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Computational Experiments for Complex Social Systems:Experiment Design and Generative Explanation 被引量:2
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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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Complex Adaptive Systems:Computational Modeling and Simulation in the Social Sciences
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作者 Qiang SUN 《计算社会科学》 2025年第1期17-36,共20页
This paper develops a comprehensive computational modeling and simulation framework based on Complex Adaptive Systems(CAS)theory to unveil the underlying mechanisms of self-organization,nonlinear evolution,and emergen... This paper develops a comprehensive computational modeling and simulation framework based on Complex Adaptive Systems(CAS)theory to unveil the underlying mechanisms of self-organization,nonlinear evolution,and emergence in social systems.By integrating mathematical models,agent-based modeling,network dynamic analysis,and hybrid modeling approaches,the study applies CAS theory to case studies in economic markets,political decision-making,and social interactions.The experimental results demonstrate that local interactions among individual agents can give rise to complex global phenomena,such as market fluctuations,opinion polarization,and sudden outbreaks of social movements.This framework not only provides a more robust explanation for the nonlinear dynamics and abrupt transitions that traditional models often fail to capture,but also offers valuable decision-support tools for public policy formulation,social governance,and risk management.Emphasizing the importance of interdisciplinary approaches,this work outlines future research directions in high-performance computing,artificial intelligence,and real-time data integration to further advance the theoretical and practical applications of CAS in the social sciences. 展开更多
关键词 Complex Adaptive Systems computational Modeling Simulation experiments agent-based Modeling Network Analysis EMERGENCE Nonlinear Dynamics Social Systems
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From the perspective of experimental practice: High-throughput computational screening in photocatalysis
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作者 Yunxuan Zhao Junyu Gao +2 位作者 Xuanang Bian Han Tang Tierui Zhang 《Green Energy & Environment》 SCIE EI CAS CSCD 2024年第1期1-6,共6页
Photocatalysis,a critical strategy for harvesting sunlight to address energy demand and environmental concerns,is underpinned by the discovery of high-performance photocatalysts,thereby how to design photocatalysts is... Photocatalysis,a critical strategy for harvesting sunlight to address energy demand and environmental concerns,is underpinned by the discovery of high-performance photocatalysts,thereby how to design photocatalysts is now generating widespread interest in boosting the conversion effi-ciency of solar energy.In the past decade,computational technologies and theoretical simulations have led to a major leap in the development of high-throughput computational screening strategies for novel high-efficiency photocatalysts.In this viewpoint,we started with introducing the challenges of photocatalysis from the view of experimental practice,especially the inefficiency of the traditional“trial and error”method.Sub-sequently,a cross-sectional comparison between experimental and high-throughput computational screening for photocatalysis is presented and discussed in detail.On the basis of the current experimental progress in photocatalysis,we also exemplified the various challenges associated with high-throughput computational screening strategies.Finally,we offered a preferred high-throughput computational screening procedure for pho-tocatalysts from an experimental practice perspective(model construction and screening,standardized experiments,assessment and revision),with the aim of a better correlation of high-throughput simulations and experimental practices,motivating to search for better descriptors. 展开更多
关键词 PHOTOCATALYSIS High-throughput computational screening PHOTOCATALYST Theoretical simulations experiments
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Hysteresis-Loop Criticality in Disordered Ferromagnets–A Comprehensive Review of Computational Techniques
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作者 Djordje Spasojevic Sanja Janicevic +1 位作者 Svetislav Mijatovic Bosiljka Tadic 《Computer Modeling in Engineering & Sciences》 2025年第2期1021-1107,共87页
