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UAV maneuvering decision-making algorithm based on deep reinforcement learning under the guidance of expert experience
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作者 ZHAN Guang ZHANG Kun +1 位作者 LI Ke PIAO Haiyin 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第3期644-665,共22页
Autonomous umanned aerial vehicle(UAV) manipulation is necessary for the defense department to execute tactical missions given by commanders in the future unmanned battlefield. A large amount of research has been devo... Autonomous umanned aerial vehicle(UAV) manipulation is necessary for the defense department to execute tactical missions given by commanders in the future unmanned battlefield. A large amount of research has been devoted to improving the autonomous decision-making ability of UAV in an interactive environment, where finding the optimal maneuvering decisionmaking policy became one of the key issues for enabling the intelligence of UAV. In this paper, we propose a maneuvering decision-making algorithm for autonomous air-delivery based on deep reinforcement learning under the guidance of expert experience. Specifically, we refine the guidance towards area and guidance towards specific point tasks for the air-delivery process based on the traditional air-to-surface fire control methods.Moreover, we construct the UAV maneuvering decision-making model based on Markov decision processes(MDPs). Specifically, we present a reward shaping method for the guidance towards area and guidance towards specific point tasks using potential-based function and expert-guided advice. The proposed algorithm could accelerate the convergence of the maneuvering decision-making policy and increase the stability of the policy in terms of the output during the later stage of training process. The effectiveness of the proposed maneuvering decision-making policy is illustrated by the curves of training parameters and extensive experimental results for testing the trained policy. 展开更多
关键词 unmanned aerial vehicle(UAV) maneuvering decision-making autonomous air-delivery deep reinforcement learning reward shaping expert experience
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Localization and tracking of multiple quadrotors with collision avoidance:Theory and experiment
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作者 Guang Yang Juntong Qi +4 位作者 Mingming Wang Yan Peng Chong Wu Yuan Ping Hailong Huang 《Defence Technology(防务技术)》 2025年第8期338-350,共13页
Multiple quadrotors target encirclement is widely used in the intelligent field,as it can effectively monitor and control target behavior.However,it faces the danger of collision,as well as difficulties in localizatio... Multiple quadrotors target encirclement is widely used in the intelligent field,as it can effectively monitor and control target behavior.However,it faces the danger of collision,as well as difficulties in localization and tracking.Therefore,we propose a complete target encirclement method.Firstly,based on Hooke's law,a collision avoidance controller is designed to maintain a safe flying distance among quadrotors.Then,based on the consensus theory,a formation tracking controller is designed to meet the requirements of formation transformation and encirclement tasks,and a stability proof based on Lyapunov was provided.Besides,the target detection is designed based on YOLOv5s,and the target location model is constructed based on the principle of pinhole projection and triangle similarity.Finally,we conducted experiments on the built platform,with 3 reconnaissance quadrotors detecting and localization 3 target vehicles and 7 hunter quadrotors tracking them.The results show that the minimum average error for localization targets with reconnaissance quadrotors can reach 0.1354 m,while the minimum average error for tracking with hunter quadrotors is only 0.2960 m.No quadrotors collision occurred in the whole formation transformation and tracking experiment.In addition,compared with the advanced methods,the proposed method has better performance. 展开更多
关键词 Multiple quadrotors Collision avoidance Target localization TRACKING Outdoor experiments
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Experimental and numerical study on external explosions of cylindrical versus spherical charges at tunnel entrance
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作者 Dan Luo Jinsheng Hu +4 位作者 Anbao Wang Xiao Yu Mengmeng Zhang Meili Yao Chun Li 《Defence Technology(防务技术)》 2025年第4期227-243,共17页
