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Boost-Phase ballistic missile trajectory estimation with ground based radar 被引量:9
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作者 Tang Yuyan Huang Peikang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第4期705-708,共4页
A conditional boost-phase trajectory estimation method based on ballistic missile (BM) information database and classification is developed to estimate and predict boos-phase BM trajectory. The main uncertain factor... A conditional boost-phase trajectory estimation method based on ballistic missile (BM) information database and classification is developed to estimate and predict boos-phase BM trajectory. The main uncertain factors to describe BM dynamics equation are reduced to the control law of trajectory pitch angle in boost-phase. After the BM mass at the beginning of estimation, the BM attack angle and the modification of engine thrust denoting BM acceleration are modeled reasonably, the boost-phase BM trajectory estimation with ground based radar is well realized. The validity of this estimation method is testified by computer simulation with a typical example. 展开更多
关键词 trajectory estimation boost-phase ground based radar ballistic missile.
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Stability analyses of the mass abrasive projectile high-speed penetrating into a concrete target Part III: Terminal ballistic trajectory analyses 被引量:4
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作者 H.Wu X.W.Chen +2 位作者 Q.Fang X.Z.Kong L.L.He 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2015年第4期558-569,共12页
During the high-speed penetration of projectiles into concrete targets (the impact velocity ranges from 1.0 to 1.5 km/s), important factors such as the incident oblique and attacking angles, as well as the asymmetri... During the high-speed penetration of projectiles into concrete targets (the impact velocity ranges from 1.0 to 1.5 km/s), important factors such as the incident oblique and attacking angles, as well as the asymmetric abrasions of the projectile nose induced by the target-projectile interactions, may lead to obvious deviation of the terminal ballistic tra- jectory and reduction of the penetration efficiency. Based on the engineering model for the mass loss and nose-blunting of ogive-nosed projectiles established, by using the Differ- ential Area Force Law (DAFL) method and semi-empirical resistance function, a finite differential approach was pro- grammed (PENTRA2D) for predicting the terminal ballistic trajectory of mass abrasive high-speed projectiles penetrating into concrete targets. It accounts for the free-surface effects on the drag force acting on the projectile, which are attributed to the oblique and attacking angles, as well as the asymmetric nose abrasion of the projectile. Its validation on the prediction of curvilinear trajectories of non-normal high-speed pene- trators into concrete targets is verified by comparison with available test data. Relevant parametric influential analyses show that the most influential factor for the stability of ter- minal ballistic trajectories is the attacking angle, followed by the oblique angle, the discrepancy of asymmetric nose abrasion, and the location of mass center of projectile. The terminal ballistic trajectory deviations are aggravated as the above four parameters increase. 展开更多
关键词 PROJECTILE PENETRATION Concrete Massabrasion Terminal ballistic trajectory
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Problem of the reference height of the projectile trajectory as a reduced meteo-ballistic weighting factor 被引量:1
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作者 Vladimir CECH Ludek JEDLICKA Jiri JEVICKY 《Defence Technology(防务技术)》 SCIE EI CAS 2014年第2期131-140,共10页