Disordered ferromagnets with a domain structure that exhibit a hysteresis loop when driven by the external magnetic field are essential materials for modern technological applications.Therefore,the understanding and p... Disordered ferromagnets with a domain structure that exhibit a hysteresis loop when driven by the external magnetic field are essential materials for modern technological applications.Therefore,the understanding and potential for controlling the hysteresis phenomenon in thesematerials,especially concerning the disorder-induced critical behavior on the hysteresis loop,have attracted significant experimental,theoretical,and numerical research efforts.We review the challenges of the numerical modeling of physical phenomena behind the hysteresis loop critical behavior in disordered ferromagnetic systems related to the non-equilibriumstochastic dynamics of domain walls driven by external fields.Specifically,using the extended Random Field Ising Model,we present different simulation approaches and advanced numerical techniques that adequately describe the hysteresis loop shapes and the collective nature of the magnetization fluctuations associated with the criticality of the hysteresis loop for different sample shapes and varied parameters of disorder and rate of change of the external field,as well as the influence of thermal fluctuations and demagnetizing fields.The studied examples demonstrate how these numerical approaches reveal newphysical insights,providing quantitativemeasures of pertinent variables extracted from the systems’simulated or experimentally measured Barkhausen noise signals.The described computational techniques using inherent scale-invariance can be applied to the analysis of various complex systems,both quantum and classical,exhibiting non-equilibrium dynamical critical point or self-organized criticality. 展开更多
关键词 Disordered ferromagnets hysteresis-loop criticality magnetization-reversal avalanches in simulations and experiments zero-temperature and thermal Random Field Ising Model simulations computational techniques for multiparameter scaling analysis multifractal Barkhausen noise finite driving rates demagnetizing effects nonequilibrium critical dynamics
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Optimization of Grouping Evacuation Strategy in High-rise Building Fires Based on Graph Theory and Computational Experiments 被引量:5
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作者 Yuling Hu Xiwei Liu 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2018年第6期1104-1112,共9页
It is difficult to rescue people from outside, and emergency evacuation is still a main measure to decrease casualties in high-rise building fires. To improve evacuation efficiency, a valid and easily manipulated grou... It is difficult to rescue people from outside, and emergency evacuation is still a main measure to decrease casualties in high-rise building fires. To improve evacuation efficiency, a valid and easily manipulated grouping evacuation strategy is proposed. Occupants escape in groups according to the shortest evacuation route is determined by graph theory. In order to evaluate and find the optimal grouping, computational experiments are performed to design and simulate the evacuation processes. A case study shown the application in detail and quantitative research conclusions is obtained. The thoughts and approaches of this study can be used to guide actual high-rise building evacuation processes in future. 展开更多
关键词 computational experiments grouping evacuation graph theory high-rise building fire management strategies
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A CASE STUDY IN THE APPLICATION OF SUPERSATURATED DESIGNS TO COMPUTER EXPERIMENTS 被引量:1
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作者 刘民千 方开泰 《Acta Mathematica Scientia》 SCIE CSCD 2006年第4期595-602,共8页
Supersaturated design is essentially a fractional factorial design in which the number of potential effects is greater than the number of runs. In this article, the supersaturated design is applied to a computer exper... Supersaturated design is essentially a fractional factorial design in which the number of potential effects is greater than the number of runs. In this article, the supersaturated design is applied to a computer experiment through an example of steady current circuit model problem. A uniform mixed-level supersaturated design and the centered quadratic regression model are used. This example shows that supersaturated design and quadratic regression modeling method are very effective for screening effects and building the predictor. They are not only useful in computer experiments but also in industrial and other scientific experiments. 展开更多
关键词 Supersaturated design computer experiment uniform design quadratic regression model
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Computer modeling of high-pressure leaching process of nickel laterite by design of experiments and neural networks 被引量:1
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作者 Milovan Milivojevic Srecko Stopic +2 位作者 Bernd Friedrich Boban Stojanovic Dragoljub Drndarevic 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2012年第7期584-594,共11页
