Real-time prediction of projectile penetration to laminates by training machine learning models withfinite element solver as the trainer

Studies on ballistic penetration to laminates is complicated, but important for design effective protection of structures. Experimental means of study is expensive and can often be dangerous. Numerical simu-lation has been an excellent supplement, but the computation is time-consuming. Main aim of this thesis was to develop and test an effective tool for real-time prediction of projectile penetrations to laminates by training a neural network and a decision tree regression model. A large number of finite element models were developed;the residual velocities of projectiles fromfinite element simulations were used as the target data and processed to produce sufficient number of training samples. Study focused on steel 4340tpolyurea laminates with various configurations. Four different 3D shapes of the projectiles were modeled and used in the training. The trained neural network and decision tree model was tested using independently generated test samples using finite element models. The predicted projectile velocity values using the trained machine learning models are then compared with thefinite element simulation to verify the effectiveness of the models. Additionally, both models were trained using a published experimental data of projectile impacts to predict residual velocity of projectiles for the unseen samples. Performance of both the models was evaluated and compared. Models trained with Finite element simulation data samples were found capable to give more accurate predication, compared to the models trained with experimental data, becausefinite element modeling can generate much larger training set, and thus finite element solvers can serve as an excellent teacher. This study also showed that neural network model performs better with small experimental dataset compared to decision tree regression model.     

【专题】无人系统互操作性发展现状与关键问题

无人系统正在加速由专用化、单一化向通用化、标准化发展,多无人系统协同、无人-有人系统协同、无人系统集群等新型作战概念不断成熟。无人系统互操作性是提高无人系统联合作战能力的倍增器和推动无人系统系列化发展的重要抓手,也是适应无人系统协同化、集群化发展的必然需求。本文详细阐述了无人系统互操作性的概念内涵,从顶层规划、技术创新和能力验证三个方面分析了无人系统互操作性发展现状,提出了一种针对跨域、多域无人系统互操作的等级模型,构建了自底向上和自顶向下相结合的互操作性关键支撑技术体系,剖析了通用/开放体系架构、标准协议与模块化组件、自主能力评估验证、数据传输与数据策略等技术因素,并展望了下一步研究重点。     

NCES服务发现体系研究及我军发展建议

为占有信息优势,进而占有决策优势,美军在总结近年实际战争经验的基础上,提出服务发现体系结构。在深入研究美军NCES(net-centerenterpriseservice)服务发现体系结构的基础上,分析了NCES的背景和发展趋势,NCES服务发现体系结构的含义和优势,其视图、关键技术和不足等。借鉴美军建设该体系结构的思想与发展趋势,立足我军实际情况,建设我军自己的服务发现体系结构。有助于提高我军信息获取能力,为占有决策优势提供强有力的支持。     

基于AUML的巡航导弹C3I系统体系结构分析

面向Agent方法是很有前途的C3I系统体系结构分析方法.提出了对C3I系统体系结构进行Agent组织、Agent和Agent内部三个层次分析的基本方法.采用AUML(Agent统一建模语言)并对其进行扩展,对巡航导弹C3I系统进行了面向Agent组织的分析建模:建立用例模型描述系统需求;用Agent组织类图描述系统静态结构;用顺序图或协作图描述Agent组织之间的交互;用活动图描述Agent组织的工作流程和并发行为.     

基于改进的BP算法的舰载C4I威胁判断模型

为解决传统舰载C4I威胁判断模型的不足,寻求适应信息化作战要求的舰载C4I威胁判断模型,将神经网络引入舰载C4I系统,提出了基于BP神经网络的威胁判断模型,并对BP算法进行了改进;通过Matlab仿真计算,结果表明该方法计算速度快、精度高.     

多级安全数据库体系结构及其策略模型的研究

通过对现有多级安全数据库体系结构和策略模型的研究,分析它们各自存在的不足,给出了一个基于核心化体系结构的MLS-DBMS体系结构,并在现有策略模型的基础上,提出了一个基于扩展安全级的安全模型.该安全模型增加了策略模型的灵活性,提高了数据库系统的安全性和可用性.     

架构和模式在水声信息流仿真软件中的应用

水声信息流仿真软件系统涉及多目标、多声纳以及多变的海洋环境.仿真软件的复用性是现代软件工程的重要性能指标.针对系统开放性的特点,在领域分析模型的基础上,采用了面向对象方法设计仿真软件模型.为了满足软件多层次复用的需求,应用软件架构技术和设计模式设计仿真软件.根据水声信息流仿真软件需求,系统划分为四层结构;按功能,层又可分解为包.可复用的设计模式用于设计不同层和包中类之间的关系.提出的仿真软件模型具有良好的可扩充性与可复用性.     

External security determinants of Greek military expenditure: An empirical investigation using Neural networks

Greece has regularly ranked as the country with the highest defence burden in NATO and the European Union. Over the past decades she has allocated an averatge 6% of GDP to defence yearly. This study using neural networks examines the external security determinants of Greek military expenditure in the context of the ongoing Greek‐Turkish conflict.     

基于体系结构方法的机群对海作战活动分析

机群综合电子信息系统在高技术局部战争环境中可以为机群协同作战提供信息能力与优势,对机群作战活动的分析是设计其体系结构的基础,因此对机群在作战中的活动进行分析有重要意义。针对海军航空兵机群的对海作战,利用体系结构设计工具,在DoD AF V1.0框架下分析了机群对海作战活动,并在此基础上开发了相关作战视图。     

潜艇运动对被动声纳浮标搜索的影响

由于被动声纳浮标隐蔽持续探测,潜艇可能由于机动进入浮标探测范围,从而增加了被探测概率。首先,在分析已有模型局限性的基础上,从潜艇运动对浮标搜索影响的原理出发,建立单枚浮标新增搜索区域模型,分析了单枚浮标搜索概率的影响因素,然后建模分析了潜艇运动对浮标拦截线搜索概率的影响因素,得出了影响作用仅对浮标作用距离、间距和航向敏感的结论,并对作战使用方法提出相关建议。