This paper deals with the issue of preparation of the aiming angles with the use of tabular firing tables and needed determination of the ballistic elements μ_B(ballistic wind w_B,w_(xB),w_(ZB),ballistic(virtual) tem... This paper deals with the issue of preparation of the aiming angles with the use of tabular firing tables and needed determination of the ballistic elements μ_B(ballistic wind w_B,w_(xB),w_(ZB),ballistic(virtual) temperature τ_B.ballistic density p_B) from the standardized met messages.The weighting factors are used for the calculation of ballistic elements μ_B that are incorporated into the trajectory calculations characteristics of weapon and ammunition.Two different methodologies practically used in the praxis are analysed and compared.For the comparison of the two methodologies the reference height of trajectory determined from the weighting factor functions is employed.On the basis of the analyses conducted,the potential for further increase in accuracy of these aiming angles preparation methods is pointed out. 展开更多
关键词 加权因子 弹道风 基准 气象 弹丸 制备方法 瞄准角 道密度
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Ballistic Trajectory Extrapolation and Correction of Firing Precision for Multiple Launch Rocket System
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作者 ZHA Qicheng RUI Xiaoting +1 位作者 WANG Guoping YU Hailong 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2019年第2期232-241,共10页
The research on multiple launch rocket system(MLRS)is now even more demanding in terms of reducing the time for dynamic calculations and improving the firing accuracy,keeping the cost as low as possible.This study emp... The research on multiple launch rocket system(MLRS)is now even more demanding in terms of reducing the time for dynamic calculations and improving the firing accuracy,keeping the cost as low as possible.This study employs multibody system transfer matrix method(MSTMM),to model MLRS.The use of this method provides effective and fast calculations of dynamic characteristics,initial disturbance and firing accuracy.Further,a new method of rapid extrapolation of ballistic trajectory of MLRS is proposed by using the position information of radar tests.That extrapolation point is then simulated and compared with the actual results,which demonstrates a good agreement.The closed?loop fire correction method is used to improve the firing accuracy of MLRS at low cost. 展开更多
关键词 multi-body SYSTEM transfer matrix method(MSTMM) multiple launch ROCKET system(MLRS) dynamic modeling ballistic trajectory EXTRAPOLATION fire CORRECTION METHOD
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Improved theory of projectile trajectory reference heights as characteristics of meteo-ballistic sensitivity functions
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作者 Vladimir Cech Jiri Jevicky 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2017年第3期177-187,共11页
Projectile trajectories calculated under non-standard conditions are considered to be perturbed. The tools utilized for the analysis of perturbed trajectories are weighting factor functions(WFFs) which are a special k... Projectile trajectories calculated under non-standard conditions are considered to be perturbed. The tools utilized for the analysis of perturbed trajectories are weighting factor functions(WFFs) which are a special kind of sensitivity functions. WFFs are used for calculation of meteo ballistic elements mB(ballistic wind wB, virtual temperature tB, pressure pB, density rB, speed of sound a) as well. An effect of weapon system parameters can be incorporated into calculations through the reference height of trajectory-RHT.RHT are also calculated from WFFs. Methods based on RHT are far more effective than traditional methods that use weighting factors q.We have found that the existing theory of RHT has several shortcomings due to we created an improved theory of generalized RHT which represent a special sensitivity parameters of dynamical systems. Using this theory will improve methods for designing firing tables, fire control systems algorithms, and meteo message generation algorithms. 展开更多