Due to the complex chemical composition of nickel ores, the requests for the decrease of production costs, and the increase of nickel extraction in the existing depletion of high-grade sulfide ores around the world, c... Due to the complex chemical composition of nickel ores, the requests for the decrease of production costs, and the increase of nickel extraction in the existing depletion of high-grade sulfide ores around the world, computer modeling of nickel ore leaching process be- came a need and a challenge. In this paper, the design of experiments (DOE) theory was used to determine the optimal experimental design plan matrix based on the D optimality criterion. In the high-pressure sulfuric acid leaching (HPSAL) process for nickel laterite in "Rudjinci" ore in Serbia, the temperature, the sulfuric acid to ore ratio, the stirring speed, and the leaching time as the predictor variables, and the degree of nickel extraction as the response have been considered. To model the process, the multiple linear regression (MLR) and response surface method (RSM), together with the two-level and four-factor full factorial central composite design (CCD) plan, were used. The proposed re- gression models have not been proven adequate. Therefore, the artificial neural network (ANN) approach with the same experimental plan was used in order to reduce operational costs, give a better modeling accuracy, and provide a more successful process optimization. The model is based on the multi-layer neural networks with the back-propagation (BP) learning algorithm and the bipolar sigmoid activation function. 展开更多
关键词 nickel laterite LEACHING computer simulation design of experiments (DOE) response surface method (RSM) neural networks
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Design and Implementation of Virtual Experiments for Computer Architecture Based on Simulators
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作者 ZHANG Chen-xi LIU Yi LI Jiang-feng 《计算机教育》 2012年第10期28-30,共3页
In china,many students are unable to do experiments in computer architecture courses,which is very important in helping them to understand many key points.The reason is that the cost of the hardware required is too mu... In china,many students are unable to do experiments in computer architecture courses,which is very important in helping them to understand many key points.The reason is that the cost of the hardware required is too much.Besides,it is very difficult to do research study in hardware experiments.In our course,we adopted an alternative way to deal with the problem: to use software simulators,and designed a set of virtual experiments based on these simulators,which are described in detail in this paper. 展开更多
关键词 computer architecture course experiMENT SIMULATOR DESIGN
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A framework for equipment systems-of-systems effectiveness evaluation using parallel experiments approach 被引量:7
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作者 Zilong Cheng Li Fan Yulin Zhang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2015年第2期292-300,共9页
Equipment systems-of-systems (SOS) effectiveness evaluation can provide important reference for construction and optimization of the equipment SoS. After discussing the basic theory and methods of parallel experimen... Equipment systems-of-systems (SOS) effectiveness evaluation can provide important reference for construction and optimization of the equipment SoS. After discussing the basic theory and methods of parallel experiments, we depict an SoS effectiveness analysis and evaluation method using parallel expe- riments theory in detail. A case study is carried out which takes the missile defense system as an example. An artificial system of the missile defense system is constructed with the multi-agent modeling method. Then, single factor, multiple factors and defense position deployment computational experiments are carried out and evaluated with the statistical analysis method. Experiment re- sults show that the altitude of the secondary interception missile is not the key factor which affects SoS effectiveness and putting the defense position ahead will increase defense effectiveness. The case study demonstrates the feasibility of the proposed method. 展开更多
关键词 agent based modeling parallel experiments computational experiments missile defense system effectiveness evaluation
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Comparison of numerical simulations and experiments in conical gas–solid spouted bed 被引量:2
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作者 王淑彦 邵宝力 +4 位作者 刘锐 赵健 刘扬 刘义坤 杨树人 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2015年第10期1579-1586,共8页
