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Dynamic infrared scene simulation using grayscale modulation of digital micro-mirror device 被引量:7
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作者 Zhang Kai Huang Yong +1 位作者 Yan Jie Sun Li 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第2期394-400,共7页
Dynamic infrared scene simulation is for discovering and solving the problems encountered in designing, developing and manufacturing infrared imaging guidance weapons. The infrared scene simulation is explored by usin... Dynamic infrared scene simulation is for discovering and solving the problems encountered in designing, developing and manufacturing infrared imaging guidance weapons. The infrared scene simulation is explored by using the digital grayscale modulation method. The infrared image modulation model of a digital micro-mirror device (DMD) is established and then the infrared scene simulator prototype which is based on DMD grayscale modulation is developed. To evaluate its main parameters such as resolution, contrast, minimum temperature difference, gray scale, various DMD subsystems such as signal decoding, image normalization, synchronization drive, pulse width modulation (PWM) and DMD chips are designed. The infrared scene simulator is tested on a certain infrared missile seeker. The test results show preliminarily that the infrared scene simulator has high gray scale, small geometrical distortion and highly resolvable imaging resolution and contrast and yields high-fidelity images, thus being able to meet the requirements for the infrared scene simulation inside a laboratory. 展开更多
关键词 Digital grayscale modulation Digital micro-mirror device Gray scale Image processing Infrared scene simulation MODELS Pulse width modulation
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Seabed scene simulation and its realization in extending Vega 被引量:3
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作者 Zhi-ming Song Feng-ju Kang Kai Tang and Yan-jun Chu 《Journal of Marine Science and Application》 2003年第2期40-45,共6页
Realistic simulation of underwater scene is always difficult because of the special and complex vision effects in underwater space. Seabed is an important part of underwater environment. This paper describes the metho... Realistic simulation of underwater scene is always difficult because of the special and complex vision effects in underwater space. Seabed is an important part of underwater environment. This paper describes the methods for seabed scene simulation based on OpenGL. It includes construction of fluctuant terrain based on the random sinusoidal algorithm, simulation of seabed flicker effect by means of circular texture mapping and generation of turbidity effect by using fog techniques. For the application based on the leading high level 3D development environment - Vega, underwater scene simulation is still a difficulty since there is no module for it. Rased on the analysis of Vega software and the research on seabed scene simulation methods, a Vega extending module named 'Underwater Space' was created through developing module class and extending lynx interface. The module class was designed through developing DLL written in C + + . The Lynx was extended through developing keyword configure file, GUI configure file and lynx plug-in DLL. The problem that Vega can't simulate underwater space, is elementarily resolved. The results show that this module is efficient, easy using, and the seabed scene images are vivid. 展开更多
关键词 scene simulation SEABED OpenGL Vega module circular texture FOG FLICKER TURBIDITY
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Modeling of Irregular Structures in Scene Simulation Based on Creator and 3dsmax 被引量:2
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作者 陈施能 徐利梅 李辉 《Journal of Electronic Science and Technology of China》 2006年第2期187-191,共5页
Creating proper 3D models plays an important pole in the development of scene simulation system based on multigen creator and Vega software. However, it is very difficult to construct complex structures by multigen cr... Creating proper 3D models plays an important pole in the development of scene simulation system based on multigen creator and Vega software. However, it is very difficult to construct complex structures by multigen creator. In this paper, an approach is proposed which is utilizing 3dsmax as assistant modeling software. 3D models developed in 3dsmax could be saved in 3ds format and then imported into multigen creator software. The models are revised and then saved in fit format by creator. For reducing model's data, simplification strategy is proposed. The problem of constructing complex models in creator is solved smoothly. In the development of digital rocket simulation project, the models constructed by this method have good visual effect, small size, and could be driven by Vega correctly. 展开更多