关键词 灵敏度函数 气象要素 弹道风 特征 动力系统理论 消防控制系统 加权因子 生成算法
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Validation of the NATO Armaments Ballistic Kernel for use in small-arms fire control systems 被引量:4
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作者 D.Corriveau 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2017年第3期188-199,共12页
In support for the development of a new small-arm ballistic computer based on the NATO Armaments Ballistic Kernel(NABK) for the Canadian snipers, DRDC Valcartier Research Centre was asked to carry out high-fidelity 6 ... In support for the development of a new small-arm ballistic computer based on the NATO Armaments Ballistic Kernel(NABK) for the Canadian snipers, DRDC Valcartier Research Centre was asked to carry out high-fidelity 6 degree-of-freedom(6-DOF) trajectory simulations for a set of relevant vignettes for the snipers, and to compare the direct fire 6-DOF simulation results with those obtained with the 4-DOF NATO Armaments Ballistic Kernel(NABK) adapted to simulate small-arm ammunition trajectories. To conduct this study, DRDC Valcartier Research Centre used BALCO v1.0b. This paper presents(1) the process and the methodology employed to carry out the sniper direct fire solution study,(2) the modeling and the simulation of the sniper projectile, the approach used in calculating the firing solutions, and the results of direct fire simulations for the sniper vignettes, and(3) an analysis of firing solutions obtained with the BALCO engine versus those of NABK. The work presented in this paper serves to validate the use of NABK for the new sniper ballistic computer. 展开更多
关键词 弹道计算机 武器火控系统 北约 验证 应用 DRDC 轨迹模拟 狙击手
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Improved theory of generalized meteo-ballistic weighting factor functions and their use 被引量:1
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作者 Vladimir CECH Jiri JEVICKY 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2016年第3期242-254,共13页
It follows from the analysis of artillery fire errors that approximately two-thirds of the inaccuracy of indirect artillery fire is caused by inaccuracies in the determination of the meteo parameters included in fire ... It follows from the analysis of artillery fire errors that approximately two-thirds of the inaccuracy of indirect artillery fire is caused by inaccuracies in the determination of the meteo parameters included in fire error budget model.Trajectories calculated under non-standard conditions are considered to be perturbed.The tools utilized for the analysis of perturbed trajectories are weighting factor functions(WFFs)which are a special kind of sensitivity functions.WFFs are used for calculation of meteo ballistic elements B(ballistic wind w B,densityρB,virtual temperatureτB,pressure p B)as well.We have found that the existing theory of WFF calculation has several significant shortcomings.The aim of the article is to present a new,improved theory of generalized WFFs that eliminates the deficiencies found.Using this theory will improve methods for designing firing tables,fire control systems algorithms,and meteo message generation algorithms. 展开更多
关键词 EXTERIOR ballistic Non-standard projectile trajectory Perturbation Meteoconditions Sensitivity FUNCTION (Generalized) weighting (factor) function(curve) (Generalized) EFFECT FUNCTION Norm EFFECT
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Conceptual Design Architecture Modeling and Simulation for Boost Phase Ballistic Missile Defense 被引量:1
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作者 QASIM Zeeshan MOATASEM Momtaz 《Computer Aided Drafting,Design and Manufacturing》 2008年第1期47-65,共19页
