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EDIS:A simulation software for dynamic ion intercalation/deintercalation processes in electrode materials
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作者 Liqi Wang Ruijuan Xiao Hong Li 《Chinese Physics B》 2026年第1期188-203,共16页
As the core determinant of lithium-ion battery performance,electrode materials play a crucial role in defining the battery's capacity,cycling stability,and durability.During charging and discharging,electrode mate... As the core determinant of lithium-ion battery performance,electrode materials play a crucial role in defining the battery's capacity,cycling stability,and durability.During charging and discharging,electrode materials undergo complex ion intercalation and deintercalation processes,accompanied by defect formation and structural evolution.However,the microscopic mechanisms underlying processes such as cation disordering,lattice oxygen loss,and stage structure formation are still not fully understood.To address these challenges,we have developed the Electrode Dynamic Ion Intercalation/Deintercalation Simulator(EDIS),a software platform designed to simulate the dynamic processes of ion intercalation and deintercalation in electrode materials.Leveraging high-precision machine learning potentials,EDIS can efficiently model structural evolution and lithium-ion diffusion behavior under various states of charge and discharge,achieving accuracy approaching that of quantum mechanical methods in relevant chemical spaces.The software supports quantitative analysis of how variations in lithium-ion concentration and distribution affect lithium-ion transport properties,enables evaluation of the impact of structural defects,and allows for tracking of both structural evolution and transport characteristics during continuous cycling.EDIS is versatile and can be extended to sodium-ion batteries and related systems.By enabling in-depth analysis of these microscopic processes,EDIS provides a robust theoretical tool for mechanistic studies and the rational design of high-performance electrode materials for next-generation lithium-ion batteries. 展开更多
关键词 electrode materials ion(de)intercalation dynamic simulation machine learning potential
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Research on the Application of MWorks Simulation Software in Circuit Fundamentals Courses in Vocational Colleges
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作者 Mingyue Ren 《Journal of Electronic Research and Application》 2025年第3期144-151,共8页
This article focuses on the teaching of circuit foundation courses in vocational colleges and explores in depth the application of MWorks simulation software.By analyzing the limitations of traditional circuit foundat... This article focuses on the teaching of circuit foundation courses in vocational colleges and explores in depth the application of MWorks simulation software.By analyzing the limitations of traditional circuit foundation course teaching,this article elaborates on the advantages of MWorks software in teaching,including intuitive presentation of circuit principles,provision of rich component libraries,and powerful analysis functions.Detailed teaching practice cases based on the software were introduced,such as simple circuit construction and analysis,complex circuit fault troubleshooting,etc.,and the application effect was demonstrated by comparing actual teaching data.The results show that MWorks simulation software effectively enhances students’learning interest,practical ability,and theoretical knowledge mastery,providing strong support for the improvement of the teaching quality of circuit foundation courses in vocational colleges. 展开更多
关键词 Vocational colleges Circuit fundamentals course MWorks simulation software Teaching application
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Exploration and Practice of Using MWorks Simulation Software to Promote Teaching through Competitions in Vocational Colleges
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作者 Ming-Yue Ren 《Journal of Contemporary Educational Research》 2025年第4期161-168,共8页