关键词 scene simulation MODELING multigen creator 3dsmax
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An Online English Course Teaching Model Based on Scene Simulation 被引量:1
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作者 DAI Huili 《International English Education Research》 2018年第1期13-16,共4页
In order to improve the English online courses teaching scene adaptability, optimize the online English teaching mode, improve the quality of English teaching, an English online course teaching platform is proposed ba... In order to improve the English online courses teaching scene adaptability, optimize the online English teaching mode, improve the quality of English teaching, an English online course teaching platform is proposed based on scene simulation. B/S client communication protocol is constructed in network transport layer, and the scene simulation model of English Online Course Teaching is established, online English teaching platform designed in this paper is constructed based on the sensing layer, network layer and application layer. A data processing center is constructed in the B/S structure and the network environment, Open Core kernel is used to realize the optimization of teaching model of English online courses, improve the teaching platform of online courses, and improve the scene adaptation ability. The test results show that the platform for online English teaching has better independent learning ability, the effectiveness of online English course teaching is better, test objects have higher satisfaction with English Online Course Teaching. 展开更多
关键词 scene simulation ENGLISH Online course teaching Platform design
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UAV-TISP:A simulation platform for collaborative task training and algorithm development in multirotor UAV clusters
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作者 Zhi-Bin Xie Hong-Ying Zhang +4 位作者 Xiu-Qin Cheng Ze-Kun Wang Xiao-Long Wang Kai Xi Qiang Guo 《Journal of Electronic Science and Technology》 2025年第4期65-79,共15页
To fulfill the training requirements for the daily operations of multirotor unmanned aerial vehicles(UAVs)clusters,a UAV cluster collaborative task integrated simulation platform(UAV-TISP)was developed.The platform in... To fulfill the training requirements for the daily operations of multirotor unmanned aerial vehicles(UAVs)clusters,a UAV cluster collaborative task integrated simulation platform(UAV-TISP)was developed.The platform integrates a suite of hardware and software to simulate a range of collaborative UAV cluster operation scenarios.It features modules for collaborative task planning,UAV cluster simulations,and tactical monitoring.The platform significantly reduces training costs by eliminating physical drone dependencies while offering a flexible environment for testing swarm algorithms.UAV-TISP supports both individual UAV and swarm operations,incorporating high-fidelity flight dynamics,real-time communication via user datagram protocol(UDP),and collision avoidance strategies.Utilizing the OSGEarth engine,it enables dynamic 3D environment visualization and scenario customization.Three key task scenarios-route flight,formation reconstruction,and formation transformation-were tested to validate the platform’s efficacy.Results demonstrated robust formation maintenance,adaptive collision avoidance,and seamless task execution.Comparative analysis with Gazebo Sim revealed lower trajectory deviations in UAV-TISP,highlighting its superior accuracy in simulating real-world flight dynamics.Future work will focus on enhancing scalability for diverse UAV models,optimizing swarm networking under communication constraints,and expanding mission scenarios.UAV-TISP serves as a versatile tool for both operational training and advanced algorithm development in UAV cluster applications. 展开更多
关键词 Mission planning Multi-rotor UAV cluster scene visualization simulation platform
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Infrared image simulation of ground maneuver target and scene
