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Research on aiming methods for small sample size shooting tests of two-dimensional trajectory correction fuse 被引量:2
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作者 Chen Liang Qiang Shen +4 位作者 Zilong Deng Hongyun Li Wenyang Pu Lingyun Tian Ziyang Lin 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第3期506-517,共12页
The longitudinal dispersion of the projectile in shooting tests of two-dimensional trajectory corrections fused with fixed canards is extremely large that it sometimes exceeds the correction ability of the correction ... The longitudinal dispersion of the projectile in shooting tests of two-dimensional trajectory corrections fused with fixed canards is extremely large that it sometimes exceeds the correction ability of the correction fuse actuator.The impact point easily deviates from the target,and thus the correction result cannot be readily evaluated.However,the cost of shooting tests is considerably high to conduct many tests for data collection.To address this issue,this study proposes an aiming method for shooting tests based on small sample size.The proposed method uses the Bootstrap method to expand the test data;repeatedly iterates and corrects the position of the simulated theoretical impact points through an improved compatibility test method;and dynamically adjusts the weight of the prior distribution of simulation results based on Kullback-Leibler divergence,which to some extent avoids the real data being"submerged"by the simulation data and achieves the fusion Bayesian estimation of the dispersion center.The experimental results show that when the simulation accuracy is sufficiently high,the proposed method yields a smaller mean-square deviation in estimating the dispersion center and higher shooting accuracy than those of the three comparison methods,which is more conducive to reflecting the effect of the control algorithm and facilitating test personnel to iterate their proposed structures and algorithms.;in addition,this study provides a knowledge base for further comprehensive studies in the future. 展开更多
关键词 two-dimensional trajectory correction fuse Small sample size test Compatibility test KL divergence Fusion bayesian estimation
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Impact Point Prediction and Lateral Correction Analysis of Two-dimensional Trajectory Correction Projectiles 被引量:8
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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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Trajectory tracking on the optimal path of two-dimensional quadratic barrier escaping
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作者 Zengxuan Zhao Xiuying Zhang +4 位作者 Pengchen Zhao Chunyang Wang Chunlei Xia Mushtaq Rana Imran Joelous Malamula Nyasulu 《Chinese Physics B》 2025年第5期92-95,共4页
The diffusion trajectory of a Brownian particle passing over the saddle point of a two-dimensional quadratic potential energy surface is tracked in detail according to the deep learning strategies.Generative adversari... The diffusion trajectory of a Brownian particle passing over the saddle point of a two-dimensional quadratic potential energy surface is tracked in detail according to the deep learning strategies.Generative adversarial networks(GANs)emanating in the category of machine learning(ML)frameworks are used to generate and assess the rationality of the data.While their optimization is based on the long short-term memory(LSTM)strategies.In addition to drawing a heat map,the optimal path of two-dimensional(2D)diffusion is simultaneously demonstrated in a stereoscopic space.The results of our simulation are completely consistent with the previous theoretical predictions. 展开更多
关键词 trajectory tracking optimal path two-dimensional barrier escaping deep learning