Most of the existing studies on tunnel blast wave are based on spherical or grouped charges, however,conventional weapons are mostly cylindrical rather than spherical. In order to analyze the impact of cylindrical cha... Most of the existing studies on tunnel blast wave are based on spherical or grouped charges, however,conventional weapons are mostly cylindrical rather than spherical. In order to analyze the impact of cylindrical charges on the tunnel blast wave loads and to develop a quantitative calculation method, this study carried out experimental and numerical research. Initially, external explosion experiments were conducted using both 35 kg spherical charges and cylindrical charges with aspect ratio of 4.8 at two different distances from the tunnel entrance. Comparative analysis of the blast wave parameters in the tunnel revealed that the explosive equivalent of the cylindrical charges was significantly higher than that of the spherical charges. To address this, an equivalent coefficient κ based on the spherical charges was proposed for the cylindrical charges. Subsequently, numerical simulations were conducted for the experimental conditions, and the numerical simulation results match the experiments well. Through numerical calculations, the reliability of the equivalent coefficient κ under the experimental conditions was verified, and comparison analysis indicated that the explosion energy of cylindrical charges spreads more radially, resulting in more explosion energy entering the tunnel, which is the fundamental reason for the increase in tunnel blast wave loads. Additionally, analyzing the explosion energy ratio entering the tunnel is an effective method for calculating the equivalent coefficient κ. Finally, through more than one hundred sets of numerical calculation results, the impact of the proportional distance λ and the ratio of charge mass to the tunnel cross-section dimension φ on the equivalence coefficients κ was investigated. An empirical formula for the equivalence coefficient κ was derived through fitting, and the accuracy of the formula was validated through literature experimental results. The research findings of this paper will provide valuable guidance for the calculation of blast wave loads in tunnel. 展开更多
关键词 Cylindrical charges Tunnel blast wave Equivalent coefficient Empirical formula experiment and numerical simulation
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Dynamics and experiments of a tendon-actuated flexible robotic arm for capturing a floating target
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作者 Xin Xia Yunpeng Sun Jialiang Sun 《Defence Technology(防务技术)》 2025年第5期216-241,共26页
Reusable and flexible capturing of space debris is highly required in future aerospace technologies.A tendon-actuated flexible robotic arm is therefore proposed for capturing floating targets in this paper.Firstly,an ... Reusable and flexible capturing of space debris is highly required in future aerospace technologies.A tendon-actuated flexible robotic arm is therefore proposed for capturing floating targets in this paper.Firstly,an accurate dynamic model of the flexible robotic arm is established by using the absolute nodal coordinate formulation(ANCF)in the framework of the arbitrary Lagrangian-Eulerian(ALE)description and the natural coordinate formulation(NCF).The contact and self-contact dynamics of the flexible robotic arm when bending and grasping an object are considered via a fast contact detection approach.Then,the dynamic simulations of the flexible robotic arm for capturing floating targets are carried out to study the influence of the position,size,and mass of the target object on the grasping performance.Finally,a principle prototype of the tendon-actuated flexible robotic arm is manufactured to validate the dynamic model.The corresponding grasping experiments for objects of various shapes are also conducted to illustrate the excellent performance of the flexible robotic arm. 展开更多
关键词 Tendon-actuated flexible robotic arm Dynamic modeling Contact dynamics ALE-ANCF variable-length cable element Capturing experiments
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下一代SCORM标准的新动向——ADL TLA和Experience API解读 被引量:23
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作者 李青 孔冲 《电化教育研究》 CSSCI 北大核心 2013年第8期61-67,72,共8页
随着信息技术和教育实践的发展,SCORM标准在e-Learning应用中的局限性越来越明显。ADL已经开始着手研制一种全新的学习标准——TLA,以弥补前者的不足,Experience API是TLA的前期成果,主要用于学习经历跟踪和记录。文章在文献分析和案例... 随着信息技术和教育实践的发展,SCORM标准在e-Learning应用中的局限性越来越明显。ADL已经开始着手研制一种全新的学习标准——TLA,以弥补前者的不足,Experience API是TLA的前期成果,主要用于学习经历跟踪和记录。文章在文献分析和案例研究的基础上,介绍了TLA及其运行时实现——Experience API的主要内容,分析了该标准应用到e-Learning中的优势和不足,以及其与SCORM标准的差异。 展开更多
关键词 experience API SCORM标准 学习技术规范 数字化学习资源
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从Immersion到Flow experience:“沉浸式传播”的再认识 被引量:123
