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Missile guidance law design based on free-time convergent error dynamics
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作者 LIU Yuanhe XIE Nianhao +1 位作者 LI Kebo LIANG Yan’gang 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第5期1315-1325,共11页
To solve the finite-time error-tracking problem in mis-sile guidance,this paper presents a unified design approach through error dynamics and free-time convergence theory.The proposed approach is initiated by establis... To solve the finite-time error-tracking problem in mis-sile guidance,this paper presents a unified design approach through error dynamics and free-time convergence theory.The proposed approach is initiated by establishing a desired model for free-time convergent error dynamics,characterized by its independence from initial conditions and guidance parameters,and adjustable convergence time.This foundation facilitates the derivation of specific guidance laws that integrate constraints such as leading angle,impact angle,and impact time.The theoretical framework of this study elucidates the nuances and synergies between the proposed guidance laws and existing methodologies.Empirical evaluations through simulation comparisons underscore the enhanced accuracy and adaptability of the proposed laws. 展开更多
关键词 guidance design free-time convergence error dynamics approach impact angle constraint impact time constraint
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Adaptive Dynamic Surface Control for Integrated Missile Guidance and Autopilot 被引量:17
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作者 Ming-Zhe Hou Guang-Ren Duan 《International Journal of Automation and computing》 EI 2011年第1期122-127,共6页
Integrated guidance and control for homing missiles utilizing adaptive dynamic surface control approach is considered based on the three channels independence design idea. A time-varying integrated guidance and contro... Integrated guidance and control for homing missiles utilizing adaptive dynamic surface control approach is considered based on the three channels independence design idea. A time-varying integrated guidance and control model with unmatched uncertainties is first formulated for the pitch channel, and an adaptive dynamic surface control algorithm is further developed to deal with these unmatched uncertainties. It is proved that the proposed feedback controller can ensure not only the accuracy of target interception, but also the stability of the missile dynamics. Then, the same control approach is further applied to the control design of the yaw and roll channels. The 6-degree-of-freedom (6-DOF) nonlinear missile simulation results demonstrate the feasibility and advantage of the proposed integrated guidance and control design scheme. 展开更多
关键词 Integrated guidance and control unmatched uncertainty adaptive control dynamic surface control homing missiles.
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Observer-based Guidance Law Accounting for Second-order Dynamics of Missile Autopilots 被引量:5
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作者 Ping-Ping Qu Di Zhou 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2013年第1期17-22,共6页
Accounting for the missile autopilot as second-order dynamics, an observer-based guidance law is designed based on the dynamic surface control method. Some first-order low-pass filters are introduced into the design p... Accounting for the missile autopilot as second-order dynamics, an observer-based guidance law is designed based on the dynamic surface control method. Some first-order low-pass filters are introduced into the design process to avoid the occurrence of high-order derivatives of the line of sight angle in the expression of guidance law such that it can be implemented in practical applications. The proposed guidance law is effective in compensating the bad influence of the autopilot lag on guidance accuracy. In the simulations of intercepting non maneuvering targets, targets with step acceleration, and targets with sinusoidal acceleration respectively, the guidance law is compared with the adaptive sliding mode guidance law in the presence of missile autopilot lag. The simulation results show that the proposed guidance law is able to guide a missile to accurately intercept a maneuvering target, even if it escapes in a great and fast maneuver and the autopilot has a relatively large lag. 展开更多
关键词 MISSILE guidance law dynamic surface control AUTOPILOT OBSERVER
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Integrated guidance and control of guided projectile with multiple constraints based on fuzzy adaptive and dynamic surface 被引量:6
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作者 Shang Jiang Fu-qing Tian +1 位作者 Shi-yan Sun Wei-ge Liang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2020年第6期1130-1141,共12页
