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A multi-parametric path planning framework utilizing airspace visibility graphs for urban battlefield environments
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作者 Sidao Chen Xuejun Zhang +1 位作者 Zuyao Zhang Jianxiang Ma 《Defence Technology(防务技术)》 2025年第9期112-126,共15页
Urban combat environments pose complex and variable challenges for UAV path planning due to multidimensional factors,such as static and dynamic obstructions as well as risks of exposure to enemy detection,which threat... Urban combat environments pose complex and variable challenges for UAV path planning due to multidimensional factors,such as static and dynamic obstructions as well as risks of exposure to enemy detection,which threaten flight safety and mission success.Traditional path planning methods typically depend solely on the distribution of static obstacles to generate collision-free paths,without accounting for constraints imposed by enemy detection and strike capabilities.Such a simplified approach can yield safety-compromising routes in highly complex urban airspace.To address these limitations,this study proposes a multi-parameter path planning method based on reachable airspace visibility graphs,which integrates UAV performance constraints,environmental limitations,and exposure risks.An innovative heuristic algorithm is developed to balance operational safety and efficiency by both exposure risks and path length.In the case study set in a typical mixed-use urban area,analysis of airspace visibility graphs reveals significant variations in exposure risk at different regions and altitudes due to building encroachments.Path optimization results indicate that the method can effectively generate covert and efficient flight paths by dynamically adjusting the exposure index,which represents the likelihood of enemy detection,and the path length,which corresponds to mission execution time. 展开更多
关键词 UAV Path planning Urban battlefield environment Airspace visibility graph ISOVIST
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Technology for intelligent battlefield situation awareness
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作者 Bo CAO Yafei SONG Gang WANG 《Chinese Journal of Aeronautics》 2025年第6期3-5,共3页
Battlefield situation awareness is equivalent to the observation and orientation part of the Observation-Orientation-Decision-Action(OODA)loop.It is the key to transforming information advantage into decision-making a... Battlefield situation awareness is equivalent to the observation and orientation part of the Observation-Orientation-Decision-Action(OODA)loop.It is the key to transforming information advantage into decision-making advantages and an essential support for agile command decision-making.With the rapid rise and widespread application of various advanced intelligent technologies and model algorithms in the military field,traditional situation awareness technology and capacity building are facing great challenges.Relying solely on manual processing of battlefield situational data is no longer sufficient to meet the changing needs of the battlefield,nor can it provide commanders with real-time,accurate,efficient,and reliable situational information.Therefore,it is necessary to use highperformance hardware facilities and artificial intelligence technology to process massive battlefield data and provide an important reference basis for commanders to implement decision-making behaviors. 展开更多
关键词 OODA loop battlefield situation awareness model algorithms intelligent technology advanced intelligent technologies observation orientation situation awareness capacity building
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Battlefield target intelligence system architecture modeling and system optimization
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作者 LI Wei WANG Yue +2 位作者 JIA Lijuan PENG Senran HE Ruixi 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第5期1190-1210,共21页