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Trajectory and Correction Maneuver During the Transfer from Earth to Halo Orbit 被引量:8
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作者 徐明 徐世杰 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2008年第3期200-206,共7页
This article addresses the design of the trajectory transferring from Earth to Halo orbit, and proposes a timing closed-loop strategy of correction maneuver during the transfer in the frame of circular restricted thre... This article addresses the design of the trajectory transferring from Earth to Halo orbit, and proposes a timing closed-loop strategy of correction maneuver during the transfer in the frame of circular restricted three body problem (CR3BP). The relation between the Floquet multipliers and the magnitudes of Halo orbit is established, so that the suitable magnitude for the aerospace mission is chosen in terms of the stability of Halo orbit. The stable manifold is investigated from the Poincar6 mapping defined which is different from the previous researches, and six types of single-impulse transfer trajectories are attained from the geometry of the invariant manifolds. Based on one of the trajectories of indirect transfer which are ignored in the most of literatures, the stochastic control theory for imperfect information of the discrete linear stochastic system is applied to design the trajectory correction maneuver. The statistical dispersion analysis is performed by Monte-Carlo simulation, 展开更多
关键词 libration point Halo orbit orbit design trajectory correction maneuver stochastic control theory Monte-Carlo simulation
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Multi-objectives nonlinear structure optimization for actuator in trajectory correction fuze subject to high impact loadings 被引量:4
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作者 Jiang-hai Hui Min Gao +3 位作者 Ming Li Ming-rui Li Hui-hui Zou Gang Zhou 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2021年第4期1338-1351,共14页
This paper presents an actuator used for the trajectory correction fuze,which is subject to high impact loadings during launch.A simulation method is carried out to obtain the peak-peak stress value of each component,... This paper presents an actuator used for the trajectory correction fuze,which is subject to high impact loadings during launch.A simulation method is carried out to obtain the peak-peak stress value of each component,from which the ball bearings are possible failures according to the results.Subsequently,three schemes against impact loadings,full-element deep groove ball bearing and integrated raceway,needle roller thrust bearing assembly,and gaskets are utilized for redesigning the actuator to effectively reduce the bearings’stress.However,multi-objectives optimization still needs to be conducted for the gaskets to decrease the stress value further to the yield stress.Four gasket’s structure parameters and three bearings’peak-peak stress are served as the four optimization variables and three objectives,respectively.Optimized Latin hypercube design is used for generating sample points,and Kriging model selected according to estimation result can establish the relationship between the variables and objectives,representing the simulation which is time-consuming.Accordingly,two optimization algorithms work out the Pareto solutions,from which the best solutions are selected,and verified by the simulation to determine the gaskets optimized structure parameters.It can be concluded that the simulation and optimization method based on these components is effective and efficient. 展开更多
关键词 ACTUATOR trajectory correction fuze Impact loadings Optimized Latin hypercube design Kriging model Optimization algorithm
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3D Trajectory Planning of Positioning Error Correction Based on PSO-A* Algorithm 被引量:3