The design review, simulation and validation of a Conceptual Design Architecture (CDA) for Ballistic Missile Defense (BMD) are presented. An intercept system that contains a Ground Based Interceptor (GBI) and its guid... The design review, simulation and validation of a Conceptual Design Architecture (CDA) for Ballistic Missile Defense (BMD) are presented. An intercept system that contains a Ground Based Interceptor (GBI) and its guidance sensors (both radar and infrared) are simulated. 3D model using MATLAB is developed for a multistage target with ascent phase acceleration profile that depends on total mass, propellant mass and the specific impulse in the gravity field. The radar cross section (RCS) and infrared radiation (IR) of the target structure is estimated as a function of the flight profile. The Kill Vehicle (KV) design is examined as a function of the KV mass, acceleration capability, aimpoint offset and impact energy to destroy the target. The aim of the CDA is to: detect the launch of a threat ballistic missile, determine whether the detected object is a threat,define the characteristics of the threat ballistic missile, develop a firing solution to negate the threat ballistic missile, engage the threat ballistic missile, and assess the effectiveness for ballistic missile intercept. The architecture is modeled in Matlab. 展开更多
关键词 ballistic missile infrared radiation interceptor missile kill vehicle radar cross section solid propulsion trajectory
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滑翔增程制导炮弹弹道特性分析与设计
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作者 吴彦锐 李智孟 +2 位作者 邓鹖 张淼 宗琪锐 《兵器装备工程学报》 CAS CSCD 北大核心 2024年第9期200-205,共6页
滑翔增程制导炮弹与普通的舰炮相比,精度高,射程远,成本低,能够在对岸进行火力支援等方面发挥重要作用,是国家军队急需发展以应对现代化作战的重要制导武器。针对滑翔增程制导炮弹初始发射条件的选取和发动机点火时刻的设计,采用遍历性... 滑翔增程制导炮弹与普通的舰炮相比,精度高,射程远,成本低,能够在对岸进行火力支援等方面发挥重要作用,是国家军队急需发展以应对现代化作战的重要制导武器。针对滑翔增程制导炮弹初始发射条件的选取和发动机点火时刻的设计,采用遍历性计算方法进行了分析,得到了最优发射条件和发动机点火时刻。以此为基础,采用最大最大升阻比法设计了增程弹道,仿真结果表明,以最大升阻比为原则的方案弹道结合选取适当的初始发射条件和发动机点火时刻,能够有效提高滑翔增程制导炮弹的射程,对于指导工程实践和作战运用具有重要意义。 展开更多
关键词 滑翔增程 弹道特性分析 最大升阻比 方案弹道
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双层三阶多项式拟合的弹道导弹发射点估计方法
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作者 邱明劼 周垂红 汪圣利 《电讯技术》 北大核心 2024年第2期239-246,共8页
发射点估计是炮位侦察校射雷达的重要任务之一。在仅利用雷达测量数据的情况下,先通过三阶函数拟合弹道导弹主动段时间-高度曲线估计导弹的绝对发射时刻,从而求得各个弹道轨迹点相对于绝对发射时刻的相对发射时间,然后再次利用三阶函数... 发射点估计是炮位侦察校射雷达的重要任务之一。在仅利用雷达测量数据的情况下,先通过三阶函数拟合弹道导弹主动段时间-高度曲线估计导弹的绝对发射时刻,从而求得各个弹道轨迹点相对于绝对发射时刻的相对发射时间,然后再次利用三阶函数拟合主动段相对时间-水平位移,进而得到弹道导弹发射点估计结果。通过弹道导弹运动模型仿真具有一二级助推的弹道数据,并增加雷达观测误差,分析验证了所提方法的有效性和精确性。经测试,所提方法求解过程简单,对主动段弹道拟合准确,发射点估计精度达到0.6%以内,定位误差较传统方法降低了50%以上。 展开更多
关键词 弹道导弹 发射点位置估计 炮位侦察雷达 主动段弹道拟合
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基于Bahdanau注意力机制的大口径火炮双向GRU轨迹预测
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作者 彭晨洋 陈龙淼 张鸣洋 《兵器装备工程学报》 CAS CSCD 北大核心 2024年第7期56-64,共9页
针对大口径火炮弹丸轨迹预测问题,提出一种基于Bahdanau注意力机制与双向门控循环单元网络的序列到序列轨迹预测模型(S2S ATT-BiGRU)。通过不同条件下六自由度弹丸运动模型仿真,得到大量弹丸轨迹数据样本,并利用滑动窗口法和差分法构造... 针对大口径火炮弹丸轨迹预测问题,提出一种基于Bahdanau注意力机制与双向门控循环单元网络的序列到序列轨迹预测模型(S2S ATT-BiGRU)。通过不同条件下六自由度弹丸运动模型仿真,得到大量弹丸轨迹数据样本,并利用滑动窗口法和差分法构造仿真数据集;将所提轨迹预测模型与GRU模型在仿真数据集下进行实验。研究结果表明,S2S ATT-BiGRU模型在输入时间为0.5 s预测未来时间为5 s的情况下,其MSE为13.89 m^(2),MAE为1.84 m, MAPE为0.29%,其预测精度远高于GRU模型。在其余情况下S2S ATT-BiGRU模型的预测结果均优于GRU模型。这表明S2S ATT-BiGRU模型具有更强的存储输入轨迹序列信息和自适应关注重要输入轨迹信息的能力,为弹丸轨迹预测研究提供有利参考。 展开更多
关键词 轨迹预测 弹道模型 S2S ATT-BiGRU模型 深度学习
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拓展高原环境的航空炸弹弹道快速解算方法
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作者 张百川 毕文豪 +1 位作者 张安 李铭浩 《系统工程与电子技术》 EI CSCD 北大核心 2024年第6期2073-2081,共9页
为快速、精确地求解高原环境下的航空炸弹弹道,在经典弹道模型的基础上,面向高原环境提出一种基于改进Runge-Kutta的航空无控炸弹弹道解算(improved Runge-Kutta based uncontrolled bombs trajectory calculation,IRK-UBTC)方法。首先... 为快速、精确地求解高原环境下的航空炸弹弹道,在经典弹道模型的基础上,面向高原环境提出一种基于改进Runge-Kutta的航空无控炸弹弹道解算(improved Runge-Kutta based uncontrolled bombs trajectory calculation,IRK-UBTC)方法。首先,针对炸弹下落过程中时刻变化的环境参数,提出了基于起飞点的空气比重函数估算方法。然后,引入战斗机所处环境的温度、湿度、纬度、科尔奥利力等信息对经典炸弹质心运动微分方程组进行重构。最后,在三阶Runge-Kutta算法的基础上,提出了带误差控制机制的微分方程组实时解算方法。实验结果表明,该方法在1.4 GHz主频的嵌入式计算机中的解算周期小于5 ms,且最大射程误差小于0.2%,能够被有效应用于高原地区航弹弹道的实时解算。 展开更多