To address the current problems of poor generality,low real-time,and imperfect information transmission of the battlefield target intelligence system,this paper studies the battlefield target intelligence system from ... To address the current problems of poor generality,low real-time,and imperfect information transmission of the battlefield target intelligence system,this paper studies the battlefield target intelligence system from the top-level perspective of multi-service joint warfare.First,an overall planning and analysis method of architecture modeling is proposed with the idea of a bionic analogy for battlefield target intelligence system architecture modeling,which reduces the difficulty of the planning and design process.The method introduces the Department of Defense architecture framework(DoDAF)modeling method,the multi-living agent(MLA)theory modeling method,and other combinations for planning and modeling.A set of rapid planning methods that can be applied to model the architecture of various types of complex systems is formed.Further,the liveness analysis of the battlefield target intelligence system is carried out,and the problems of the existing system are presented from several aspects.And the technical prediction of the development and construction is given,which provides directional ideas for the subsequent research and development of the battlefield target intelligence system.In the end,the proposed architecture model of the battlefield target intelligence system is simulated and verified by applying the colored Petri nets(CPN)simulation software.The analysis demonstrates the reasonable integrity of its logic. 展开更多
关键词 battlefield target intelligence system architecture modeling bionic design system optimization simulation verification
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A method to determine the shell layout scheme for equipment battlefield damage tests under artillery fire 被引量:1
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作者 Cai Chen Quan Shi +2 位作者 Zhi-feng You Hong-yu Ge Fang Zhang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2021年第2期682-691,共10页
In this paper,a new method for determining the shell layout scheme is proposed,which can make the equipment damage data by the battlefield damage test resemble as close as possible the actual combat data.This method i... In this paper,a new method for determining the shell layout scheme is proposed,which can make the equipment damage data by the battlefield damage test resemble as close as possible the actual combat data.This method is based on the analysis of the impact point distribution and effective damage area of equipment.In order to obtain the position of the impact points,an impact point distribution model under artillery fire was established.Similarly,in order to obtain the effective damage area of equipment,the concepts of generalized damage area and task-based equipment functional damage probability were demonstrated,and the corresponding calculation model was established.Through case analysis,the shell layout scheme was effectively obtained,verifying the correctness of the proposed method. 展开更多
关键词 battlefield damage test Projectile impact point Effective damage area Functional damage
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A Study of an Intelligent Battlefield Damage Assessment System Based on a Multi-agent System 被引量:3
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作者 LIU Xiang-kai DAI Wan-jun TANG Yan-feng WANG Jia-ning 《International Journal of Plant Engineering and Management》 2008年第1期41-46,共6页