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作者 Huaixi Xing Yu Zhao +1 位作者 Yuhui Zhang You Chen 《Computers, Materials & Continua》 SCIE EI 2020年第12期2295-2308,共14页
Aiming at the yaw problem caused by inertial navigation system errors accumulation during the navigation of an intelligent aircraft,a three-dimensional trajectory planning method based on the particle swarm optimizati... Aiming at the yaw problem caused by inertial navigation system errors accumulation during the navigation of an intelligent aircraft,a three-dimensional trajectory planning method based on the particle swarm optimization-A star(PSO-A*)algorithm is designed.Firstly,an environment model for aircraft error correction is established,and the trajectory is discretized to calculate the positioning error.Next,the positioning error is corrected at many preset trajectory points.The shortest trajectory and the fewest correction times are regarded as optimization goals to improve the heuristic function of A star(A*)algorithm.Finally,the index weights are continuously optimized by the particle swarm optimization algorithm.The optimal trajectory is found by the A*algorithm under the current evaluation index,so the ideal trajectory is planned.The experimental results show that the PSO-A*algorithm can quickly search for ideal trajectories in different environment models,indicating that the algorithm has certain feasibility and adaptability,and verifies the rationality of the proposed trajectory planning model.The PSO-A*algorithm has better convergence accuracy than the A*algorithm,and the search efficiency is significantly better than the grid search A star(GS-A*)algorithm.The PSO-A*algorithm proposed in this paper has certain engineering application value.The researchers will study the real-time and systematic nature of the algorithm. 展开更多
关键词 trajectory planning PSO-A* error correction intelligent aircraft
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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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Analysis of Controlled Trajectory Optimization for Canard Trajectory Correction Fuze 被引量:1
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作者 郭泽荣 李世义 申强 《Journal of Beijing Institute of Technology》 EI CAS 2004年第4期410-413,共4页
The optimization method of the canard trajectory correction fuze's controlled trajectory phase is researched by using the aerodynamics of aerocraft and the optimal control theory, the trajectory parameters of the ... The optimization method of the canard trajectory correction fuze's controlled trajectory phase is researched by using the aerodynamics of aerocraft and the optimal control theory, the trajectory parameters of the controlled trajectory phase based on the least energy cost are determined. On the basis of determining the control starting point and the target point, the optimal trajectory and the variation rule of the normal overload with the least energy cost are provided, when there is no time restriction in the simulation process. The results provide a theoretical basis for the structure design of the canard mechanism. 展开更多
关键词 trajectory correction trajectory optimization FUZE OVERLOAD
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Ballistic Trajectory Extrapolation and Correction of Firing Precision for Multiple Launch Rocket System 被引量:1
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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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Analysis of an improved trajectory correction scheme based on mass blocks
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作者 LEI Xiaoyun ZHANG Zhian DU Zhonghua 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第1期180-190,共11页