Flow behavior of gas and particles in conical spouted beds is experimentally studied and simulated using the twofluid gas-solid model with the kinetic theory of granular flow.The bed pressure drop and fountain height ... Flow behavior of gas and particles in conical spouted beds is experimentally studied and simulated using the twofluid gas-solid model with the kinetic theory of granular flow.The bed pressure drop and fountain height are measured in a conical spouted bed of 100 mm I.D.at different gas velocities.The simulation results are compared with measurements of bed pressure drop and fountain height.The comparison shows that the drag coefficient model used in cylindrical beds under-predicted bed pressure drop and fountain height in conical spouted beds due to the partial weight of particles supported by the inclined side walls.It is found that the numerical results using the drag coefficient model proposed based on the conical spouted bed in this study are in good agreement with experimental data.The present study provides a useful basis for further works on the CFD simulation of conical spouted bed. 展开更多
关键词 FLUIDIZATION Simulation experiMENT Conical spouted bed Drag coefficient model computational fluid dynamics
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A study of the relationship between nurses'experience,structural empowerment,and attitudes toward computer use 被引量:1
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作者 Jehad A.Rababah Mohammed M.Al-Hammouri Wafa’a F.Ta’an 《International Journal of Nursing Sciences》 CSCD 2021年第4期439-443,I0006,共6页
Objective:This study examined the relationship between structural empowerment and nurses’experience and attitudes toward computer use.Methods:This study was conducted using a cross-sectional quantitative design.A tot... Objective:This study examined the relationship between structural empowerment and nurses’experience and attitudes toward computer use.Methods:This study was conducted using a cross-sectional quantitative design.A total of 184 registered nurses from four hospitals in Jordan participated in the current study.Data were collected using a demographics questionnaire,the Conditions for Work Effectiveness Questionnaire-II(CWEQ-II),and the Pretest for Attitudes toward Computers in Healthcare(PATCH).Results:The median of experience in years among nurses was 5.0,ranging from one to 26 years.The mean score for the attitudes toward computer use was 61.90±11.38.Almost half of the participants,45.11%,were in the category of“feel comfortable using user-friendly computers.”The participants’mean average of the total structural empowerment was 12.40±2.43,and the values for its four subscales were:opportunity 3.57±0.87,resources 2.83±0.85,information 3.06±0.79,and support 2.95±0.86.The frequencies analysis revealed that most participants had a moderate level of empowerment(n¼127,69.02%).The bivariate correlation between nurses’experience and attitudes toward computer use was significant(r¼0.17,P<0.05).The relationship between the total structural empowerment score and attitudes toward computer use was positive but weak(r¼0.20,P<0.01).Conclusion:The results indicated that more experienced nurses are more reluctant toward computer use.However,creating an empowering work environment can facilitate nurses’attitudes toward computer use. 展开更多
关键词 Attitude to computers EMPOWERMENT experiENCE Hospital nursing staff JORDAN Nursing administration research
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Architectural Teaching and Design Computing: A Didactic Experience in a Brazilian Architecture Course 被引量:1
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作者 Femando Tadeu de Araujo Lima 《Journal of Civil Engineering and Architecture》 2018年第1期51-58,共8页
In the last years, architectural practice has been confronted with a paradigm shift towards the application of digital methods in design activities. In this regard, it is a pedagogic challenge to provide a suitable co... In the last years, architectural practice has been confronted with a paradigm shift towards the application of digital methods in design activities. In this regard, it is a pedagogic challenge to provide a suitable computational background for architectural students, to improve their ability to apply algorithmic-parametric logic, as well as fabrication and prototyping resources to design problem solving. This challenge is even stronger when considering less favored social and technological contexts, such as in Brazil, for example. In this scenario, this article presents and discusses the procedures and the results from a didactic experience carried out in a design computing-oriented discipline, inserted in the curriculum of a Brazilian architecture course. Hence, this paper shares some design computing teaching experiences and presents some results on computational methods and creative approaches, with a view to contribute to a better understanding about the relations between logical thinking, mathematics and architectural design processes. 展开更多
关键词 Architectural design teaching design computing didactic experience.