Battlefield damage assessment is the key to Battlefield Damage Assessment and Repair ( BDAR ) . We present an Intelligent Battlefield Damage Assessment System (IBDAS) based on multiagent system technology. We firs... Battlefield damage assessment is the key to Battlefield Damage Assessment and Repair ( BDAR ) . We present an Intelligent Battlefield Damage Assessment System (IBDAS) based on multiagent system technology. We first establish the system framework, and then study the interior structure and workflow of a problem allocation agent. The result shows that, there are many advantages to resolve the problem of battlefield damage assessment by applying multi-agent system technology, and it will bring significant military benefit. 展开更多
关键词 battlefield damage assessment AGENT multi-agent system
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Object-oriented Battlefield Environment Simulation Process Object Model Based on Task-driven 被引量:2
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作者 Jie ZHU Xiong YOU +1 位作者 Qing XIA Hongjun ZHANG 《Journal of Geodesy and Geoinformation Science》 2019年第3期31-43,共13页
Battlefield environment simulation process is an important part of battlefield environment information support, which needs to be built around the task process. At present, the interoperability between battlefield env... Battlefield environment simulation process is an important part of battlefield environment information support, which needs to be built around the task process. At present, the interoperability between battlefield environment simulation system and command and control system is still imperfect, and the traditional simulation data model cannot meet war fighters’ high-efficient and accurate understanding and analysis on battlefield environment’s information. Therefore, a kind of task-orientated battlefield environment simulation process model needs to be construed to effectively analyze the key information demands of the command and control system. The structured characteristics of tasks and simulation process are analyzed, and the simulation process concept model is constructed with the method of object-orientated. The data model and formal syntax of GeoBML are analyzed, and the logical model of simulation process is constructed with formal language. The object data structure of simulation process is defined and the object model of simulation process which maps tasks is constructed. In the end, the battlefield environment simulation platform modules are designed and applied based on this model, verifying that the model can effectively express the real-time dynamic correlation between battlefield environment simulation data and operational tasks. 展开更多
关键词 battlefield environment simulation GeoBML object-orientated TASK DRIVEN process modeling
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Tensor-Centric Warfare IV:Kahler Dynamics of Battlefields 被引量:1
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作者 Vladimir Ivancevic Darryn Reid Peyam Pourbeik 《Intelligent Control and Automation》 2018年第4期123-146,共24页
This paper presents the complex dynamics synthesis of the combat dy-namics series called tensor-centric warfare (TCW;for the first three parts of the series, see [1] [2] [3]), which includes tensor generalization of c... This paper presents the complex dynamics synthesis of the combat dy-namics series called tensor-centric warfare (TCW;for the first three parts of the series, see [1] [2] [3]), which includes tensor generalization of classical Lanchester-type combat equations, entropic Lie-dragging and commutators for modeling warfare uncertainty and symmetry, and various delta-strikes and missiles (both deterministic and random). The present paper gives a unique synthesis of the Red vs. Blue vectorfields into a single complex battle-vectorfield, using dynamics on K&#228;hler manifolds as a rigorous framework for extending the TCW concept. The global K&#228;hler dynamics framework, with its rigorous underpinning called the K&#228;hler-Ricci flow, provides not only a new insight into the “geometry of warfare”, but also into the “physics of warfare”, in terms of Lagrangian and Hamiltonian structures of the battlefields. It also provides a convenient and efficient computational framework for entropic wargaming. 展开更多