This article aims to explore the teaching mode of using MWorks simulation software to promote teaching in circuit fundamentals courses in vocational colleges through competitions.By analyzing the limitations of tradit... This article aims to explore the teaching mode of using MWorks simulation software to promote teaching in circuit fundamentals courses in vocational colleges through competitions.By analyzing the limitations of traditional teaching,this article elaborates on the functional advantages of MWorks software and its specific application methods in promoting teaching through competitions,including how to combine skill competitions for teaching design,organizing internal selection and training,and other aspects.Practice has shown that this model effectively enhances students’professional skills,innovation ability,and teamwork spirit,while also promoting the improvement of teachers’teaching level.Finally,the problems encountered during the application process were reflected upon,and improvement suggestions were proposed,providing a reference for relevant teaching reforms in vocational colleges. 展开更多
关键词 Vocational colleges MWorks simulation software Teaching through competition Circuit Fundamentals course
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基于SolidWorks Simulation的“双肺模型”智能宠物烘干箱设计与试验
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作者 钱涛 李颖 +1 位作者 巨潮哲 费利君 《包装工程》 北大核心 2026年第2期143-156,共14页
目的为了全面改进宠物烘干箱的烘干效率与功能体验,设计一款“双向流通、多面循环”的“双肺模型”智能宠物烘干箱。方法提出“双肺模型”风道设计原理与原则,并使用SolidWorks Simulation有限元分析工具进行腔体建模及风力循环系统模... 目的为了全面改进宠物烘干箱的烘干效率与功能体验,设计一款“双向流通、多面循环”的“双肺模型”智能宠物烘干箱。方法提出“双肺模型”风道设计原理与原则,并使用SolidWorks Simulation有限元分析工具进行腔体建模及风力循环系统模拟试验,根据风道试验结果推导出“双肺模型”宠物烘干箱风道设计的基本构型,再结合腔体试验结果与智能设计方法进行产品外观造型与功能结构设计。结果基于SolidWorks Simulation仿真试验的有限元分析表明,17.5°凸面腔体、底部进风“三进两出”的“双肺模型”,用于宠物烘干箱的风道设计,能够最大限度地利用风速流动,发挥其风道效能以提升烘干效率。结论功能分析表明,由于“双肺模型”风道设计改善了腔体内的风速流通和空气循环,在降低风速的情况下,依然能够保持较好的烘干效率,而风速的降低有助于提升宠物适应性及减轻噪声干扰。烘干效果测试及用户体验评价验证了“双肺模型”风道设计对本产品功能体验的全方位改进。 展开更多
关键词 SolidWorks simulation 双肺模型 风道设计 宠物烘干箱 智能产品设计
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An Eulerian-Lagrangian parallel algorithm for simulation of particle-laden turbulent flows 被引量:1
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作者 Harshal P.Mahamure Deekshith I.Poojary +1 位作者 Vagesh D.Narasimhamurthy Lihao Zhao 《Acta Mechanica Sinica》 2026年第1期15-34,共20页
This paper presents an Eulerian-Lagrangian algorithm for direct numerical simulation(DNS)of particle-laden flows.The algorithm is applicable to perform simulations of dilute suspensions of small inertial particles in ... This paper presents an Eulerian-Lagrangian algorithm for direct numerical simulation(DNS)of particle-laden flows.The algorithm is applicable to perform simulations of dilute suspensions of small inertial particles in turbulent carrier flow.The Eulerian framework numerically resolves turbulent carrier flow using a parallelized,finite-volume DNS solver on a staggered Cartesian grid.Particles are tracked using a point-particle method utilizing a Lagrangian particle tracking(LPT)algorithm.The proposed Eulerian-Lagrangian algorithm is validated using an inertial particle-laden turbulent channel flow for different Stokes number cases.The particle concentration profiles and higher-order statistics of the carrier and dispersed phases agree well with the benchmark results.We investigated the effect of fluid velocity interpolation and numerical integration schemes of particle tracking algorithms on particle dispersion statistics.The suitability of fluid velocity interpolation schemes for predicting the particle dispersion statistics is discussed in the framework of the particle tracking algorithm coupled to the finite-volume solver.In addition,we present parallelization strategies implemented in the algorithm and evaluate their parallel performance. 展开更多
关键词 DNS Eulerian-Lagrangian Particle tracking algorithm Point-particle Parallel software
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基于Plant Simulation的腕臂生产线仿真与优化研究
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作者 毛紫薇 樊燕 《河南科技》 2026年第2期39-45,共7页
【目的】腕臂是稳定高铁电网系统的核心支撑装置,其需求量随着高铁建设的发展不断增加。针对当前接触网腕臂生产线存在的生产效率低下等问题展开研究,旨在优化生产流程,提升产能与资源利用率。【方法】运用生产线平衡方法对腕臂生产过... 【目的】腕臂是稳定高铁电网系统的核心支撑装置,其需求量随着高铁建设的发展不断增加。针对当前接触网腕臂生产线存在的生产效率低下等问题展开研究,旨在优化生产流程,提升产能与资源利用率。【方法】运用生产线平衡方法对腕臂生产过程进行分析,在Plant Simulation软件中建立腕臂预配生产线模型,进行生产线的仿真模拟。【结果】研究发现,当前生产线存在工位利用率较低、工人等待时间较长及生产线平衡率低等问题,识别出影响生产线效率的瓶颈工序为“调整斜腕臂螺栓扭矩”。根据研究结果优化生产线工序流程并对优化后的生产线进行仿真模拟,优化后的腕臂生产线平衡率增长了23.59%,产能增幅近20%,工人负荷率及工位利用效率均得到有效提升。【结论】通过腕臂生产线平衡分析与生产流程优化,能够显著提升整体生产效率与资源配置合理性。 展开更多
关键词 腕臂 生产线平衡法 仿真优化 Plant simulation软件 生产节拍