Based on fuzzy adaptive and dynamic surface(FADS),an integrated guidance and control(IGC)approach was proposed for large caliber naval gun guided projectile,which was robust to target maneuver,canard dynamic character... Based on fuzzy adaptive and dynamic surface(FADS),an integrated guidance and control(IGC)approach was proposed for large caliber naval gun guided projectile,which was robust to target maneuver,canard dynamic characteristics,and multiple constraints,such as impact angle,limited measurement of line of sight(LOS)angle rate and nonlinear saturation of canard deflection.Initially,a strict feedback cascade model of IGC in longitudinal plane was established,and extended state observer(ESO)was designed to estimate LOS angle rate and uncertain disturbances with unknown boundary inside and outside of system,including aerodynamic parameters perturbation,target maneuver and model errors.Secondly,aiming at zeroing LOS angle tracking error and LOS angle rate in finite time,a nonsingular terminal sliding mode(NTSM)was designed with adaptive exponential reaching law.Furthermore,combining with dynamic surface,which prevented the complex differential of virtual control laws,the fuzzy adaptive systems were designed to approximate observation errors of uncertain disturbances and to reduce chatter of control law.Finally,the adaptive Nussbaum gain function was introduced to compensate nonlinear saturation of canard deflection.The LOS angle tracking error and LOS angle rate were convergent in finite time and whole system states were uniform ultimately bounded,rigorously proven by Lyapunov stability theory.Hardware-in-the-loop simulation(HILS)and digital simulation experiments both showed FADS provided guided projectile with good guidance performance while striking targets with different maneuvering forms. 展开更多
关键词 Integrated guidance and control Multiple constraints Fuzzy adaptive dynamic surface Nonsingular terminal sliding mode Extended state observer
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Guidance and Control for UAV Aerial Refueling Docking Based on Dynamic Inversion with L_1 Adaptive Augmentation 被引量:1
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作者 袁锁中 甄子洋 江驹 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2015年第1期35-41,共7页
The guidance and control for UAV aerial refueling docking based on dynamic inversion with L1 adaptive augmentation is studied.In order to improve the tracking performance of UAV aerial refueling docking,aguidance algo... The guidance and control for UAV aerial refueling docking based on dynamic inversion with L1 adaptive augmentation is studied.In order to improve the tracking performance of UAV aerial refueling docking,aguidance algorithm is developed to satisfy the tracking requirement of position and velocity,and it generates the UAV flight control loop commands.In flight control loop,based on the 6-DOF nonlinear model,the angular rate loop and the attitude loop are separated based on time-scale principle and the control law is designed using dynamic inversion.The throttle control is also derived from dynamic inversion method.Moreover,an L1 adaptive augmentation is developed to compensate for the undesirable effects of modeling uncertainty and disturbance.Nonlinear digital simulations are carried out.The results show that the guidance and control system has good tracking performance and robustness in achieving accurate aerial refueling docking. 展开更多
关键词 aerial refueling dynamic inversion guidance algorithm L1adaptive augmentation
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Dynamics and intermittent stochastic stabilization of a rumor spreading model with guidance mechanism in heterogeneous network 被引量:1
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作者 Xiaojing Zhong Yukun Yang +2 位作者 Runqing Miao Yuqing Peng Guiyun Liu 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第4期96-108,共13页
We propose a novel rumor propagation model with guidance mechanism in hetero geneous complex networks.Firstly,the sharp threshold of rumor propagation,global stability of the information-equilibrium and information-pr... We propose a novel rumor propagation model with guidance mechanism in hetero geneous complex networks.Firstly,the sharp threshold of rumor propagation,global stability of the information-equilibrium and information-prevailingequilibrium under R_(0)<1 and R_(0)>1 is carried out by Lyapunov method and LaSalle's invariant principle.Next,we design an aperiodically intermittent stochastic stabilization method to suppress the rumor propagation.By using the Ito formula and exponential martingale inequality,the expression of the minimum control intensity is calculated.This method can effectively stabilize the rumor propagation by choosing a suitable perturb intensity and a perturb time ratio,while minimizing the control cost.Finally,numerical examples are given to illustrate the analysis and method of the paper. 展开更多