关键词 Tensor-Centric Warfare Kahler Geometry Complex Battle-Vectorfield Lagrangian and Hamiltonian battlefields Kahler-Ricci Flow Entropic Computational Wargaming
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Improved Design of Architecture of the Battlefield Situation Comprehensive Display System
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作者 LIU Yu ZHANG Lili LI Gangqiang 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2023年第4期309-316,共8页
The traditional chimney software architecture design,which is based on the application object,scale and equipment,is difficult to meet the urgent need of multi-resolution,multi-viewpoint,two-dimensional and three-dime... The traditional chimney software architecture design,which is based on the application object,scale and equipment,is difficult to meet the urgent need of multi-resolution,multi-viewpoint,two-dimensional and three-dimensional consistent battlefield situation comprehensive display.Referring to the idea of U.S.Army's general operational diagram,the architecture of the current battlefield situation integrated display system is upgraded and improved.Aiming at the problems of information splitting and real-time undifferentiated access of multi-domain heterogeneous data,technical means such as spatial analysis and multi-source data integration are put forward,and the problems of fast loading and visualization of 3D models of the large battlefield space are solved by designing force clustering and motion trajectory smoothing algorithms.This method improves the service ability and the level of the battlefield situation comprehensive display system,and has a broad arrange of application. 展开更多
关键词 common operational picture(COP) architecture of battlefield situation VISUALIZATION computer model
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Audience-Performer Interface as a Battlefield of Expression: A Study of Ateso Oral Narratives
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作者 Simon Peter Ongodia 《Journal of Literature and Art Studies》 2014年第4期318-323,共6页
The purpose of the study was to investigate and illustrate the challenges faced by performers and audiences during Ateso oral narratives in Ateso speaking communities in Uganda. The study used ethnographic and discurs... The purpose of the study was to investigate and illustrate the challenges faced by performers and audiences during Ateso oral narratives in Ateso speaking communities in Uganda. The study used ethnographic and discurssive analyses methods of research. The topic was Audience-Performer Interface as a Battlefield of Expression: A Study of Ateso Oral Narratives. Ethnographic method of study was used in Ateso speaking communities of Serere, Ngora, Bukedea and Pallisa districts of Uganda. The author stayed with communities for four to seven days in 2009, 2010 and 2011. The study analysed the interpretational dimensions of the oral narrative episodes. Questionnaires and focused group discussions were used to solicit data from a total of 20 (33.3%) out of 60 persons. The study saw that there was dire need to revive the cultural media of communication in Teso. In Serere, Bukedea and Ngora there was more of unpleasant intrusion than in Pallisa and Serere. Performers should consider their audiences complementary to the narration and establish rapport. Audiences should appreciate the efforts of the narrators to keep the cultural norm of story-telling alive in Teso. The Ministry of Education and Sports in Uganda should encourage local languages at all levels of education. 展开更多
关键词 Ateso audience-performer interface battlefield of expression cultural media Etesot interpretationaldimensions Iteso retrogressive Teso unpleasant intrusion
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Information Visualization Theorem for Battlefield Screen