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作者 穆成坡 彭明松 +2 位作者 高翔 张睿恒 董清先 《Journal of Beijing Institute of Technology》 EI CAS 2016年第2期247-253,共7页
Infrared scene simulation has extensive applications in military and civil fields. Based on a certain experimental environment,object-oriented graphics rendering engine( OGRE) is utilized to simulate a real three-di... Infrared scene simulation has extensive applications in military and civil fields. Based on a certain experimental environment,object-oriented graphics rendering engine( OGRE) is utilized to simulate a real three-dimensional infrared complex scene. First,the target radiation of each part is calculated based on our experimental data. Then through the analysis of the radiation characteristics of targets and related material,an infrared texture library is established and the 3ds Max software is applied to establish an infrared radiation model.Finally,a real complex infrared scene is created by using the OGRE engine image rendering technology and graphic processing unit( GPU) programmable pipeline technology. The results show that the simulation images are very similar to real images and are good supplements to real data. 展开更多
关键词 maneuver target target scene image simulation infrared image object-orientedgraphics rendering engine (OGRE)
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Analysis on the Effect of Scene Simulation Teaching Method in Surgical Nursing Training
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作者 HUANGRuilan 《外文科技期刊数据库(文摘版)医药卫生》 2022年第4期026-029,共4页
Objective: to observe the effectiveness of scene simulation teaching method in surgical nursing practice. Methods: in September of 1950s, the residents of our hospital were randomly divided into two groups. The contro... Objective: to observe the effectiveness of scene simulation teaching method in surgical nursing practice. Methods: in September of 1950s, the residents of our hospital were randomly divided into two groups. The control group (n30) used traditional teaching method, while the research group (n30) used simulated situational teaching method. Results: the theoretical score of the research group was (87.58-5.78) and that of the control group was (73.12-4.86). The scores of professional skills and comprehensive accomplishment of the research group were higher than those of the control group, with statistical significance (p 0.05). The satisfaction of the study group and the control group was 96.7% and 73.3% respectively, with significant difference between the two groups (p 0.05). Conclusion: scene simulation teaching method in surgical nursing practice can effectively improve students assessment results, help students to master the corresponding nursing skills, and has the value of popularization and application. 展开更多
关键词 nursing interns practical training assessment results scene simulation teaching method
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Comparison of the Feasible Schemes for HT-7U Assembly Simulation
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作者 廖祝华 刘晓平 《Plasma Science and Technology》 SCIE EI CAS CSCD 2003年第6期2027-2034,共8页
The whole superconducting HT-7U Tokamak is a high-cost and large-scale complicated device. The assembly requirement of HT-7U device is arduous and strict. At present, there have been no guiding principle for the assem... The whole superconducting HT-7U Tokamak is a high-cost and large-scale complicated device. The assembly requirement of HT-7U device is arduous and strict. At present, there have been no guiding principle for the assembly of the device, but assembly simulation can help the engineer plan and make decision by an intuitional and visual way before its actual assembly. The problem is that which scheme is most suitable should be solved primarily. From current research situation and technology progress of assembly simulation, this paper explained and analyzed four kinds of technological schemes of assembly simulation in common use. Finally, we got the most feasible scheme that was suitable for HT-7U assembly simulation by comparing their technological issues and difficult points of simulation among the four kinds of feasible schemes. 展开更多
关键词 assembly simulation virtual reality visual assembly design environment scene graph WEB3D
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Development of driver-vehicle-road closed-loop semi-physical simulation system