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Design and Exploration of Intelligent Software Testing Course
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作者 Depeng Gao Rui Wu +1 位作者 Shihan Xiao Shuxi Chen 《计算机教育》 2026年第3期47-53,共7页
With the rapid development of artificial intelligence,the intelligence level of software is increasingly improving.Intelligent software,which is widely applied in crucial fields such as autonomous driving,intelligent ... With the rapid development of artificial intelligence,the intelligence level of software is increasingly improving.Intelligent software,which is widely applied in crucial fields such as autonomous driving,intelligent customer service,and medical diagnosis,is constructed based on complex technologies like machine learning and deep learning.Its uncertain behavior and data dependence pose unprecedented challenges to software testing.However,existing software testing courses mainly focus on conventional contents and are unable to meet the requirements of intelligent software testing.Therefore,this work deeply analyzed the relevant technologies of intelligent software testing,including reliability evaluation indicator system,neuron coverage,and test case generation.It also systematically designed an intelligent software testing course,covering teaching objectives,teaching content,teaching methods,and a teaching case.Verified by the practical teaching in four classes,this course has achieved remarkable results,providing practical experience for the reform of software testing courses. 展开更多
关键词 Intelligent software testing Intelligent software software testing Course design
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基于SolidWorks Simulation的大型艺术装置的改进优化
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作者 杨炎 《机械管理开发》 2026年第1期147-149,共3页
大型艺术装置在常规设计中都是根据设计师经验进行,容易出现大量设计问题。基于此,以某大型艺术装置为研究对象,基于SolidWorks Simulation对装置的支撑腿结构进行了静力学分析。首先,对早期设计方案进行了有限元分析,结果表明在一定荷... 大型艺术装置在常规设计中都是根据设计师经验进行,容易出现大量设计问题。基于此,以某大型艺术装置为研究对象,基于SolidWorks Simulation对装置的支撑腿结构进行了静力学分析。首先,对早期设计方案进行了有限元分析,结果表明在一定荷载条件下支撑腿存在局部应力过载和整体变形严重的问题,从而验证了早期版本在施工过程中遇到的支撑问题,并验证了临时补救方案的合理性。最后针对施工过程中遇到的支撑问题,提出新的支撑方案,并重新建立了新的三维模型。通过对优化方案的静力学分析,验证了改进措施能够显著降低最大应力水平和结构变形。最终,新的设计方案成功用于设计施工,彻底解决了早期版本的设计缺陷,达到最初的设计预期。 展开更多
关键词 艺术装置 支撑腿 simulation 有限元分析
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OSSerCopilot:An LLM-driven Tutoring System for Fostering Open Source Competency in Software Engineering Education
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作者 Xin Tan Jingyi Tan +4 位作者 Weimiao Ren Keqing Fan Xiao Long Fang Liu Li Zhang 《计算机教育》 2026年第3期119-129,共11页
In the context of large language model(LLM)reshaping software engineering education,this paper presents OSSerCopilot,a LLM-based tutoring system designed to address the critical challenge faced by newcomers(especially... In the context of large language model(LLM)reshaping software engineering education,this paper presents OSSerCopilot,a LLM-based tutoring system designed to address the critical challenge faced by newcomers(especially student contributors)in open source software(OSS)communities.Leveraging natural language processing,code semantic understanding,and learner profiling,the system functions as an intelligent tutor to scaffold three core competency domains:contribution guideline interpretation,project architecture comprehension,and personalized task matching.By transforming traditional onboarding barriers-such as complex contribution documentation and opaque project structures-into interactive learning journeys,OSSerCopilot enables newcomers to complete their first OSS contribution more easily and confidently.This paper highlights how LLM technologies can redefine software engineering education by bridging the gap between theoretical knowledge and practical OSS participation,offering implications for curriculum design,competency assessment,and sustainable OSS ecosystem cultivation.A demonstration video of the system is available at https://figshare.com/articles/media/OSSerCopilot_Introduction_mp4/29510276. 展开更多
关键词 software engineering education Open source software education Intelligent tutoring systems Newcomer onboarding Large language models AI-driven educational tools OSS contribution
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Research and Practice of a New Training Model for Software Engineering Courses Based on Generative AI and OBE Concepts