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Construction and Practice of Cloud-based Experiment and Innovation Project Supporting Platform for Computer Science Education
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作者 Peng Xu Hui Cai +1 位作者 Jian Kuang Xiaoyan Zhang 《计算机教育》 2018年第12期13-21,共9页
Higher and more requirements on experiments and innovation projects of computer science courses is brought forward to promote the "Double First Class". For these requirements, the cloud-based experiment and ... Higher and more requirements on experiments and innovation projects of computer science courses is brought forward to promote the "Double First Class". For these requirements, the cloud-based experiment and innovation project supporting platform is introduced in this paper. On the one hand, the platform could satisfy the diversified resource requirements of both teachers and students in course experiments and innovation projects. On the other hand, the feature of "construct once and access anywhere" could achieve higher resource utilization rate and lower costs than the traditional "lab-based" experiment mode. The supporting platform has been applied to practice and gains a lot of positive feedbacks. 展开更多
关键词 experiMENT INNOVATION PROJECT cloud computING COURSE computING science
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Statistical physics of human beings in games:Controlled experiments
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作者 梁源 黄吉平 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第7期121-153,共33页
It is important to know whether the laws or phenomena in statistical physics for natural systems with non-adaptive agents still hold for social human systems with adaptive agents, because this implies whether it is po... It is important to know whether the laws or phenomena in statistical physics for natural systems with non-adaptive agents still hold for social human systems with adaptive agents, because this implies whether it is possible to study or understand social human systems by using statistical physics originating from natural systems. For this purpose, we review the role of human adaptability in four kinds of specific human behaviors, namely, normal behavior, herd behavior, contrarian behavior, and hedge behavior. The approach is based on controlled experiments in the framework of market-directed resource-allocation games. The role of the controlled experiments could be at least two-fold: adopting the real human decision-making process so that the system under consideration could reflect the performance of genuine human beings; making it possible to obtain macroscopic