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作者 孔少华 《首都师范大学学报(社会科学版)》 CSSCI 北大核心 2019年第4期74-83,共10页
虚拟现实技术的进步使沉浸式传播成为新的研究焦点,“沉浸”对应着Immersion和Flow experience两个英文术语,术语混用体现着两种研究取向,也意味着一种新的研究趋势。图景构建带来的感官沉浸是沉浸传播的初级阶段,而基于各种媒介手段实... 虚拟现实技术的进步使沉浸式传播成为新的研究焦点,“沉浸”对应着Immersion和Flow experience两个英文术语,术语混用体现着两种研究取向,也意味着一种新的研究趋势。图景构建带来的感官沉浸是沉浸传播的初级阶段,而基于各种媒介手段实现的意识沉浸则是沉浸传播的发展方向,对沉浸问题的研究最终会在用户认知研究形成新的跨学科研究交点。媒介世界与真实世界之间的边界问题是沉浸式传播需要解决的关键问题,虚拟现实技术和注意力强化是消除边界的两大方式。艺术手法、拟像技术、综合互动、意义内爆是沉浸传播形成的前提,构建泛在网络、运用交互叙事手法、积极探索受众差异、合理地使用虚拟现实技术进行传播,是实现沉浸式传播的重要方法。 展开更多
关键词 沉浸式传播 沉浸式体验 虚拟现实 VR新闻 受众认知
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Collaborative multi-agent reinforcement learning based on experience propagation 被引量:5
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作者 Min Fang Frans C.A. Groen 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2013年第4期683-689,共7页
For multi-agent reinforcement learning in Markov games, knowledge extraction and sharing are key research problems. State list extracting means to calculate the optimal shared state path from state trajectories with c... For multi-agent reinforcement learning in Markov games, knowledge extraction and sharing are key research problems. State list extracting means to calculate the optimal shared state path from state trajectories with cycles. A state list extracting algorithm checks cyclic state lists of a current state in the state trajectory, condensing the optimal action set of the current state. By reinforcing the optimal action selected, the action policy of cyclic states is optimized gradually. The state list extracting is repeatedly learned and used as the experience knowledge which is shared by teams. Agents speed up the rate of convergence by experience sharing. Competition games of preys and predators are used for the experiments. The results of experiments prove that the proposed algorithms overcome the lack of experience in the initial stage, speed up learning and improve the performance. 展开更多
关键词 MULTI-AGENT Q learning state list extracting experience sharing.
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TEDA(Tianjin Economic-technological Development Area)——A General Survey, Experience and the Plan for Future Development. 被引量:2
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作者 Tian gui-ming Chi Chang-gui Wan Qian Spokesman, Director of the Commission Office of TEDA. Visiting Professor of Tianjin Institute of Commerce M. A. of Economies, Vice Director of the Commission Office of TEDA Deputy Chief of Secretary Section of the Commission Office of TEDA Shen Huan 《南开经济研究》 CSSCI 北大核心 1994年第S1期26-34,共9页
Since its establishment about ten years ago, TEDA has taken advantage of eachopportune time created by China’s policy of opening wider and wider to the outsideworld and the rapid economic growth to deepen its reform ... Since its establishment about ten years ago, TEDA has taken advantage of eachopportune time created by China’s policy of opening wider and wider to the outsideworld and the rapid economic growth to deepen its reform and extend its exploitation,and thus has maintained a favorable momentum and an extraordinary high speed foreconomic development. With the total economic output of the whole area raised to 展开更多
关键词 TEDA Tianjin Economic-technological Development Area A General Survey experience and the Plan for Future Development
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Comparison of the Results in CO_2 Sequestration Field Experience and Laboratory Studies
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作者 Lijiang Duan,Shuheng Tang School of Energy Resources,China University of Geosciences(Beijing),Beijing 100083,China. 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期153-153,共1页
Sequestration of carbon dioxide(CO<sub>2</sub>) in deep, unminable coalseam is an innovative technology, because it can not only reduce greenhouse gas in the atmosphere,but also enhance coalbed methane r... Sequestration of carbon dioxide(CO<sub>2</sub>) in deep, unminable coalseam is an innovative technology, because it can not only reduce greenhouse gas in the atmosphere,but also enhance coalbed methane recovery(CO<sub>2</sub>-ECBM).Lots of research have been carried out on this topic in recent years.However,few of them were focused on the comparison of the 展开更多
关键词 CO2 SEQUESTRATION ECBM field experience LABORATORY study
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Redox mechanism of geobattery and related electrical signals using a novel real-time self-potential monitoring experimental platform 被引量:2
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作者 XIE Jing CUI Yi-an +4 位作者 ZHANG Li-juan GUO You-jun CHEN Hang ZHANG Peng-fei LIU Jian-xin 《Journal of Central South University》 CSCD 2024年第11期4155-4173,共19页