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作者 罗勇 ZHAO Xue +1 位作者 CAO Yu-feng XIE Xiao-hong 《Journal of Chongqing University》 CAS 2017年第2期79-86,共8页
As hybrid vehicles introduced the motor, the vehicle structure has a significant change in the power matching. A driver-vehicle-road closed-loop semi-physical simulation system, which makes real driving parts together... As hybrid vehicles introduced the motor, the vehicle structure has a significant change in the power matching. A driver-vehicle-road closed-loop semi-physical simulation system, which makes real driving parts together with the simulation car, will bring convenience to the new car design. We used the computer software to simulate the road with a slope, curve and some other features based on the actual road condition, and analyzed the whole road scene in addition to geometry and physical characteristics. Analyzing and constructing the vehicle dynamics basic template, appropriate changes to the template can obtain the desired vehicle dynamics model with an external device to control the model vehicle. It combined the physical operation system with visual display, which gave us real driving feelings and increased the vehicle design predictive accuracy. 展开更多
关键词 HWIL drive simulator road scene vehicle dynamics
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Simulation Research on Operation of Union Purchase System in Navigation Simulator
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作者 FAN hang YANG Shenhua +1 位作者 SUO Yongfeng ZHENG Minjie 《Journal of Shanghai Jiaotong university(Science)》 EI 2020年第5期606-614,共9页
Navigation is the only way to develop and utilize marine resources,while the promotion of seafarers1 quality is the basic force of navigation,so navigation simulator plays an important role in modern navigation educat... Navigation is the only way to develop and utilize marine resources,while the promotion of seafarers1 quality is the basic force of navigation,so navigation simulator plays an important role in modern navigation education.The simulation research on the operation of the union purchase is important to improve the special operation training of the actual cargo handling of the union purchase.On the basis of the Cartesian coordinate system transformation algorithm,the algorithm model of the union purchase operation is constructed.On the basis of three-dimensional(3D)rendering engine technology of open scene graph(OSG),the algorithm model of finding the space coordinates of the cargo point is established.The model of catenary equation is used to optimize the scene appearance of the cargo wire.By combination of QT channel signal mechanism and OSG,the simulation interaction of the union purchase operating system is realized.By acquiring the 3D coordinate values of each point,we fit the trajectories of each point in the operation and compare the trajectories.The results show that the model has high interactivity and small error.The comparison of the states of the cargo wire before and after optimization shows that the optimized wire is more realistic and the high fidelity meets the needs of operational training and simulation systems. 展开更多
关键词 navigation simulator union purchase coordinate system transformation open scene graph(OSG) catenary equation
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Sparsity-based efficient simulation of cluster targets electromagnetic scattering
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作者 TIAN Yuguang LIU Yixin +3 位作者 CHEN Xuan CHEN Penghui WANG Jun CHEN Junwen 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2023年第2期299-306,共8页
An efficient and real-time simulation method is proposed for the dynamic electromagnetic characteristics of cluster targets to meet the requirements of engineering practical applications.First,the coordinate transform... An efficient and real-time simulation method is proposed for the dynamic electromagnetic characteristics of cluster targets to meet the requirements of engineering practical applications.First,the coordinate transformation method is used to establish a geometric model of the observation scene,which is described by the azimuth angles and elevation angles of the radar in the target reference frame and the attitude angles of the target in the radar reference frame.Then,an approach for dynamic electromagnetic scattering simulation is proposed.Finally,a fast-computing method based on sparsity in the time domain,space domain,and frequency domain is proposed.The method analyzes the sparsity-based dynamic scattering characteristic of the typical cluster targets.The error between the sparsity-based method and the benchmark is small,proving the effectiveness of the proposed method. 展开更多