physical properties of a human system by tuning a particular factor of the system, thus directly revealing cause and effect. As a result, both computer simulations and theoretical analyses help to show a few counterparts of some laws or phenomena in statistical physics for social human systems: two-phase phenomena or phase transitions, entropy-related phenomena, and a non-equilibrium steady state. This review highlights the role of human adaptability in these counterparts, and makes it possible to study or understand some particular social human systems by means of statistical physics coming from natural systems. 展开更多
关键词 experimental econophysies computer-aided controlled experiment phase transition entropy-likequantity
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多学科融合创新的健康食品开发综合实验设计
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作者 张琳 蒲洪彬 +1 位作者 杨丽 娄文勇 《实验室研究与探索》 北大核心 2025年第3期124-129,共6页
为适应食品专业多学科交叉融合教学需求,以精准化和个性化健康食品设计开发为研究主题,设计了健康食品数智化开发和指标检测的综合性创新性实验。实验模拟健康食品设计、制造、检测和评价全过程,建立健康食品配方多目标约束方程并用数... 为适应食品专业多学科交叉融合教学需求,以精准化和个性化健康食品设计开发为研究主题,设计了健康食品数智化开发和指标检测的综合性创新性实验。实验模拟健康食品设计、制造、检测和评价全过程,建立健康食品配方多目标约束方程并用数学规划求解优化;筛选了稳定剂、甜味剂等添加剂并制备产品;对制备产品进行质量分析和感官品评。本实验充分融合思政、虚拟仿真、食品工程等多学科理论知识和实践环节,将多种先进的智能设计与分析等计算机技术贯穿其中,具有信息化、数字化和科技化特色,可提高学生创新意识、数字化思维和跨界整合能力,助力培养高素质复合型的新工科人才。 展开更多
关键词 健康食品 计算机技术 数智化开发与评价 综合创新实验
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接尘工人粉尘暴露特征的虚拟实验设计与研究
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作者 耿凡 黄若溪 +2 位作者 何新建 安家俊 远士龙 《实验技术与管理》 北大核心 2025年第2期119-124,共6页
随着“健康中国,职业健康先行”的逐渐深入,个体防护作为防止粉尘进入人体、保障人身健康的最后一道防线在能源动力、安全工程、医药卫生等领域受到广泛关注。个体防护效果与接尘工人的粉尘暴露特征密切相关,但开展接尘工人粉尘暴露实... 随着“健康中国,职业健康先行”的逐渐深入,个体防护作为防止粉尘进入人体、保障人身健康的最后一道防线在能源动力、安全工程、医药卫生等领域受到广泛关注。个体防护效果与接尘工人的粉尘暴露特征密切相关,但开展接尘工人粉尘暴露实验受限。为了方便学生更好地了解接尘工人粉尘暴露特征,以煤矿井下高浓度粉尘环境为背景,构建了接尘工人个体三维物理模型,采用计算流体动力学-离散相模型(CFD-DPM)模拟工人个体周围的气固两相流动,考虑个体呼吸特点对流场的影响,设计了研究接尘工人粉尘暴露特征的虚拟实验,开发了个体周围粉尘时空分布规律的分析程序。通过该实验,学生可视化观察了井下工人接尘全过程,分析了接尘工人呼吸半球区及其周围两相流动特征,所得接尘工人粉尘暴露特征为探究个体防护的改进措施、制定个体呼吸防护方案提供了理论指导,有助于学生深刻认识粉尘危害、增强个体防护意识,为深入学习和掌握两相流规律及其研究方法提供一种新思路。 展开更多
关键词 接尘工人 个体防护 虚拟实验 暴露特征 CFD-DPM方法
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基于眼动追踪的某船用操作系统主界面触控交互优化设计
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作者 楚东晓 许若璠 《包装工程》 北大核心 2025年第8期1-14,共14页
目的海上作业环境复杂多变,船只功能繁多冗余,传统操作系统重功能覆盖而忽视用户体验,导致交互效率低下,影响作业效果。本研究以某船用操控系统主界面的优化设计为切入点,探讨图标尺寸、图标间分割线及界面布局的合理性,旨在提升操作效... 目的海上作业环境复杂多变,船只功能繁多冗余,传统操作系统重功能覆盖而忽视用户体验,导致交互效率低下,影响作业效果。本研究以某船用操控系统主界面的优化设计为切入点,探讨图标尺寸、图标间分割线及界面布局的合理性,旨在提升操作效率和用户体验。方法采用眼动追踪技术结合生理指标和任务绩效评估,从瞳孔注视次数、注视时长、任务完成时间及正确率四个指标入手,使用量化实验方法,同时结合用户访谈与被试观察,对某船用操作系统界面的布局设计、图标分割线及图标尺寸展开系统评估。结果不同的界面布局会显著影响用户的使用体验;在图标之间添加分割线以明确交互边界,可以优化人机交互体验。就本系统所使用的物理设备而言,交互区域不宜紧贴界面边缘且当图标尺寸接近10 mm时,能够有效提升交互触控效率。结论提出的优化建议对提升包括船用操控系统在内的触控式界面的人机交互设计具有指导意义,丰富、完善了复杂环境下用户界面的人机交互设计理论。 展开更多