关键词 航空无控炸弹 弹道解算 外弹道方程 数值计算
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Impact Point Prediction and Lateral Correction Analysis of Two-dimensional Trajectory Correction Projectiles 被引量:7
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作者 WANG Zhongyuan CHANG Sijiang 《Defence Technology(防务技术)》 SCIE EI CAS 2013年第1期64-69,共6页
Compared with the one-dimensional trajectory correction technology which adjusts longitudinal range, not only does the two-dimensional trajectory correction technology adjust the force in velocity direction, but also ... Compared with the one-dimensional trajectory correction technology which adjusts longitudinal range, not only does the two-dimensional trajectory correction technology adjust the force in velocity direction, but also need to modulate the lateral force or trajectory (perpendicular to the vertical plane of fire direction). Therefore, the structure of control cabin of two-dimensional trajectory correction projectile (TDTCP) is more complicated than that of one-dimensional trajectory correction projectile (ODTCP). To simplify the structure of control cabin of TDTCP and reduce the cost, a scheme of adding a damping disk to the control cabin of ODTCP has been developed recently. The damping disk is unfolded at the right moment during its flight to change the ballistic drift of spin stabilized projectile. For this technical scheme of TDTCP, a fast and accurate impact point prediction method based on extended Kalman filter is presented. An approximate formula for predicting the ballistic drift and trajectory correction quantity is deduced. And the lateral correction capability for different fire angles and its influencing factors are analyzed. All the work is valuable for further research. 展开更多
关键词 control and navigation technology of aerocraft trajectory correction damping disk trajectory ballistic drift impact point prediction
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QPSO-based algorithm of CSO joint infrared super-resolution and trajectory estimation 被引量:5
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作者 Liangkui Lin Hui Xu +2 位作者 Dan Xu Wei An Kai Xie 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第3期405-411,共7页
The midcourse ballistic closely spaced objects(CSO) create blur pixel-cluster on the space-based infrared focal plane,making the super-resolution of CSO quite necessary.A novel algorithm of CSO joint super-resolutio... The midcourse ballistic closely spaced objects(CSO) create blur pixel-cluster on the space-based infrared focal plane,making the super-resolution of CSO quite necessary.A novel algorithm of CSO joint super-resolution and trajectory estimation is presented.The algorithm combines the focal plane CSO dynamics and radiation models,proposes a novel least square objective function from the space and time information,where CSO radiant intensity is excluded and initial dynamics(position and velocity) are chosen as the model parameters.Subsequently,the quantum-behaved particle swarm optimization(QPSO) is adopted to optimize the objective function to estimate model parameters,and then CSO focal plane trajectories and radiant intensities are computed.Meanwhile,the estimated CSO focal plane trajectories from multiple space-based infrared focal planes are associated and filtered to estimate the CSO stereo ballistic trajectories.Finally,the performance(CSO estimation precision of the focal plane coordinates,radiant intensities,and stereo ballistic trajectories,together with the computation load) of the algorithm is tested,and the results show that the algorithm is effective and feasible. 展开更多
关键词 SUPER-RESOLUTION trajectory estimation closely spaced object(CSO) midcourse ballistic infrared focal plane quantumbehaved particle swarm optimization(QPSO).