Controlled laboratory experiments are proved to be a valuable tool for investigating changes in underground physical properties and the related response of surface geophysical signals.The self-potential(SP)method is w... Controlled laboratory experiments are proved to be a valuable tool for investigating changes in underground physical properties and the related response of surface geophysical signals.The self-potential(SP)method is widely used in mineral resource exploration due to its direct correlation with underground electrochemical gradients.This paper presented the design and construction of an experimental platform based on a multi-channel SP monitoring system.The proposed platform was used to monitor the anodizing corrosion process of different metal blocks from a laboratory perspective,record the real-time SP signal generated by the redox reaction,as well as investigate the geobattery mechanism associated with the natural polarization process of metal mineral resources.The experimental results demonstrate that the constructed SP monitoring platform effectively captures time-series SP signals and provides direct laboratory evidence for the geobattery model.The measured SP data were quantitatively interpreted using the simulated annealing algorithm,and the inversion results closely match the real model.This finding highlights the potential of the SP method as a promising tool for determining the location and spatial distribution of underground polarizers.The study holds reference value for the exploration and exploitation of mineral resources in both terrestrial and marine environments. 展开更多
关键词 SELF-POTENTIAL real-time monitoring laboratory experiment geobattery mechanism quantitative inversion
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On the Study of Chinese Politics: Field Experience and Theoretical Paradigms ( Symposium )
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作者 YANG Xue-dong WANG Xiang-min +4 位作者 LUO Xing-zuo CHEN Yao CHI Jian-dong GENG Shu CHEN Wei 《华东师范大学学报(哲学社会科学版)》 CSSCI 北大核心 2017年第1期172-177,共6页
Contemporary Chinese political research usually adopts three basic methods of field investigation,theoretical creation and practical participation,which respectively correspond to the life logic,theoretical logic and ... Contemporary Chinese political research usually adopts three basic methods of field investigation,theoretical creation and practical participation,which respectively correspond to the life logic,theoretical logic and practical logic in political functioning.Field investigation has become an important approach to"understanding Chinese politics"and promoting the localization of contemporary Chinese political research.Meanwhile,the new perspective of theoretical field besides empirical field marks the self-awareness and transition of the methodology in Chinese political research.To study Chinese experience itself,we should not only consciously focus upon China,but also continuously promote experience based on field research,as well as perfect and improve the research through the interaction between experience,theory and practice.The popular paradigms at home and abroad,including"authoritarianism"and"a developmental country",fail to explain Chinese experience and Chinese political development,so we still need a theoretical paradigm more appropriate to Chinese experience and practice. 展开更多
关键词 Chinese politics field experience theoretical paradigm METHODOLOGY
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GDC TREATMENT OF INTRACRANIAL ANEURYSMS: RETROSPECTIVE REVIEW OF A 4-YEAR MULTICENTER EXPERIENCE IN MALAYSIA
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作者 Adam Pany 《介入放射学杂志》 CSCD 2004年第S1期87-88,共2页
关键词 GDC TREATMENT OF INTRACRANIAL ANEURYSMS RETROSPECTIVE REVIEW OF A 4-YEAR MULTICENTER experience IN MALAYSIA
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Mechanical heterogeneity characterization of coal materials based on nano-indentation experiments
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作者 ZHANG Qi LI Xiang-chun +3 位作者 LI Biao MENG Jun-qing NIE Bai-sheng LU Wei-dong 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第9期3142-3155,共14页