In conventional technical trajectory correction schemes,continuous attitude adjusting mechanisms, such as canards, are inferior in terms of response time and efficiency of executing instructions. Discontinuous attitud... In conventional technical trajectory correction schemes,continuous attitude adjusting mechanisms, such as canards, are inferior in terms of response time and efficiency of executing instructions. Discontinuous attitude adjusting mechanisms, such as the lateral pulse jet, have complex impact on the airflow layer of the projectile surface caused by the thrust vector jet flow. An improved two-dimensional trajectory correction mechanism is designed based on the principle of firing mass blocks by a tailor-made propellant. The mechanical properties of the thrust force(namely the correction force) is analyzed. The trajectory correction model is established to analyze the effects of correction starting moment and correction phase angle of a thrust force on the projectile's trajectory. According to the trajectory correction scheme, an improved genetic algorithm is employed to this work. The scheme is tested in the simulation. The results show that the correction scheme is effective to reduce target dispersion and increase the precision of the impact point. 展开更多
关键词 trajectory correction MASS block correction force correction control ALGORITHM GENETIC algorithm.
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An Impulse Thruster for Radial Thrust Trajectory Correction
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作者 杨庆 汪佩兰 +2 位作者 王丽琼 金建峰 安尼瓦尔 《Defence Technology(防务技术)》 SCIE EI CAS 2008年第4期255-258,共4页
A prototype of impulse thruster for radial thrust trajectory correction munitions is designed. It adopts semiconductor bridge (SCB) as ignition element,Ti/KClO4 (TK) as ignition charge and ammonium perchlorate/alumini... A prototype of impulse thruster for radial thrust trajectory correction munitions is designed. It adopts semiconductor bridge (SCB) as ignition element,Ti/KClO4 (TK) as ignition charge and ammonium perchlorate/aluminium (NA) or potassium picate/RDX (KR) as main charge. A thrust test device of impulse thruster is also designed. The output performance of the impulse thruster prototype is tested by the device. The tested results show that it can meet the safety requirements of 1A1W/5 min no-fire level and produce 0.2-0.6 N·s thrust impulse within 3ms of action time under certain test conditions; the corresponding ignition delay time is less than 0.5 ms. 展开更多
关键词 火工品 光线 弹道 问题
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Study on Overall Concept Planning of Terminal Correction Mortar Projectiles 被引量:1
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作者 徐劲祥 《Journal of Beijing Institute of Technology》 EI CAS 2008年第2期127-132,共6页
The system composition, the operational principle of terminal correction mortar projectiles (TCMP) and the concept planning design of TCMP are researched in this paper. An overall design and aerodynamic configuratio... The system composition, the operational principle of terminal correction mortar projectiles (TCMP) and the concept planning design of TCMP are researched in this paper. An overall design and aerodynamic configuration layout for TCMP are made in this paper, and its aerodynamic coefficients are calculated by using computational fluid dynamics (CFD) software. Test results of TCMP simulated ballistic projectiles indicate the designed TCMP can satisfy the interior ballistic demand and has a fine flight stability. The drag coefficients identified from the radar velocity-time data are in accord with the CFD computed results. According to the exposure frequency of the ground laser designator, a four-quadrant impulse correction scheme and a high exposure frequency impulse correction scheme are brought. The latter can calculate the target azimuth angle by counting the times of the facula passing through one quadrant. Simulation results also show that the guidance precision of the velocity pursuit is higher than that of the body pursuit, and the detector axis is less circuitous. Researches on the typical trajectory indicate that the terminal impulse correction can improve the hit precision of TCMP remarkably. 展开更多