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An Approximate Calculation Method for Lateral Trajectory Correction 被引量:1
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作者 王中原 李小元 常思江 《Defence Technology(防务技术)》 SCIE EI CAS 2012年第3期134-138,共5页
The two-dimensional trajectory correction needs to adjust not only the force in velocity direction,but also the lateral force or lateral trajectory (normal to the perpendicular plane of fire direction) . Therefore,its... The two-dimensional trajectory correction needs to adjust not only the force in velocity direction,but also the lateral force or lateral trajectory (normal to the perpendicular plane of fire direction) . Therefore,its structure of control cabin is more complicated than that of one-dimensional trajectory correction projectiles (ODTCP). In order to simplify the structure and reduce the cost,a scheme of adding a damping disc to the control cabin of ODTCP has been developed recently. The damping disc will unfold at the right moment during its flight to change the ballistic drift of rotary projectiles. Aimed at this technical scheme,a mathematical model of two-dimensional trajectory corrections was discussed according to the theory of exterior ballistics. An approximate formula for predicting the ballistic drift and trajectory correction was deduced. The capability of lateral trajectory correction and the flight stability of TDTCP were also analyzed. All the work is valuable for further research. 展开更多
关键词 applied mechanics trajectory correction damping disc trajectory ballistic drift
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An Algorithm for Determination of Projectile Attitude Angles in Projectile Trajectory Prediction
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作者 Zha Qicheng Rui Xiaoting +1 位作者 Yu Hailong Zhou Qinbo 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2018年第2期361-370,共10页
A fast and accurate algorithm is established in this paper to increase the precision of ballistic trajectory prediction.The algorithm is based on the six-degree-of-freedom(6 DOF)trajectory equations,to estimate the pr... A fast and accurate algorithm is established in this paper to increase the precision of ballistic trajectory prediction.The algorithm is based on the six-degree-of-freedom(6 DOF)trajectory equations,to estimate the projectile attitude angles in every measuring time.Hereby,the algorithm utilizes the Davidon-Fletcher-Powell(DFP)method to solve nonlinear equations and Doppler radar trajectory test information containing only position coordinates of the projectile to reconstruct the angular information.The″position coordinates by the test″and″angular displacements by reconstruction″at the end phase of the radar measurement are used as an initial value for the trajectory computation to extrapolate the trajectory impact point.The numerical simulations validate the proposed method and demonstrate that the estimated impact point agrees very well with the real one.Morover,other artillery trajectory can be predicted by the algorithm,and other trajectory models,such as 4 DOF and 5 DOF models,can also be incorporated into the proposed algorithm. 展开更多