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作者 Shengshai Zhang Xiaodong Yu +1 位作者 Jianhui Jiang Lixiao Zhang 《计算机教育》 2026年第3期139-147,共9页
With the advent of the AI era,how can students effectively utilize generative AI large models to assist in course learning?At the same time,how can teachers utilize generative AI tools and the teaching concept of OBE ... With the advent of the AI era,how can students effectively utilize generative AI large models to assist in course learning?At the same time,how can teachers utilize generative AI tools and the teaching concept of OBE to stimulate students’innovative consciousness and teamwork ability,enabling students to identify some problems in a certain industry or field and creatively propose feasible solutions,and truly achieve the cultivation of new models in software engineering course teaching with the assistance of generative AI tools?This paper presents research and practice on a new model for cultivating software engineering courses that integrates generative AI and OBE,introduces the specific process of teaching reform and practice,and finally explains the achievements of teaching reform. 展开更多
关键词 Generative AI OBE software engineering Teaching reform
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Numerical Simulation on Thermomechanical Coupling Process in Friction Stir-Assisted Wire Arc Additive Manufacturing
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作者 Li Long Xiao Yichen +2 位作者 Shi Lei Chen Ji Wu Chuansong 《稀有金属材料与工程》 北大核心 2026年第1期1-8,共8页
Wire arc additive manufacturing(WAAM)has emerged as a promising approach for fabricating large-scale components.However,conventional WAAM still faces challenges in optimizing microstructural evolution,minimizing addit... Wire arc additive manufacturing(WAAM)has emerged as a promising approach for fabricating large-scale components.However,conventional WAAM still faces challenges in optimizing microstructural evolution,minimizing additive-induced defects,and alleviating residual stress and deformation,all of which are critical for enhancing the mechanical performance of the manufactured parts.Integrating interlayer friction stir processing(FSP)into WAAM significantly enhances the quality of deposited materials.However,numerical simulation research focusing on elucidating the associated thermomechanical coupling mechanisms remains insufficient.A comprehensive numerical model was developed to simulate the thermomechanical coupling behavior in friction stir-assisted WAAM.The influence of post-deposition FSP on the coupled thermomechanical response of the WAAM process was analyzed quantitatively.Moreover,the residual stress distribution and deformation behavior under both single-layer and multilayer deposition conditions were investigated.Thermal analysis of different deposition layers in WAAM and friction stir-assisted WAAM was conducted.Results show that subsequent layer deposition induces partial remelting of the previously solidified layer,whereas FSP does not cause such remelting.Furthermore,thermal stress and deformation analysis confirm that interlayer FSP effectively mitigates residual stresses and distortion in WAAM components,thereby improving their structural integrity and mechanical properties. 展开更多
关键词 friction stir processing wire arc additive manufacturing numerical simulation thermomechanical coupling temperature field DEFORMATION
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Dynamic Simulation of Tracked Vehicle Using the DADS Software 被引量:1
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作者 郭军 王申申 李晓雷 《Journal of Beijing Institute of Technology》 EI CAS 2001年第4期370-375,共6页
The track model used in the dynamic analysis and design system software is investigated. A home made tank is taken as an example to illustrate the method for modeling an integral tracked vehicle and perform the dynam... The track model used in the dynamic analysis and design system software is investigated. A home made tank is taken as an example to illustrate the method for modeling an integral tracked vehicle and perform the dynamic simulation. The obtained results have demonstrated that the simulation method has the advantage of high efficiency, more convenience and more insight into the dynamical behavior of the system. 展开更多
关键词 DADS software tracked vehicle dynamic simulation