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作者 Heesoo Jung Suhwan Kim Yongjin James Kwon 《Journal of Computer and Communications》 2016年第5期72-77,共6页
Designing military screen (display) is not complicated in the past, the design should contains easiness of using, visibility and functionality. And it is important that contains all of the information what the system ... Designing military screen (display) is not complicated in the past, the design should contains easiness of using, visibility and functionality. And it is important that contains all of the information what the system could be gotten. Today military display design can be valued by consideration of human’s cognition model. A few information, which operators of military display could easily miss, could bring critical loss. So the military display needs the ability to help operator decide the military decision with sufficient consideration of battlefield information in a short time. The information is considerably complicated because it has many military entities and many attributes for each entities. For this reason this research contains the methodology of information organization especially for visual information. When the operator use military display, the required information should be recognized at a glance and located where the operator can place his eye easily. Therefore, the display screen should efficiently organize and effectively transfer the information. This paper specifically proposes design methodology to effectively organize and visualize the information in the display screen. The theory of information visualization in a variety of fields already exist, but it has no established theory for the origin of the display screen design. Since the theory was selected to organize the military display interface design for the display screen of the battlefield situation existing information visualization theory. 展开更多
关键词 Information Visualization TYPOGRAPHY Infographics battlefield Screen DISPLAY
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User Centered Design for Battlefield Screen
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作者 Heesoo Jung Suhwan Kim Yongjin James Kwon 《Journal of Computer and Communications》 2016年第5期86-91,共6页
This thesis paper is a brief summary of user centered design, (particularly in the situation of under the battlefield), which incorporates the related information after reviewing many other papers. A display screen us... This thesis paper is a brief summary of user centered design, (particularly in the situation of under the battlefield), which incorporates the related information after reviewing many other papers. A display screen user requires an ability to provide proper information while considering a variety of information in a short period. While operating the display screen, the user is heavily pressed for time as the missions are allocated through many different steps of orders. In addition, since a failure would cause fatal damage or cause further defeat, this increases the pressure of time. The right environment for operating a display screen is most useful when the user is in the most vulnerable time period or long-term continuous operation of the display screen. In that kind of sterile environment, the operating display screen is there to help the user’s decisions for the matter at hand, in this it should follow the user centered design and improve the user’s handiness and use. Furthermore, the information should be provided in accordance with the user's informational and perceptional process, and the capacity of the information process should be improved with the movement through each process and step. This thesis paper can be used as a reference material when designing the display screen in order to apply a user’s experiences. 展开更多
关键词 User Centered Design Interface Design Software Engineering battlefield Screen Operating Display
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面向复杂战场环境下的长期目标跟踪方法