关键词 terminal correction mortar projectile overall concept planning trajectory simulation pursuit guidance law
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Interpretation of Adiabatic and Diabatic Populations from Trajectories of Branching Corrected Surface Hopping
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作者 Xin Guo Jiabo Xu +1 位作者 Guijie Li Linjun Wang 《Chinese Journal of Chemical Physics》 SCIE EI CAS CSCD 2022年第3期488-498,I0002,共12页
The branching corrected surface hopping(BCSH)has been demonstrated as a robust approach to improve the performance of the traditional fewest switches surface hopping(FSSH)for nonadiabatic dynamics simulations of stand... The branching corrected surface hopping(BCSH)has been demonstrated as a robust approach to improve the performance of the traditional fewest switches surface hopping(FSSH)for nonadiabatic dynamics simulations of standard scattering problems[J.Chem.Phys.150,164101(2019)].Here,we study how reliable populations of both adiabatic and diabatic states can be interpreted from BCSH trajectories.Using exact quantum solutions and FSSH results as references,we investigate a series of one-dimensional two-level scattering models and illustrate that excellent timedependent populations can be obtained by BCSH.Especially,we show that different trajectory analysis strategies produce noticeable differences in different representations.Namely,the method based on active states performs better to get populations of adiabatic states,while the method based on wavefunctions produces more reliable results for populations of diabatic states. 展开更多
关键词 Surface hopping trajectory analysis Time-dependent population Branching correction
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Dynamic inverse control of feedback linearization in ballistic correction based on nose cone swinging
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作者 秦华伟 王华 《Journal of Central South University》 SCIE EI CAS 2013年第9期2447-2453,共7页
It is a complicated nonlinear controlling problem to conduct a two-dimensional trajectory correction of rockets.By establishing the aerodynamic correction force mathematical model of rockets on nose cone swinging,the ... It is a complicated nonlinear controlling problem to conduct a two-dimensional trajectory correction of rockets.By establishing the aerodynamic correction force mathematical model of rockets on nose cone swinging,the linear control is realized by the dynamic inverse nonlinear controlling theory and the three-time-scale separation method.The control ability and the simulation results are also tested and verified.The results show that the output responses of system track the expected curve well and the error is controlled in a given margin.The maximum correction is about±314 m in the lengthwise direction and±1 212 m in the crosswise direction from the moment of 5 s to the drop-point time when the angle of fire is 55°.Thus,based on the dynamic inverse control of feedback linearization,the trajectory correction capability of nose cone swinging can satisfy the requirements of two-dimensional ballistic correction,and the validity and effectiveness of the method are proved. 展开更多
关键词 nose cone swinging two-dimensional ballistic correction feedback linearization dynamic inverse control three-time-scale separation method
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固定时间收敛的引信滚转角控制方法
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作者 王勇杰 周祖国 +1 位作者 姜海旭 符超群 《现代防御技术》 北大核心 2026年第1期104-110,共7页