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Developing Innovation Capacity in Graduate Software Engineering Practice Through Newquality Productive Forces
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作者 Ting Cai Tianyuan Yin +2 位作者 Yuxin Wu Shan Lin Zhiwei Ye 《计算机教育》 2026年第3期220-229,共10页
The rapid development of new-quality productive forces(NQPF)has intensified the demand for high-level innovative talent.As a representative of NQPF,generative artificial intelligence(GenAI)offers powerful tools to res... The rapid development of new-quality productive forces(NQPF)has intensified the demand for high-level innovative talent.As a representative of NQPF,generative artificial intelligence(GenAI)offers powerful tools to reshape talent cultivation but also presents significant challenges,including skill hollowing,ethical risks,and a growing disconnect between education and industry needs.Currently,graduate-level software engineering education struggles with outdated curricula and insufficient alignment with practical demands.In this paper,we propose a dual-core collaborative framework driven by“GenAI technology”and“industry demand”.Under this framework,we design a four-dimensional capability development path to enhance graduate students’innovation in software engineering practice.This path focuses on①scientific research innovation,②engineering problem-solving,③cross-domain collaborative evolution,and④ethical risk governance.The proposed approach promotes a shift from traditional knowledge transfer to human-machine collaborative innovation,aligning talent cultivation with the demands of the NQPF. 展开更多
关键词 New-quality productive forces GenAI Graduate student software engineering Innovation ability
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基于SolidWorks Flow Simulation的调节阀流场模拟与固有流量特性研究
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作者 李庆 范文瀚 《阀门》 2026年第2期212-218,共7页
调节阀开度与流量特性直接影响工业过程的控制精度,流量系数C_(v)是评价其流通性能的核心指标。以DN100、CL150、可调比R=50的单座调节阀为对象,采用SolidWorks Flow Simulation构建三维流场模型,对10%~100%开度区间的阀门开展数值模拟... 调节阀开度与流量特性直接影响工业过程的控制精度,流量系数C_(v)是评价其流通性能的核心指标。以DN100、CL150、可调比R=50的单座调节阀为对象,采用SolidWorks Flow Simulation构建三维流场模型,对10%~100%开度区间的阀门开展数值模拟,通过模型简化、节流区网格加密与规范边界条件获取速度场、压力场分布;网格独立性验证表明,中等密度网格的C_(v)计算偏差小于3%,满足工程精度。恒定压差下提取各开度下的稳态流量并计算C_(v),结果显示C_(v)呈等百分比增长,小开度增长平缓、中大开度增速加快,与节流机理一致;仿真结果与R=50理论等百分比曲线在多数开度区间吻合,验证了方法的可靠性。该仿真方法为调节阀设计优化、流量特性预测与性能评估提供了有效支撑。 展开更多
关键词 单座调节阀 流量系数C_(v) CFD数值模拟 等百分比特性 SolidWorks Flow simulation
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Exploring Reform Strategies for Software Engineering Talent Development Models in the AI Era
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作者 Linying Jiang Guibing Guo +1 位作者 Jianzhe Zhao Xiaochun Yang 《计算机教育》 2026年第3期95-100,共6页
The rapid development of artificial intelligence(AI)has placed significant pressure on universities to rethink how they train software engineering students.Tools like GitHub Copilot can now generate basic code in seco... The rapid development of artificial intelligence(AI)has placed significant pressure on universities to rethink how they train software engineering students.Tools like GitHub Copilot can now generate basic code in seconds.This raises important questions:What is the value of traditional programming education?What role should instructors play when AI becomes a powerful teaching assistant?How should the goals of software engineering programs change as companies increasingly use AI to handle coding tasks?This paper explores the key challenges AI brings to software engineering education and proposes practical strategies for updating talent development models to meet these changes. 展开更多
关键词 Artificial intelligence software engineering education Talent development Reform strategies
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Effect of Al segregation on dislocation transmutation across{1012}twin boundaries in Mg:An atomistic simulation study
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作者 Lang Liu Xuan Luo +2 位作者 Konstantinos Papadikis Yunchang Xin Qing Liu 《Journal of Magnesium and Alloys》 2026年第1期427-438,共12页