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作者 张雷 何舒文 +2 位作者 段晶晶 马增琛 张建伟 《火力与指挥控制》 北大核心 2025年第9期45-53,共9页
针对未来智能化武器装备面向复杂战场环境下的作战需求,设计了一种鲁棒的长期目标跟踪方法。面对高对抗性、高不确定性、高动态性和强实时性的战场环境,以孪生网络跟踪器为基准跟踪框架,建立目标跟踪正确性判断机制,融合双向特征金字塔... 针对未来智能化武器装备面向复杂战场环境下的作战需求,设计了一种鲁棒的长期目标跟踪方法。面对高对抗性、高不确定性、高动态性和强实时性的战场环境,以孪生网络跟踪器为基准跟踪框架,建立目标跟踪正确性判断机制,融合双向特征金字塔框架与重检测机制,构建目标跟踪方法架构,从而实现复杂环境下的长期目标跟踪。实验结果表明,提出的方法相对于基准跟踪方法的平均距离精度提高了6.9%,从而确保作战任务高效、可靠地完成。 展开更多
关键词 复杂战场环境 长期目标跟踪 孪生网络跟踪器 双向特征金字塔 重检测机制
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世界反法西斯战争的中国担当及其重大意义
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作者 齐卫平 《人民论坛·学术前沿》 北大核心 2025年第14期11-19,共9页
中国以对世界反法西斯战争胜利的贡献,诠释了中国肩负何等担当、如何践履担当、中国担当有何意义等问题。中国作为世界反法西斯最早战场,其重大意义在于确证中国人民抗日战争与世界反法西斯战争相统一的叙事逻辑,彰显这场战争的连续性... 中国以对世界反法西斯战争胜利的贡献,诠释了中国肩负何等担当、如何践履担当、中国担当有何意义等问题。中国作为世界反法西斯最早战场,其重大意义在于确证中国人民抗日战争与世界反法西斯战争相统一的叙事逻辑,彰显这场战争的连续性、长期性和艰巨性,深化世界反法西斯战争的历史厚度和意蕴深度。中国作为世界反法西斯战争的东方主战场,为挽救民族危亡、争取世界和平伟大事业作出的重大贡献,确立了中国人民抗日战争在世界反法西斯战争中的显著地位,其中体现的中国担当无比高尚。中国人民抗日战争肩负世界反法西斯战争的责任,中国人民以英勇斗争的壮举为这场战争的伟大胜利立下不朽功勋。中国人民抗日战争和世界反法西斯战争胜利最好的纪念是珍惜和平,让战争远离世界,让世界更加美好。 展开更多
关键词 中国人民抗日战争 世界反法西斯战争 最早战场 东方主战场 中国贡献
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基于数字孪生的防空反导数智平行战场构建方法研究
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作者 王刚 杨科 +2 位作者 权文 郭相科 赵小茹 《空天防御》 2025年第3期1-13,共13页
构建“研、战、试、实、训”一体化功能的数字化平行战场,是提升作战指挥与联合训练能力、应对未来大国智能化高端战争的有效支撑手段。针对防空反导领域数字化平行战场构建时所面临的复杂场景难构设、虚实兵力难交互、作战行为难仿真... 构建“研、战、试、实、训”一体化功能的数字化平行战场,是提升作战指挥与联合训练能力、应对未来大国智能化高端战争的有效支撑手段。针对防空反导领域数字化平行战场构建时所面临的复杂场景难构设、虚实兵力难交互、作战行为难仿真等难题,本文采用基于模型的系统工程(Model-Based System Engineering,MBSE)数字孪生建模方法,实现复杂场景精确构设;建立基于LVC(Live-Virtual-Constructive)的虚实结合分布式仿真体系架构,实现虚实交互与高效协同;提出规则与数据双驱动的Agent模型建模方法,实现防空反导作战智能行为仿真;构建面向平行战场的多分支仿真推演与辅助决策框架,实现战场态势分析、方案生成及评估优选的有机统一;运用软件定义方法完成系统开发,实现系统资源动态调度、灵活重构与敏捷部署。研究结果表明,基于数字孪生理念构建的防空反导新型数智化平行战场,可为防空反导领域装备试验、作战实验、联合训练及指挥决策等多场景仿真应用提供技术支撑。 展开更多
关键词 数智战场 防空反导 体系仿真 数字孪生 平行系统
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面向复杂环境的军用无人机抢修方舱造型设计
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作者 李慧君 吴志军 刘晶 《湖南包装》 2025年第1期140-142,163,共4页
针对新型战场下军用作战无人机快速抢修、完善在役装备完好率的需求,根据维修方舱所处复杂自然环境影响因素与无人机损伤维修流程,从内部设备属性、内部设备布局、环境适应性、技术指标等方面,分析了军用无人机维修方舱的造型设计需求... 针对新型战场下军用作战无人机快速抢修、完善在役装备完好率的需求,根据维修方舱所处复杂自然环境影响因素与无人机损伤维修流程,从内部设备属性、内部设备布局、环境适应性、技术指标等方面,分析了军用无人机维修方舱的造型设计需求与方法。应用设计实例,进一步从整体造型、内部布局、运输方式等方面提出了面向复杂场景的无人机维修方舱造型设计方法。 展开更多
关键词 复杂环境 军用无人机 维修方舱 新型战场
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应急指挥S3DA2框架与应急数字孪生战场关键技术
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作者 陈涛 张辉 +2 位作者 黄丽达 田冉冉 闫小丽 《中国安全科学学报》 北大核心 2025年第10期205-212,共8页
为解决我国应急指挥救援体系中存在的层级割裂、数据与决策脱节及动态适应性不足等问题,聚焦一体化框架构建与数字孪生技术应用,提出4层级(应急指挥中心、现场指挥部、救援队伍、救援单兵)-5步骤(感知、模拟、谋划、决策、行动)通用模型... 为解决我国应急指挥救援体系中存在的层级割裂、数据与决策脱节及动态适应性不足等问题,聚焦一体化框架构建与数字孪生技术应用,提出4层级(应急指挥中心、现场指挥部、救援队伍、救援单兵)-5步骤(感知、模拟、谋划、决策、行动)通用模型,并进一步将其拓展为感知-模拟-谋划-决策-行动(S3DA2)框架,同时,推导得出最小化成本的最优决策公式;基于该框架,构建“应急数字孪生战场”技术体系,涵盖多源数据融合、孪生建模、流固耦合/人工智能混合仿真和多目标决策优化等;以2024年洞庭湖团洲垸堤防决口事件为验证场景,开发流固耦合-多智能体救援模拟器,实现物理场景与虚拟仿真的实时映射闭环。结果表明:该模型将决口扩张误差控制在10%以内,将封堵时长由82 h缩短至52 h,石料需求预测为5.9×10^(4)m^(3),与实测结果一致。 展开更多
关键词 应急指挥 感知-模拟-谋划-决策-行动(S3DA2)框架 数字孪生战场 关键技术 4层级模型 5步骤模型
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Target Detection-Oriented RGCN Inference Enhancement Method
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作者 Lijuan Zhang Xiaoyu Wang +3 位作者 Songtao Zhang Yutong Jiang Dongming Li Weichen Sun 《Computers, Materials & Continua》 2025年第4期1219-1237,共19页