To investigate the complex macro-mechanical properties of coal from a micro-mechanical perspective,we have conducted a series of micro-mechanical experiments on coal using a nano-indentation instrument.These experimen... To investigate the complex macro-mechanical properties of coal from a micro-mechanical perspective,we have conducted a series of micro-mechanical experiments on coal using a nano-indentation instrument.These experiments were conducted under both dynamic and static loading conditions,allowing us to gather the micro-mechanical parameters of coal for further analysis of its micro-mechanical heterogeneity using the box counting statistical method and the Weibull model.The research findings indicate that the load–displacement curves of the coal mass under the two different loading modes exhibit noticeable discreteness.This can be attributed to the stress concentration phenomenon caused by variations in the mechanical properties of the micro-units during the loading process of the coal mass.Consequently,there are significant fluctuations in the micro-mechanical parameters of the coal mass.Moreover,the mechanical heterogeneity of the coal at the nanoscale was confirmed based on the calculation results of the standard deviation coefficient and Weibull modulus of the coal body’s micromechanical parameters.These results reveal the influence of microstructural defects and minerals on the uniformity of the stress field distribution within the loaded coal body,as well as on the ductility characteristics of the micro-defect structure.Furthermore,there is a pronounced heterogeneity in the micromechanical parameters.Furthermore,we have established a relationship between the macro and micro elastic modulus of coal by applying the Mori-Tanaka homogenization method.This relationship holds great significance for revealing the micro-mechanical failure mechanism of coal. 展开更多
关键词 nano-indentation experiment MICROMECHANICS heterogeneity characterization COAL
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Optimal Order-of-Addition Experiments under a Prior Constraint
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作者 ZHANG Yunzhi ZHANG Wenchao +1 位作者 WANG Xiaodi CHEN Xueping 《应用概率统计》 CSCD 北大核心 2024年第6期957-974,共18页
The order-of-addition experiments are widely used in many fields,including food and industrial production,but the relative research under prior constraints is limited.The purpose of this paper is to select an optimal ... The order-of-addition experiments are widely used in many fields,including food and industrial production,but the relative research under prior constraints is limited.The purpose of this paper is to select an optimal sequence under the restriction that component i is added before component j,while it is unachievable to compare all sequences when the number of components m is large.To achieve this,a constrained PWO model is first provided,and then the D-optimal designs for order-of addition experiments with minimal-points via the modified threshold accepting algorithm is established.The effectiveness of the proposed method is demonstrated through a job scheduling problem with a prior constraint for teaching cases. 展开更多
关键词 design of experiment orthogonal array threshold acceptance algorithm teaching cases
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Ballistic limit velocity of small caliber projectiles against SS400 steel plates:Live fire experiments and empirical models
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作者 Jong-Hwan Kim Seungwon Baik +1 位作者 Jirui Fu Joon-Hyuk Park 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第11期22-34,共13页
This study presents the ballistic limit velocity of small caliber projectiles against SS400 steel plate derived from live-fire ballistic experiments. Four different small caliber projectiles were tested against SS400 ... This study presents the ballistic limit velocity of small caliber projectiles against SS400 steel plate derived from live-fire ballistic experiments. Four different small caliber projectiles were tested against SS400 steel plates of 9 mm, 10 mm, and 12 mm thicknesses. The ballistic limit velocity was calculated using two standard methods, MIL-STD-662F and NIJ-STD-0101.06, and additionally using a support vector machine algorithm. The results show a linear relationship between the plate thickness and ballistic limit velocity. Further, the relative penetration performance among five different small caliber projectiles was analyzed using the Penetration Performance Ratio(PPR) introduced in this study, which suggests the potential of PPR to predict the ballistic limit velocity of other untested materials and/or different projectiles. 展开更多
关键词 Live fire ballistic experiment SS400 Ballistic limit velocity Small caliber projectile
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Giant aneurysm at the junction of the internal carotid and persistent primitive trigeminal artery (PPTA) treated with endovascular GDC coiling, a case report of experience in Ramathibodi hospital
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作者 P. Jiarakongmun S. Pongpech J. Suvikrom 《介入放射学杂志》 CSCD 2004年第S1期86-87,共2页