关键词 geometric model of the observation scene dynamic electromagnetic scattering simulation sparsity-based method
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Practice Research of MDT Combined with Scenario Simulation Teaching Mode in the Teaching of Intensive Care Medicine Residents
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作者 LIU Xi CEN Chaoqun +1 位作者 YAN Shanshan LIU Jingjing 《外文科技期刊数据库(文摘版)教育科学》 2021年第11期063-065,共5页
Objective: explore the significance of MDT combined with scenario simulation teaching in the training and teaching of intensive care medicine residents. Method: experimental control method was used in this study. Eigh... Objective: explore the significance of MDT combined with scenario simulation teaching in the training and teaching of intensive care medicine residents. Method: experimental control method was used in this study. Eighty-one physicians who received standardized resident training in the department of critical care medicine of our hospital from September 2019 to December 2020 were selected as the research subjects. Among them, 46 physicians who participated in the standardized training of critical care medicine from September to December 2020 were assigned to the experimental group. MDT combined with scenario simulation teaching mode was used for teaching, including cardiopulmonary resuscitation, shock management process and dyspnea management process. Thirty-five physicians who participated in the training from September to December 2019 served as the control group, and compared with the same period of the previous year, the teaching effect was evaluated. Results: the reorganized students were better than the control group in clinical operation assessment, after-school active learning, satisfaction and teamwork ability, with statistical significance (P < 0.05). Conclusion: MDT combined with scenario simulation teaching mode has positive significance in the cultivation of operation ability, learning enthusiasm and teamwork ability of critical medicine residents. 展开更多
关键词 MDT scene simulation teaching critical care medicine teaching reform
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Digital Simulation Platform for Satellite Launch Mission Verification
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作者 ZU Yunyu ZHANG Chi +5 位作者 BU Xiangwei XU Guoguang WU Kao XU Lijie WANG Chenxi LIU Chang 《Aerospace China》 2023年第4期9-16,共8页
To simulate the satellite launch mission under a general platform which could be used in a full-digital mode as well as in a semi-physical way, is an important way to certify the mission design performance as well as ... To simulate the satellite launch mission under a general platform which could be used in a full-digital mode as well as in a semi-physical way, is an important way to certify the mission design performance as well as technical feasibilities, and it relates to complex system simulation methods such as multi-disciplinary coupling, multi-language modeling as well as interactive simulation and virtual simulation technologies. This paper introduces the design of a digital simulation platform for satellite launch mission verification.The platform has the advantages of high generality and extensibility, being easy to build up. The Functional Mockup Interface(FMI) Standard is adopted to achieve integration of multi-source models. A WebGL based 3D visual simulation tool is also adopted to implement the virtual display system which could display the rocket launch process and rocket-satellite separation with high fidelity 3D virtual scenes. A configuration tool was developed to map the 3D objects in the visual scene with simulation physical variables for complex rocket flight control mechanisms, which greatly improves the platform's generality and extensibility. Finally the real-time performance had been tested and the YL-1 launch mission was adopted to demonstrate the functions of the platform.The platform will be used to construct a digital twin system for satellite launch missions in the future. 展开更多
关键词 digital simulation platform Functional Mockup Interface satellite launch mission WebGL based 3D virtual scenes