关键词 人机交互 眼动追踪 船只操控界面设计 可用性评估 用户体验
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基于动网格技术的双进/排气活塞式膨胀机动力性能研究
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作者 虞启辉 耿延歧 张立从 《工程设计学报》 北大核心 2025年第1期132-140,共9页
采用传统的分析方法难以获得活塞式膨胀机气缸内气体的压力场、温度场和速度场分布,因此,基于CFD(computational fluid dynamics,计算流体动力学)动网格技术,研究了双进/排气活塞式膨胀机的动力性能。首先,对双进/排气活塞式膨胀机气缸... 采用传统的分析方法难以获得活塞式膨胀机气缸内气体的压力场、温度场和速度场分布,因此,基于CFD(computational fluid dynamics,计算流体动力学)动网格技术,研究了双进/排气活塞式膨胀机的动力性能。首先,对双进/排气活塞式膨胀机气缸内气体的非定常流动进行数值仿真,得到其压力场、温度场和速度场的瞬态分布;其次,搭建膨胀机输出功率测试平台,比较多工况下输出功率的仿真值与测试值,得出两者的误差小于5.5%,验证了仿真方法的正确性;最后,通过正交试验,分析了进气压力、进气温度对膨胀机动力性能的影响。结果表明:压缩空气进入膨胀机气缸后,气体温度先快速升高,当曲轴转角为15°后持续下降;打开排气阀后,气缸内气体的压力高于环境压力,可以对剩余压力能进行回收;提高进气温度能有效提高膨胀机动力性能,当进气压力为0.5 MPa、进气温度从273 K升高到333 K时,膨胀机的输出功率增加19.8%,气体能量利用率提高18.3%;提高进气压力,则膨胀机的输出功率逐渐增大,气体能量利用率逐渐减小,当进气温度为273 K、进气压力从0.5 MPa提高到2 MPa时,膨胀机输出功率从0.81 kW增大到3.76 kW,气体能量利用率降低15.3%。研究结果为活塞式膨胀机的性能优化提供了理论依据。 展开更多
关键词 活塞式膨胀机 计算流体动力学 动网格技术 流场 正交试验
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基于Boosting优先经验重放的协同计算卸载方法
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作者 黄毅 王文轩 +3 位作者 崔允贺 陈意 郭春 申国伟 《计算机应用研究》 北大核心 2025年第3期777-787,共11页
现有计算卸载方法没有考虑终端设备和边缘服务器的不同任务排队情况,导致计算卸载模型的时延估计存在偏差。更重要的是,现有基于强化学习的计算卸载方法通过计算时序差分(temporal difference,TD)误差进行经验重放,无法精确评估历史经... 现有计算卸载方法没有考虑终端设备和边缘服务器的不同任务排队情况,导致计算卸载模型的时延估计存在偏差。更重要的是,现有基于强化学习的计算卸载方法通过计算时序差分(temporal difference,TD)误差进行经验重放,无法精确评估历史经验的重要性,导致卸载决策精度降低。为解决上述问题,在移动蜂窝网络边缘计算场景下,考虑多设备、多服务器的计算卸载问题,提出一种基于Boosting优先经验重放的协同计算卸载方法—COOPERANT。针对任务调度问题,COOPERANT构建了终端设备任务排队模型及服务器任务排队模型;针对任务卸载问题,COOPERANT设计了融合Boosting的优先经验重放算法、任务卸载联合优化模型、计算卸载多智能体深度强化学习模型及COOPERANT网络更新策略。实验证明,相比于遗传算法、蚁群算法、鲸鱼优化算法、MADDPG算法、TD-MADDPG算法以及MAPPO算法,COOPERANT能够有效降低系统时延和能耗开销,提升网络收敛速度。 展开更多
关键词 计算卸载 BOOSTING 多智能体深度强化学习 优先经验重放
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基于混合深度强化学习的ICV任务卸载与资源分配
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作者 刘佳慧 邹渊 +3 位作者 孙巍 孟逸豪 路潇然 李圆圆 《汽车工程》 北大核心 2025年第1期35-43,共9页
随着智能网联车辆(ICV)技术的发展,计算资源有限的ICV面临计算需求大幅增加的问题。ICV可以通过路侧单元(RSU)将任务卸载到移动边缘计算(MEC)服务器上。然而,车联网环境的动态性和复杂性使任务卸载和资源分配变得极具挑战。本文提出在... 随着智能网联车辆(ICV)技术的发展,计算资源有限的ICV面临计算需求大幅增加的问题。ICV可以通过路侧单元(RSU)将任务卸载到移动边缘计算(MEC)服务器上。然而,车联网环境的动态性和复杂性使任务卸载和资源分配变得极具挑战。本文提出在环境和资源的约束下,通过控制任务卸载决策、通信功率和计算资源分配,最小化任务计算能耗。针对这一问题离散和连续控制变量共存的特性,设计了混合深度强化学习(HDRL)算法:利用双深度Q网络(DDQN)生成任务卸载决策,利用深度确定性策略梯度(DDPG)生成通信功率和MEC资源分配决策,并结合改进的优先级经验回放(IPER)机制来评估和选择动作,输出最优策略。仿真实验结果表明,该方法比对比算法具有更快更稳定的决策收敛性,实现了任务计算卸载的最小能耗,并能有效适应ICV数量和任务大小的变化,具有高实时性和良好环境适应性。 展开更多
关键词 移动边缘计算 深度强化学习 任务卸载 资源分配 优先经验回放
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