关键词 PPTA treated with endovascular GDC coiling a case report of experience in Ramathibodi hospital Giant aneurysm at the junction of the internal carotid and persistent primitive trigeminal artery
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Marine Predator Algorithm-based Sliding Mode Control of a Novel Motion Simulator for High Column Sloshing Experiments
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作者 DU Zun-feng CHEN Xiang-yu +2 位作者 BAI Hao ZHU Hai-ming HAN Mu-xuan 《船舶力学》 EI CSCD 北大核心 2024年第12期1835-1848,共14页
Sloshing experiment is crucial to determine the reaction performance of regeneration columns on an offshore floating platform.A novel type of column motion simulating device and a Marine Predator Algorithm-based Slidi... Sloshing experiment is crucial to determine the reaction performance of regeneration columns on an offshore floating platform.A novel type of column motion simulating device and a Marine Predator Algorithm-based Sliding Mode Controller(MPA-SMC)are proposed for such sloshing experiments.The simulator consists of a Stewart platform and a steel framework.The Stewart platform is located at the column's center of gravity(CoG)and supported by the steel framework.The platform's hydraulic servo system is controlled by a sliding mode controller with parameters optimized by MPA to improve robustness and precision.A numerical sloshing experiment is conducted using the proposed device and controller.The results show that the novel motion simulator has lower torque during the column sloshes,and the proposed controller performs better than a well-tuned PID controller in terms of target tracking precision and anti-interference capability. 展开更多
关键词 regeneration column sloshing experiment motion simulator Stewart platform sliding mode control marine predator algorithm
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Experience and Practice Path of China's International Cultural Transmission
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作者 Bao Jinhua 《学术界》 CSSCI 北大核心 2016年第6期273-278,共6页
Since the reformand opening up 3 0 years ago,our country has constantly adjusted strategy in the cultural transmission,and has greatly enhanced the culture consciousness and self-confidence,laying a solid foundation t... Since the reformand opening up 3 0 years ago,our country has constantly adjusted strategy in the cultural transmission,and has greatly enhanced the culture consciousness and self-confidence,laying a solid foundation to further deepen the cultural transmission.Fromthe perspective of the value of China’s international cultural transmission,this paper summarizes the experience of international culture transmission,and explores how to strengthen international cultural transmission path construction in our country. 展开更多
关键词 文化传播 传播路径 国际 中国 改革开放 自信心 自觉性
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Experience in China of the Japanese Postwar Writer Takeda Taijun -- Focusing on the Shanghai Period
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作者 Li Qingbao 《学术界》 CSSCI 北大核心 2013年第10期272-277,共6页
Takeda Taijun(1912-1976)is a representative of the Japanese postwar writers,who has a special affinity for China.During his whole lifetime,he stayed in China for two long periods,of which the period from June,1944 to ... Takeda Taijun(1912-1976)is a representative of the Japanese postwar writers,who has a special affinity for China.During his whole lifetime,he stayed in China for two long periods,of which the period from June,1944 to February,1946 was spent in Shanghai.He was quite productive and created quite a few works focusing on China,especially Shanghai before and after Japan’s being defeated in the Second World War,which became the background of many works.This paper attempts to interpret Takeda Taijun’s experience in Shanghai of that time on the basis of the masterpiece Firefly in Shanghai in his later years. 展开更多
关键词 中国 上海 日本 作家 第二次世界大战 亲和力 长周期 生产力
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公共图书馆数字体验区的沉浸式体验:分析框架及用户测试 被引量:2
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作者 陈则谦 张天雄 赵蕊 《图书情报知识》 北大核心 2025年第2期94-104,166,共12页
[目的/意义]为用户提供沉浸式体验是公共图书馆数字体验区建设的方向和目标,认识和优化沉浸式体验是完善数字体验区建设,引领公共图书馆高质量发展的重要路径。[研究设计/方法]基于沉浸理论、用户体验理论和数字体验区的特点,构建由包... [目的/意义]为用户提供沉浸式体验是公共图书馆数字体验区建设的方向和目标,认识和优化沉浸式体验是完善数字体验区建设,引领公共图书馆高质量发展的重要路径。[研究设计/方法]基于沉浸理论、用户体验理论和数字体验区的特点,构建由包裹性、交互性、叙事性和平衡性构成的沉浸式体验分析框架,结合用户体验地图对公共图书馆数字体验区的沉浸式体验进行用户测试。[结论/发现]公共图书馆数字体验区沉浸式体验的总体效果一般,在交互性、叙事性和包裹性上表现一般,平衡性较差。空间规划不合理、数字设备不可及、体验项目不完善是影响体验效果的主要因素。[创新/价值]构建了适合公共图书馆数字体验区沉浸式体验的分析框架,为提升“新型数字阅读体验型”“数字阅读+纸质阅览体验型”和“趣味娱乐体验型”数字体验区的沉浸式体验效果提供参考,助力公共图书馆数字体验区建设实践。 展开更多
关键词 公共图书馆 数字体验区 沉浸式体验 用户体验地图
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