关键词 ballistic trajectory impact point prediction Davidon-Fletcher-Powell method six-degree-of-freedom trajectory model Doppler radar data
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基于LSTM与1DCNN的导弹轨迹预测方法 被引量:5
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作者 宋波涛 许广亮 《系统工程与电子技术》 EI CSCD 北大核心 2023年第2期504-512,共9页
针对弹道导弹等超远程攻击目标的轨迹难以预测的问题,提出一种基于长短期记忆(long short-term memory,LSTM)网络与一维卷积神经网络(1-dimensional convolutional neural network,1DCNN)的目标轨迹预测方法。首先,建立三自由度导弹运... 针对弹道导弹等超远程攻击目标的轨迹难以预测的问题,提出一种基于长短期记忆(long short-term memory,LSTM)网络与一维卷积神经网络(1-dimensional convolutional neural network,1DCNN)的目标轨迹预测方法。首先,建立三自由度导弹运动模型,依据再入类型设计3种目标轨迹数据,构建机动数据库,解决轨迹数据的来源问题。其次,采用重复分割与滑动窗口的方法对轨迹数据进行预处理。然后,基于LSTM与1DCNN设计了一种目标类型分类网络,对目标进行初步分类。最后,基于1DCNN设计轨迹预测网络,对目标轨迹进行预测。仿真结果表明,提出的轨迹预测网络能够完成轨迹预测任务,预测误差在合理范围内。 展开更多
关键词 弹道导弹 目标分类 轨迹预测 长短期记忆网络 一维卷积神经网络
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基于增强上下文信息长短期记忆网络的弹道轨迹预测 被引量:4
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作者 任济寰 吴祥 +2 位作者 薄煜明 吴盘龙 何山 《兵工学报》 EI CAS CSCD 北大核心 2023年第2期462-471,共10页
根据己方观测数据进行弹道轨迹预测是现代陆军实施精准打击的重要一环。针对现有弹道轨迹预测方法存在精度不足且实时性不强的问题,提出一种新的增强上下文信息长短期记忆(CE-LSTM)网络轨迹预测模型,进行弹道轨迹的长期精准预测。在LST... 根据己方观测数据进行弹道轨迹预测是现代陆军实施精准打击的重要一环。针对现有弹道轨迹预测方法存在精度不足且实时性不强的问题,提出一种新的增强上下文信息长短期记忆(CE-LSTM)网络轨迹预测模型,进行弹道轨迹的长期精准预测。在LSTM网络可逼近任意非线性函数且具备长期记忆能力的基础上,构建隐藏层输出混合单元提取短时上下文信息,进一步逼近弹体运动状态;通过建立不同条件下的弹道轨迹的数据集,训练得到具备最优超参数的CE-LSTM网络。实验结果表明,与弹道微分方程组的数值积分解法以及高斯混合模型相比,CE-LSTM网络在预测的精度上优于其他2种方法,预测速度提高了3~10倍,且具备较强的泛化能力。 展开更多
关键词 轨迹预测 增强上下文信息 长短期记忆网络 弹道微分方程组 高斯混合模型
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基于卷积神经网络与长短期记忆神经网络的弹丸轨迹预测 被引量:4
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作者 郑志伟 管雪元 +2 位作者 傅健 马训穷 尹上 《兵工学报》 EI CAS CSCD 北大核心 2023年第10期2975-2983,共9页
针对弹丸非线性轨迹预测问题,提出一种基于卷积神经网络(CNN)与长短期记忆(LSTM)神经网络的混合轨迹预测模型。通过建立6自由度弹丸运动模型,并使用4阶龙格库塔法外弹道仿真,得到大量轨迹数据样本;提出CNN-LSTM神经网络的混合轨迹预测模... 针对弹丸非线性轨迹预测问题,提出一种基于卷积神经网络(CNN)与长短期记忆(LSTM)神经网络的混合轨迹预测模型。通过建立6自由度弹丸运动模型,并使用4阶龙格库塔法外弹道仿真,得到大量轨迹数据样本;提出CNN-LSTM神经网络的混合轨迹预测模型,并利用滑动窗口法和差分法构造输入输出的轨迹数据对,将预测问题转化为有监督的学习问题;将所提模型与LSTM神经网络模型、门控循环单元(GRU)神经网络模型和反向传播(BP)神经网络模型在同一数据集下进行仿真实验。研究结果表明,CNN-LSTM神经网络模型预测3 s后的平均累积预测误差在x轴方向约为14.83 m,y轴方向约为20.77 m,z轴方向约为0.75 m,且轨迹预测精度优于单一模型,为弹丸轨迹预测研究提供了一定的参考。 展开更多
关键词 弹道模型 深度学习 监督学习 卷积神经网络与长短期记忆神经网络模型 轨迹预测
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一种基于无迹卡尔曼滤波和炮弹运动轨迹模型的落/发点外推新算法
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作者 颜波涛 于琼 李同亮 《舰船电子对抗》 2023年第1期91-96,共6页
炮弹弹道外推算法是决定炮位侦察校射雷达性能的关键因素之一。针对运动轨迹滤波方法、弹道模型误差、参数估计误差等导致的定位精度低的问题,提出了一种基于无迹卡尔曼滤波和炮弹运动轨迹模型的落/发点外推新算法。该算法首先选择先进... 炮弹弹道外推算法是决定炮位侦察校射雷达性能的关键因素之一。针对运动轨迹滤波方法、弹道模型误差、参数估计误差等导致的定位精度低的问题,提出了一种基于无迹卡尔曼滤波和炮弹运动轨迹模型的落/发点外推新算法。该算法首先选择先进的无迹卡尔曼滤波方法对雷达测得的初始弹道轨迹进行滤波,再基于一种先进的炮弹运动轨迹模型,利用四阶龙格-库塔方程进行外推。仿真实验结果表明,相比于其它2种较为经典的弹道外推算法,该算法定位精度大大提高。 展开更多
关键词 炮位侦察校射雷达 弹道外推算法 无迹卡尔曼滤波 炮弹运动轨迹模型 龙格-库塔方程
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