考虑在弹丸飞行过程中,二维弹道修正引信会受到轴向摩擦力矩和外界气动干扰力矩的影响导致系统抗干扰性弱和控制精度差的问题,提出了一种基于固定时间滑模控制的滚转角控制方法。该方法可以实现系统在固定时间内收敛,且不依赖于系统初... 考虑在弹丸飞行过程中,二维弹道修正引信会受到轴向摩擦力矩和外界气动干扰力矩的影响导致系统抗干扰性弱和控制精度差的问题,提出了一种基于固定时间滑模控制的滚转角控制方法。该方法可以实现系统在固定时间内收敛,且不依赖于系统初始状态。利用固定时间收敛的相关理论分析了设计的控制系统的稳定性。另外,与现有的算法通过数值仿真的方式进行对比分析。仿真结果表明,提出的固定时间控制方法可以同时实现引信的滚转角与角速度控制系统在固定时间内快速精确响应,且系统的控制精度、快速性和鲁棒性均有所提高。 展开更多
关键词 二维弹道修正引信 固定时间滑模控制 滚转角控制 固定时间收敛 数值仿真
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基于螺旋轨迹的定日镜跟踪误差测量方法
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作者 魏秀东 谢晓龙 +1 位作者 张亚南 余强 《太阳能学报》 北大核心 2026年第1期186-191,共6页
提出基于光斑螺旋运动轨迹的定日镜跟踪误差测量方法,该方法通过控制定日镜转动,使定日镜光斑按照螺旋线轨迹运动,使用相机采集定日镜的光斑图像并进行图像处理,最终获得定日镜的跟踪误差。阐述螺旋轨迹法测量定日镜跟踪误差的原理,搭... 提出基于光斑螺旋运动轨迹的定日镜跟踪误差测量方法,该方法通过控制定日镜转动,使定日镜光斑按照螺旋线轨迹运动,使用相机采集定日镜的光斑图像并进行图像处理,最终获得定日镜的跟踪误差。阐述螺旋轨迹法测量定日镜跟踪误差的原理,搭建定日镜跟踪误差测量实验平台,使用相机光靶法对螺旋轨迹测量方法的正确性进行验证,结果表明螺旋轨迹法与相机标靶法的测量结果基本一致,两种方法测量的定日镜方位和俯仰跟踪误差的偏差值均方根分别为0.016°和0.018°。 展开更多
关键词 定日镜 太阳能热发电 跟踪误差 图像处理 螺旋线 纠偏算法
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基于Hessian矩阵的激光机器人前向轨迹纠偏研究
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作者 焦禹淦 高慧 赵蓓 《激光杂志》 北大核心 2026年第1期226-231,共6页
为提升机器人的自主导航能力,提出基于Hessian矩阵的激光机器人前向轨迹纠偏方法。获取激光束图像,利用灰度重心法和Hessian矩阵确定激光束的中心点,生成激光视觉中心线,指定平行于激光视觉中心线的虚拟导航线,利用几何关系和摄像头参... 为提升机器人的自主导航能力,提出基于Hessian矩阵的激光机器人前向轨迹纠偏方法。获取激光束图像,利用灰度重心法和Hessian矩阵确定激光束的中心点,生成激光视觉中心线,指定平行于激光视觉中心线的虚拟导航线,利用几何关系和摄像头参数计算前向轨迹的距离偏差和角度偏差,通过量化机器人行走机构前向轨迹的纠偏量,结合全局与期望位姿坐标动态纠偏量与机器人电机速度、角速度间的关系,利用自适应调整系数实现机器人行走机构的前向轨迹纠偏。所提方法下的前向轨迹纠偏的距离偏移量不到±2 cm,而且偏离角度也不超过±1°,有助于加强机器人在复杂环境中的自主导航和精准作业能力。 展开更多
关键词 激光视觉机器人 行走机构 激光视觉中心线 虚拟导航线 前向轨迹纠偏
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基于PID切换控制的弹道修正引信滚转角控制方法 被引量:7
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作者 杨东晓 曹信一 申强 《北京理工大学学报》 北大核心 2025年第2期137-143,共7页
为解决弹道修正引信在修正过程中弹体受力变化较大引起的模型非线性问题,为保证滚转角控制算法的有效控制范围可有效覆盖整个修正控制过程,采用了基于动压变化的位置-速度双闭环比例-积分-微分(proportional-integral-differential,PID... 为解决弹道修正引信在修正过程中弹体受力变化较大引起的模型非线性问题,为保证滚转角控制算法的有效控制范围可有效覆盖整个修正控制过程,采用了基于动压变化的位置-速度双闭环比例-积分-微分(proportional-integral-differential,PID)切换控制算法.在传统PID控制算法基础上引入切换控制,将PID控制系统设计成子系统,依靠引信动力学模型与动压之间的关联,以动压为切换信号制定切换规则将多个PID控制系统串联,拓宽了滚转角控制系统的有效控制范围.结合理论分析与仿真验证,结果表明:在整个弹道修正控制过程中定位精度在0.25°以内,响应时间小于0.3 s,验证了基于动压变化的PID切换控制算法对非线性的引信滚转角控制模型、持续滚转角控制的可行性. 展开更多
关键词 切换控制 弹道修正 滚转角控制 比例-积分-微分(PID) 双闭环
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面间煤柱掘支机器人集群数字孪生系统高效虚实同步方法 被引量:2
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作者 毛清华 司马俊雷 +5 位作者 马宏伟 王川伟 陈彦璋 郭文瑾 崔闻达 成佳帅 《煤田地质与勘探》 北大核心 2025年第5期228-238,共11页
【目的】针对面间煤柱掘支机器人集群虚拟模型数据量大、数据传输异常等导致虚实同步效果不佳问题,提出了一种基于三维模型轻量化与轨迹预测-修正模型的数字孪生掘支机器人集群高效虚实同步方法。【方法】定义了配合依赖顶点的概念,通... 【目的】针对面间煤柱掘支机器人集群虚拟模型数据量大、数据传输异常等导致虚实同步效果不佳问题,提出了一种基于三维模型轻量化与轨迹预测-修正模型的数字孪生掘支机器人集群高效虚实同步方法。【方法】定义了配合依赖顶点的概念,通过引入配合依赖顶点坍缩影响因子来改进二次误差度量算法,约束装配体三维模型轻量化过程使其保持各构件之间的配合关系,减小三维模型数据规模;建立了掘支机器人集群轨迹预测-修正模型,基于Self-Attention-LSTM轨迹预测算法预测孪生机器人集群的运动轨迹,结合二次插值法实时修正预测轨迹,保证虚拟模型与物理装备虚实同步的时空一致性。并构建了数字孪生掘支机器人集群高效虚实同步模拟验证平台。【结果和结论】引入配合依赖顶点坍缩影响因子约束轻量化过程,可有效抑制三维模型几何误差的增长,保持装配体配合面基本不变,可达到90%数据压缩率;1.5 s运动轨迹预测任务中,Self-Attention-LSTM轨迹预测算法误差最小,轨迹预测-修正方法可使驱动轨迹的MAD缩小74.28%,有效保障虚实同步一致性与平稳性;虚实同步延迟最大为55.28 ms,最大虚实同步位置绝对误差为1.93 mm、相对误差为1.07%,实现了掘支机器人集群高精度、低延迟虚实同步。提出的高效虚实同步方法为提升煤矿装备数字孪生系统运行效率提供了新思路。 展开更多
关键词 面间煤柱 数字孪生 掘支机器人集群 模型轻量化 二次误差度量 轨迹预测-修正
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面向高反光窄焊缝场景的人工引导协作机器人焊接轨迹修正方法
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作者 陶永 谭栋华 +5 位作者 高赫 万嘉昊 王潇桐 邓昌义 魏洪兴 王田苗 《机械工程学报》 北大核心 2025年第15期148-161,共14页
激光焊接已广泛应用于各个行业,而传统的人工示教或离线编程在面对工件形位差异时缺乏有效改进措施,人工修正过程既耗时又费力。面对高反光窄焊缝等复杂焊接场景时,噪声大且稳定性差,难以准确修正机器人的焊接轨迹从而影响焊接质量。因... 激光焊接已广泛应用于各个行业,而传统的人工示教或离线编程在面对工件形位差异时缺乏有效改进措施,人工修正过程既耗时又费力。面对高反光窄焊缝等复杂焊接场景时,噪声大且稳定性差,难以准确修正机器人的焊接轨迹从而影响焊接质量。因此,提出一种基于非刚性配准的面向高反光窄焊缝的协作机器人焊接轨迹修正方法。首先,提出了基于动态ROI预测的寻位方法,在人工引导的协作方式下通过线激光传感器获取实际工件的部分焊缝位置点;接着,提出一种优化后的WTo-CPD非刚性配准算法,密集的离线编程轨迹点集以稀疏的实际焊缝点为目标修正为新的密集轨迹点集。最后,试验验证了该方法在协作机器人焊接轨迹修正方面的有效性,在焊件存在0.3 mm内的随机误差下,该修正算法相比于Nonrigid-CPD算法、Bayesian-CPD算法收敛速度分别平均提高了27.16%与40.50%,并保证了平均误差控制在0.02 mm,最大误差小于0.21 mm,有效保证了焊接质量。 展开更多
关键词 协作机器人 激光焊接 窄焊缝寻位 非刚性配准 轨迹修正
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