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分段分层的立交桥建模方法
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作者 应申 漆璇 +3 位作者 李玉 王润泽 鲁月新 陶璐 《测绘通报》 北大核心 2026年第1期122-129,共8页
道路是城市交通系统的核心要素,是连接各区域、承载交通流量的基础设施。立交桥作为城市道路网络的枢纽结构,是交通分流的核心工具,因此,立交桥结构的模型构建对于城市交通仿真、导航定位等领域具有重要作用。然而,传统立交桥建模方法... 道路是城市交通系统的核心要素,是连接各区域、承载交通流量的基础设施。立交桥作为城市道路网络的枢纽结构,是交通分流的核心工具,因此,立交桥结构的模型构建对于城市交通仿真、导航定位等领域具有重要作用。然而,传统立交桥建模方法存在语义几何关联较弱与三维拓扑表达不足的问题。为此,本文通过对立交桥结构的分析,提出了一种普适的分段分层立交桥模型构建方法,实现了高程数据受限的低数据成本下的城市复杂交通场景的三维立体构建。此方法能够对具有复杂结构的不同类型的立交桥进行建模,提升了立交桥建模效率,精准刻画了立交桥的空间层次关系,可有效支撑道路导航、自动驾驶、城市虚拟场景模拟等仿真应用。 展开更多
关键词 立交桥 交通场景 分段分层 道路仿真 自动驾驶
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原位情景模拟联合角色扮演在血液科病房护士分层培训中的应用
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作者 韩丽鲜 熊瑛 汪敏 《齐鲁护理杂志》 2026年第2期147-149,共3页
目的:探讨原位情景模拟(ISS)联合角色扮演在血液科病房护士分层培训中的应用效果。方法:选取2021年12月—2022年12月血液科18名病房护士作为研究对象,按照培训时间不同,将2022年7月1日采取常规培训管理的作为实施前,将2022年7月1日实施... 目的:探讨原位情景模拟(ISS)联合角色扮演在血液科病房护士分层培训中的应用效果。方法:选取2021年12月—2022年12月血液科18名病房护士作为研究对象,按照培训时间不同,将2022年7月1日采取常规培训管理的作为实施前,将2022年7月1日实施ISS联合角色扮演分层培训管理的作为实施后。18名护士接受相同操作培训、血液科相关知识培训、医院及科室规章制度培训等。比较实施前后护士理论成绩和操作考核成绩、护患沟通能力评分、团队协作能力、护理满意度情况。结果:实施后理论知识成绩和操作考核成绩均高于实施前(P<0.01);实施后护患基本语言沟通能力、护患基本非语言沟通能力、困难情景沟通能力、情感支持能力评分均高于实施前(P<0.01);实施后团队配合能力、闭环沟通能力评分均高于实施前(P<0.01);实施后护士是否主动关心患者、护士宣教能力、患者对护士的信任度、患者总体满意度评分均高于实施前(P<0.01)。结论:ISS联合角色扮演的分层培训可提高血液科护理人员的操作技能、护患沟通能力、团队协作能力和护理满意度。 展开更多
关键词 原位情景模拟 分层培训 血液科 操作技能 护患沟通 团队协作
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基于SIMULINK和VR技术的三维监视软件开发 被引量:2
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作者 章勇华 杨志强 +1 位作者 李平 黄文华 《系统仿真学报》 CAS CSCD 北大核心 2009年第18期5713-5715,共3页
在某武器系统演示试验中,需要对靶目标的运动进行实时跟踪,并方便直观地查看其飞行姿态和飞行轨迹。根据任务需求,给出了一种基于Matlab(Simulink)和VR技术的三维动态监视软件的实现方法。软件采用VB与Matlab混合编程,使用Simulink模型... 在某武器系统演示试验中,需要对靶目标的运动进行实时跟踪,并方便直观地查看其飞行姿态和飞行轨迹。根据任务需求,给出了一种基于Matlab(Simulink)和VR技术的三维动态监视软件的实现方法。软件采用VB与Matlab混合编程,使用Simulink模型接收VB传送的数据并即时更新虚拟世界场景,充分利用虚拟现实技术的真实直观、视点可变、与现实同步等优点,很好地完成了动态监视任务。重点介绍了程序接口技术和Simulink模型控制技术,这种方法也能够方便地应用于其他类似的监视任务中。 展开更多
关键词 虚拟现实 混合编程 接口 三维动态监视软件
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基于多智能体的航空装备使用保障建模方法
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作者 杨雨衡 冯强 +2 位作者 郭星 张子川 孙博 《兵器装备工程学报》 北大核心 2026年第2期34-43,共10页
使用保障是确保航空装备高效、可靠完成既定任务的基础。为了有效描述航空装备在不同场景下的保障需求,准确捕捉保障要素间的关联关系,以多智能体建模与仿真技术为支撑,开展航空装备使用保障建模研究。系统性分析归纳航空装备使用保障... 使用保障是确保航空装备高效、可靠完成既定任务的基础。为了有效描述航空装备在不同场景下的保障需求,准确捕捉保障要素间的关联关系,以多智能体建模与仿真技术为支撑,开展航空装备使用保障建模研究。系统性分析归纳航空装备使用保障组成要素、实施过程与典型场景;构建基于多智能体的航空装备使用保障统一建模架构,完成智能体类别与有限状态机设计,并给出基本交互规则与协同机制;提出了涉及单智能体统计与多智能体累加的使用保障综合评价指标集;以某飞机编队为例,对所提方法的有效性进行了验证。结果表明:该方法可有效模拟航空装备使用保障场景,实现相关指标的动态评估,为航空装备使用保障活动的个性化设计与流程管理提供支撑。 展开更多
关键词 航空装备 使用保障 场景建模 多智能体仿真 有限状态机
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面向雷达数字仿真平台的组件化设计与重构方法
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作者 张楷煜 吴其华 +3 位作者 刘晓斌 徐志明 艾小锋 赵锋 《太赫兹科学与电子信息学报》 2026年第1期19-26,共8页
针对传统雷达数字仿真平台的功能耦合、性能低下等问题,创新性地融合面向对象编程和组件复用理念,提出一种组件化雷达仿真架构。通过将雷达数字仿真系统各功能抽象为独立组件,并采用信号-槽机制实现松耦合通信,使各个组件之间相互独立,... 针对传统雷达数字仿真平台的功能耦合、性能低下等问题,创新性地融合面向对象编程和组件复用理念,提出一种组件化雷达仿真架构。通过将雷达数字仿真系统各功能抽象为独立组件,并采用信号-槽机制实现松耦合通信,使各个组件之间相互独立,提高了各组件间的可复用性。仿真验证表明,这种组件化的雷达数字仿真平台运行准确,显示正常,并具备优秀的适应性和可扩展性,能够满足多样化的仿真需求,为雷达系统开发提供了新的解决方案。 展开更多
关键词 雷达数字仿真平台 组件化设计 场景编辑
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基于ArcScene与SketchUp交互建模技术的生态景观开发——以当阳市庙前镇关雎河畔为例 被引量:1
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作者 冯德鸿 雷奥林 池晓霞 《测绘与空间地理信息》 2022年第8期57-59,共3页
以当阳市庙前镇关雎河畔为例,重点介绍了基于ArcScene与SketchUp交互建模技术:基于SketchUp Esri插件和基于ArcScene中3D编辑器的交互建模技术,并比较两种不同建模技术之间的优缺点和适用范围,同时应用带有高程值的航拍地形数据点要素... 以当阳市庙前镇关雎河畔为例,重点介绍了基于ArcScene与SketchUp交互建模技术:基于SketchUp Esri插件和基于ArcScene中3D编辑器的交互建模技术,并比较两种不同建模技术之间的优缺点和适用范围,同时应用带有高程值的航拍地形数据点要素模拟关雎河畔地形,对场景精细化以完成生态景观场景开发。 展开更多
关键词 Arcscene SKETCHUP 交互建模 地形模拟 场景精细化
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基于CARLA仿真的端到端自动驾驶算法综述
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作者 付光明 卢子奥 +1 位作者 马雷 王贝贝 《浙江大学学报(理学版)》 北大核心 2026年第2期131-147,160,共18页
随着深度学习和硬件算力的发展,端到端自动驾驶模型得到广泛关注,其核心思想是使用神经网络将感官输入直接映射为车辆控制,将驾驶过程作为单个任务进行优化。此外,由于自动驾驶模型在真实世界进行测试时存在巨大的人力物力成本和安全隐... 随着深度学习和硬件算力的发展,端到端自动驾驶模型得到广泛关注,其核心思想是使用神经网络将感官输入直接映射为车辆控制,将驾驶过程作为单个任务进行优化。此外,由于自动驾驶模型在真实世界进行测试时存在巨大的人力物力成本和安全隐患,对于极端场景,如行人突然横穿马路等问题较难覆盖。较常见的做法是先在仿真器中训练自动驾驶模型,后迁移至真实世界。因此,首先调研了当前主要的自动驾驶仿真模拟器。其次聚焦基于CARLA仿真的端到端自动驾驶算法的发展,根据仿真数据的不同使用程度对现有算法进行划分,从模型输入和输出的改进、数据增强、训练策略优化等方面介绍了不同算法的优势和差异,厘清算法之间的关系,并讨论了基于游戏引擎和基于神经辐射场的仿真场景合成方法。最后通过对现有方法的优势和局限性的分析,展望了端到端自动驾驶算法的发展趋势。 展开更多
关键词 自动驾驶 仿真器 CARLA 端到端 模仿学习 场景合成
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