明该模式通过动态反馈与... 针对高校编程通识课程所面临的学生基础差异显著导致实验中难以及时全面辅导,在线代码评测缺乏错误修正引导而影响学生自主探究的问题,提出融合知识检索增强AI助教的编程实验教学模式,通过Python课程实证分析说明该模式通过动态反馈与实时个性化指导能够有效提升学习效果,知识检索增强AI辅助对编程实验教学有效。 展开更多
关键词 计算机编程课程 智慧教育 大语言模型 Ai助教
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基于Vue+SpringBoot的程序设计课程在线测试系统的设计与实现
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作者 黄人薇 陈晓柱 《河南科技》 2026年第6期43-46,共4页
【目的】程序设计课程在培养学生的逻辑思维能力、算法设计能力、编程解决实际问题能力等方面起着重要的作用。为促进课程线上、线下混合式教学的有机融合,满足教师快捷出题与自动批改,以及学生自主练习与诚信测试的需求,设计并实现了基... 【目的】程序设计课程在培养学生的逻辑思维能力、算法设计能力、编程解决实际问题能力等方面起着重要的作用。为促进课程线上、线下混合式教学的有机融合,满足教师快捷出题与自动批改,以及学生自主练习与诚信测试的需求,设计并实现了基于Vue+SpringBoot的程序设计开发课程在线测试系统。【方法】系统采用前后端分离的设计理念,前端选用Vue.js框架和Element UI组件库,后端选用SpringBoot框架和MybatisPlus框架,安全访问控制选用Spring Security,并且选用MySQL数据库存储数据,验证合法的请求由Spring MVC负责数据交互。【结果】该系统实现了填空题、单选题、多选题、判断题等客观题的自动评分,简答题、编程题等主观题的错题分析、自动组卷、成绩生成、统计分析等功能。【结论】该系统既方便了教师批阅,也方便了学生作答,是线下学习的延展,助力线上、线下混合式教学。同时,系统安全稳定,运行效率高,功能可扩展性强。 展开更多
关键词 Vue SpringBoot 程序设计课程 在线测试
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基于CDIO理念的“Python程序设计”课程教学实践改革
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作者 骆岩红 曹维萍 《计算机应用文摘》 2026年第1期53-55,62,共4页
针对传统程序设计语言课程中普遍存在的理论与实践脱节、学生知识应用能力薄弱等问题,文章基于CDIO工程教育模式,提出了一套“Python程序设计”课程教学改革方案。该方案以培养学生解决实际工程问题的能力为核心目标,通过将CDIO理念深... 针对传统程序设计语言课程中普遍存在的理论与实践脱节、学生知识应用能力薄弱等问题,文章基于CDIO工程教育模式,提出了一套“Python程序设计”课程教学改革方案。该方案以培养学生解决实际工程问题的能力为核心目标,通过将CDIO理念深度融入教学内容与教学方法,旨在帮助学生掌握编程技术的实践应用,激发学生对程序设计课程的学习兴趣。改革方案更加注重学生在学习过程中应具备的能力与素质培养,强调创新能力、团队协作能力和实践能力的综合发展,从而有效提升学生的实际应用水平与就业竞争力。 展开更多
关键词 CDiO Python程序设计 项目驱动
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基于CiteSpace的物流专业设置与文献分析——本科与研究生培养对比
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作者 员丽芬 范宏强 唐源洁 《物流科技》 2026年第7期144-148,共5页
随着物流行业在国民经济中的基础性地位日益凸显,国家对物流教育的重视不断加深。文章系统分析了我国物流管理与物流工程本科与研究生教育的专业设置及发展情况,利用CiteSpace软件对相关文献进行了定量分析。研究发现,物流管理作为开设... 随着物流行业在国民经济中的基础性地位日益凸显,国家对物流教育的重视不断加深。文章系统分析了我国物流管理与物流工程本科与研究生教育的专业设置及发展情况,利用CiteSpace软件对相关文献进行了定量分析。研究发现,物流管理作为开设较早的本科专业,研究成果丰富,已逐步形成较为完善的课程体系与培养模式;而物流工程虽起步较晚,但随着智能化、信息化技术的发展,已形成与现代物流需求相匹配的专业设置。研究生阶段,物流管理与物流工程的界限逐渐模糊,形成了“物流工程与管理”复合型培养模式,突出了技术与管理的结合。通过文献计量分析,文章还揭示了不同培养层次间的研究热点及其演化趋势,为我国物流专业教育体系优化提供了理论依据和政策参考。 展开更多
关键词 物流学科 专业设置 CiTESPACE 人才培养
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AI辅助编程教学中思维链式启发策略探索
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作者 王帅 杨大智 +4 位作者 盛浩 杜鹏程 李莹 金鑫 柯韦 《计算机教育》 2026年第2期143-147,共5页
针对编程教学中学习者思维固化与知识迁移困难的实际情况,分析目前大模型代码示范模式存在的认知断层问题,提出基于思维链的阶梯式引导策略,具体阐述如何通过特征词工程解构复杂任务为可操作的认知节点,构建具有时序逻辑的提示体系,在... 针对编程教学中学习者思维固化与知识迁移困难的实际情况,分析目前大模型代码示范模式存在的认知断层问题,提出基于思维链的阶梯式引导策略,具体阐述如何通过特征词工程解构复杂任务为可操作的认知节点,构建具有时序逻辑的提示体系,在关键算法逻辑处设置反思性脚手架,提高代码注释密度与学习者调试自主性,形成词法—语法—语义—优化—程序实现的认知闭环,以数据科学与智能计算课程为例介绍教学实践并说明效果,为智能化编程教育提供可迁移的启发式教学范式。 展开更多
关键词 大语言模型 思维链 特征词工程 Ai辅助编程 数据科学与智能计算
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