In this paper,a reasoning enhancement method based on RGCN(Relational Graph Convolutional Network)is proposed to improve the detection capability of UAV(Unmanned Aerial Vehicle)on fast-moving military targets in urban... In this paper,a reasoning enhancement method based on RGCN(Relational Graph Convolutional Network)is proposed to improve the detection capability of UAV(Unmanned Aerial Vehicle)on fast-moving military targets in urban battlefield environments.By combining military images with the publicly available VisDrone2019 dataset,a new dataset called VisMilitary was built and multiple YOLO(You Only Look Once)models were tested on it.Due to the low confidence problem caused by fuzzy targets,the performance of traditional YOLO models on real battlefield images decreases significantly.Therefore,we propose an improved RGCN inference model,which improves the performance of the model in complex environments by optimizing the data processing and graph network architecture.Experimental results show that the proposed method achieves an improvement of 0.4%to 1.7%on mAP@0.50,which proves the effectiveness of the model in military target detection.The research of this paper provides a new technical path for UAV target detection in urban battlefield,and provides important enlightenment for the application of deep learning in military field. 展开更多
关键词 RGCN target detection urban battlefield YOLO visual reasoning
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Top 10 China's Rare Earth Scientific News in 2024
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《China Rare Earth Information》 2025年第1期3-13,共11页
2024 is a crucial year for fully implementing the spirit of the 20th National Congress of the Communist Party of China and a challenging year for deepening the implementation of the 14th Five-Year Plan.This year,the v... 2024 is a crucial year for fully implementing the spirit of the 20th National Congress of the Communist Party of China and a challenging year for deepening the implementation of the 14th Five-Year Plan.This year,the vast number of rare earth technology workers made outstanding contributions to accelerating the construction of a technological powerhouse and achieving high-level technological self-reliance and self-improvement,facing the forefront of world science and technology,the main battlefield of the economy,primary national needs,and people's health.The rare earth technology industry had achieved fruitful results. 展开更多
关键词 construction technological powerhouse peoples health world science technology economic battlefield technological powerhouse rare earth technology workers rare earth national needs
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军事地质数据的标准化处理与应用 被引量:1
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作者 张栋 葛良胜 +5 位作者 王卫兵 李宏伟 魏海平 李永生 赵由之 孔迪 《地质论评》 北大核心 2025年第3期814-826,共13页
军事地质数据客观反映地下物质组成和结构信息,是典型军事场景地面特性分析的重要基础数据。军事地质数据的标准化处理和有效军用方式,已成为多源异构地球科学数据面向军事应用的重要挑战。准确运用军事地质数据有助于理解地理空间数据... 军事地质数据客观反映地下物质组成和结构信息,是典型军事场景地面特性分析的重要基础数据。军事地质数据的标准化处理和有效军用方式,已成为多源异构地球科学数据面向军事应用的重要挑战。准确运用军事地质数据有助于理解地理空间数据的动态变化特征,为军用地理空间信息产品定制服务提供新途径。笔者等根据军事地质大数据特征,构建军事地质要素、民用地质数据军用提取、军事地质数据库和数据分析模型指标的标准化处理方案,对军事地质数据的军事应用进行探讨,研究进展包括:①军事地质数据具有多源异构、多模态、高度集成性和复杂性,具有多样化的时间—空间—物理—化学结构属性,涉及支撑地形结构和地下空间的复杂地质过程和内在机理等大容量高相关性数据,既有大数据共性特征,又具有快速立体适时提取、静态动态战态保障和目标侦测研判的专属应用特点;②军事地质要素应用分类推荐了军事地质数据面向军事应用的基础元数据类型,民用地质数据军用提取提供了“先整编后提取再更新”原则,军事地质数据库实现了数据汇聚、建库制图、数据管理和应用服务的大数据分析利用,数据分析模型指标构建了山地景观下一组军事地质要素具弱相关性特征值的定量建模影响因子体系;③军事地质要素与军民通用基础地理信息的标准矢量数据叠加,为地理空间情报提供数据库和专题地图,利用GIS工具实现量化处理、空间分析和制图输出,支持军用地理空间信息产品的专题图层、典型场景和快速保障。在智能提取和融合表达的大数据技术应用中,军事地质标准数据应具备统一的地理空间基准和整合式要素分类结构,提供分析型数据库和产品互操作的定制符号体系。研究结果用于规范军事地质数据与军用信息成果的标准化衔接,推动军事地质在精细化信息化智能化战场环境保障领域中的技术进步。 展开更多
关键词 军事地质数据 地质大数据 标准化 地理空间信息产品 战场环境保障
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基于度量学习的半监督空中目标作战意图识别 被引量:1
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作者 张晨浩 周焰 +3 位作者 梁复台 周通 宋子豪 袁凯 《现代防御技术》 北大核心 2025年第1期52-62,共11页
空中战场态势是对空中战场中所有参与方行动和状态的总体描述,而目标作战意图识别则为空中战场态势评估提供重要依据。为了解决在激烈对抗、快速演化的空中战场态势背景下,大量已标记的空中目标战场态势数据获取难度大的问题,提出了一... 空中战场态势是对空中战场中所有参与方行动和状态的总体描述,而目标作战意图识别则为空中战场态势评估提供重要依据。为了解决在激烈对抗、快速演化的空中战场态势背景下,大量已标记的空中目标战场态势数据获取难度大的问题,提出了一种基于度量学习的半监督空中目标作战意图识别模型。该模型提供了一种从无标签样本中发掘潜在模式的方法,缓解了对大量标记数据的需求。模型通过目标时序数据编码器对目标序列数据进行降维并得到其嵌入表示。在此基础上,通过分别度量已标记的目标序列与意图类型、未标记的目标序列之间的相似度,计算对应的损失值。实验结果表明,在有标签样本不同占比为30%、40%和50%的情况下,该模型识别空中目标作战意图的准确率分别为86%、89%和91%。 展开更多
关键词 空中目标 战场态势 作战意图 意图识别 度量学习 半监督学习
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