Atomistic simulations were adopted to study the solute segregation effect on dislocation transmutation across the{1012}twin boundaries in magnesium.For pure magnesium,the dislocation-twin reaction resulted in the form... Atomistic simulations were adopted to study the solute segregation effect on dislocation transmutation across the{1012}twin boundaries in magnesium.For pure magnesium,the dislocation-twin reaction resulted in the formation of sessile dislocations accompanied by the fast migration of the twin boundary,and no〈c+a〉dislocation occurred.With Al segregation,instead,two basal dislocations transmuted into one prismatic〈c+a〉dislocation in the twin.Twin migration was significantly impeded,and the resultant twin disconnections stayed localized and had a higher step character than in pure Mg.To reveal the mechanism of the effect of solute segregation,the Peierls barriers of twin disconnections were calculated,and the dynamic evolutions of twin disconnection dipoles were simulated.The results suggested that Al segregation softened the Peierls barrier of twin disconnections but imposed a high pinning force on twin disconnections,thus attenuating their mobility.Moreover,given the same Al segregation,the twin disconnection dipole with a higher step showed greater stability,which explained the presence of localized twin disconnections with a higher step in the cases with Al segregation than in pure magnesium.The solute segregation induced low mobility of twin disconnections contributed to the occurrence of〈c+a〉dislocations. 展开更多
关键词 MAGNESIUM TWIN DISLOCATION SEGREGATION Atomistic simulation
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GranuSAS:Software of rapid particle size distribution analysis from small angle scattering data
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作者 Qiaoyu Guo Fei Xie +3 位作者 Xuefei Feng Zhe Sun Changda Wang Xuechen Jiao 《Chinese Physics B》 2026年第2期216-225,共10页
Small angle x-ray scattering(SAXS)is an advanced technique for characterizing the particle size distribution(PSD)of nanoparticles.However,the ill-posed nature of inverse problems in SAXS data analysis often reduces th... Small angle x-ray scattering(SAXS)is an advanced technique for characterizing the particle size distribution(PSD)of nanoparticles.However,the ill-posed nature of inverse problems in SAXS data analysis often reduces the accuracy of conventional methods.This article proposes a user-friendly software for PSD analysis,GranuSAS,which employs an algorithm that integrates truncated singular value decomposition(TSVD)with the Chahine method.This approach employs TSVD for data preprocessing,generating a set of initial solutions with noise suppression.A high-quality initial solution is subsequently selected via the L-curve method.This selected candidate solution is then iteratively refined by the Chahine algorithm,enforcing constraints such as non-negativity and improving physical interpretability.Most importantly,GranuSAS employs a parallel architecture that simultaneously yields inversion results from multiple shape models and,by evaluating the accuracy of each model's reconstructed scattering curve,offers a suggestion for model selection in material systems.To systematically validate the accuracy and efficiency of the software,verification was performed using both simulated and experimental datasets.The results demonstrate that the proposed software delivers both satisfactory accuracy and reliable computational efficiency.It provides an easy-to-use and reliable tool for researchers in materials science,helping them fully exploit the potential of SAXS in nanoparticle characterization. 展开更多
关键词 small angle x-ray scattering data analysis software particle size distribution inverse problem
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Simulation on mechanochemical coupling of rotary biomotors F_(1) and V_(1)
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作者 Liqiang Dai Yao-Gen Shu Zhong-Can Ouyang 《Chinese Physics B》 2026年第2期659-667,共9页
The F_(1)-ATPase and V_(1)-ATPase are rotary biomotors.Alignment of their amino acid sequences,which originate from bovine heart mitochondria(1BMF)and Enterococcus hirae(3VR6),respectively,demonstrates that the segmen... The F_(1)-ATPase and V_(1)-ATPase are rotary biomotors.Alignment of their amino acid sequences,which originate from bovine heart mitochondria(1BMF)and Enterococcus hirae(3VR6),respectively,demonstrates that the segment forming the ATP catalytic pocket is highly conserved.Single-molecule experiments,however,have revealed subtle differences in efficiency between the F_(1) and V_(1) motors.Here,we perform both atomistic and coarse-grained molecular dynamics simulations to investigate the mechanochemical coupling and coordination in F_(1) and V_(1) ATPase.Our results show that the correlation between conformational changes in F_(1) is stronger than that in V_(1),indicating that the mechanochemical coupling in F_(1) is tighter than in V_(1).Moreover,the unidirectional rotation of F_(1) is more processive than that of V_(1),which accounts for the higher efficiency observed in F_(1) and explains the occasional backward steps detected in single-molecule experiments on V_(1). 展开更多
关键词 rotary biomotor CORRELATION mechanochemical coupling simulation
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A Hybrid Approach to Software Testing Efficiency:Stacked Ensembles and Deep Q-Learning for Test Case Prioritization and Ranking
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作者 Anis Zarrad Thomas Armstrong Jaber Jemai 《Computers, Materials & Continua》 2026年第3期1726-1746,共21页
Test case prioritization and ranking play a crucial role in software testing by improving fault detection efficiency and ensuring software reliability.While prioritization selects the most relevant test cases for opti... Test case prioritization and ranking play a crucial role in software testing by improving fault detection efficiency and ensuring software reliability.While prioritization selects the most relevant test cases for optimal coverage,ranking further refines their execution order to detect critical faults earlier.This study investigates machine learning techniques to enhance both prioritization and ranking,contributing to more effective and efficient testing processes.We first employ advanced feature engineering alongside ensemble models,including Gradient Boosted,Support Vector Machines,Random Forests,and Naive Bayes classifiers to optimize test case prioritization,achieving an accuracy score of 0.98847 and significantly improving the Average Percentage of Fault Detection(APFD).Subsequently,we introduce a deep Q-learning framework combined with a Genetic Algorithm(GA)to refine test case ranking within priority levels.This approach achieves a rank accuracy of 0.9172,demonstrating robust performance despite the increasing computational demands of specialized variation operators.Our findings highlight the effectiveness of stacked ensemble learning and reinforcement learning in optimizing test case prioritization and ranking.This integrated approach improves testing efficiency,reduces late-stage defects,and improves overall software stability.The study provides valuable information for AI-driven testing frameworks,paving the way for more intelligent and adaptive software quality assurance methodologies. 展开更多
关键词 software testing test case prioritization test case ranking machine learning reinforcement learning deep Q-learning
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Exploration and Practice in Building a Diversified Faculty Team for Specialized Software Talent Cultivation
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作者 Fangshi Wang Weiwei Xing +1 位作者 Wei Lu Shunli Zhang 《计算机教育》 2026年第3期67-73,共7页
Faculty development serves as a critical foundation for ensuring the quality of higher education.To meet the needs of cultivating specialized software talents and promoting teaching reform,it is particularly crucial t... Faculty development serves as a critical foundation for ensuring the quality of higher education.To meet the needs of cultivating specialized software talents and promoting teaching reform,it is particularly crucial to build a faculty team with knowledge in industry application fields and experience in domestic software development.This paper first analyzes the new requirements for the faculty imposed by the cultivation of specialized software talents and the existing problems in the current faculty.Then,in response to these issues,it introduces the reforms and explorations carried out by the School of Software Engineering at Beijing Jiaotong University in the construction of the faculty for cultivating specialized software talents.The aim is to build a high-caliber and diversified faculty that boasts strong political qualities,interdisciplinary integration,complementary advantages between full-time and part-time faculty,and in-depth integration of industry and education. 展开更多
关键词 Specialized software talents Diversified faculty team Interdisciplinary integration Integration of industry and education
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