关键词 guidance mechanism heterogenous network global dynamic analysis aperiodically intermittent stochastic stabilization
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Coupled dynamic model of state estimation for hypersonic glide vehicle 被引量:13
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作者 ZHANG Kai XIONG Jiajun FU Tingting 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2018年第6期1284-1292,共9页
Aiming at handling complicated maneuvers or other unpredicted emergencies for hypersonic glide vehicle tracking,three coupled dynamic models of state estimation based on the priori information between guidance variabl... Aiming at handling complicated maneuvers or other unpredicted emergencies for hypersonic glide vehicle tracking,three coupled dynamic models of state estimation based on the priori information between guidance variables and aerodynamics are presented. Firstly, the aerodynamic acceleration acting on the target is analyzed to reveal the essence of the target’s motion.Then three coupled structures for modeling aerodynamic parameters are developed by different ideas: the spiral model with a harmonic oscillator, the bank model with trigonometric functions of the bank angle and the guide model with the changing rule of guidance variables. Meanwhile, the comparison discussion is concluded to show the novelty and advantage of these models.Finally, a performance assessment in different simulation cases is presented and detailed analysis is revealed. The results show that the proposed models perform excellent properties. Moreover, the guide model produces the best tracking performance and the bank model shows the second; however, the spiral model does not outperform the maneuvering reentry vehicle(MaRV) model markedly. 展开更多
关键词 hypersonic glide vehicle state estimation dynamic model aerodynamic parameter guidance variable
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Inverse Optimal Control for Speed-varying Path Following of Marine Vessels with Actuator Dynamics 被引量:3
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作者 Yang Qu Haixiang Xu +2 位作者 Wenzhao Yu Hui Feng Xin Han 《Journal of Marine Science and Application》 CSCD 2017年第2期225-236,共12页
A controller which is locally optimal near the origin and globally inverse optimal for the nonlinear system is proposed for path following of over actuated marine crafts with actuator dynamics. The motivation is the e... A controller which is locally optimal near the origin and globally inverse optimal for the nonlinear system is proposed for path following of over actuated marine crafts with actuator dynamics. The motivation is the existence of undesired signals sent to the actuators, which can result in bad behavior in path following. To attenuate the oscillation of the control signal and obtain smooth thrust outputs, the actuator dynamics are added into the ship maneuvering model. Instead of modifying the Line-of-Sight (LOS) guidance law, this proposed controller can easily adjust the vessel speed to minimize the large cross-track error caused by the high vessel speed when it is turning. Numerical simulations demonstrate the validity of this proposed controller. 展开更多
关键词 path following LINE-OF-SIGHT guidance optimal control BACKSTEPPING ACTUATOR dynamics
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A survey on orbital dynamics and navigation of asteroid missions 被引量:2
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作者 He-Xi Baoyin Jun-Feng Li 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2014年第3期282-293,共12页
Asteroid exploration is currently one of the most concerned topics among international space agencies. Or- bital dynamics and navigation are obviously crucial for asteroid exploration. This paper aims to give a brief ... Asteroid exploration is currently one of the most concerned topics among international space agencies. Or- bital dynamics and navigation are obviously crucial for asteroid exploration. This paper aims to give a brief review on the dynamics, control and navigation of asteroid reconnaissance orbits, including the heliocentric transfer orbit and near as- teroid orbit. The developments in optimization techniques of the transfer segment are discussed in detail. We surveyed global researches in this field and made comments on several important progresses. The final section proposed a prospec- tive of future studies with emphasis on the key techniques of these issues in the asteroid exploration missions. 展开更多
关键词 ASTEROID Orbital dynamics NAVIGATION CONTROL guidance
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Adaptive block dynamic surface control for integrated missile guidance and autopilot 被引量:59
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作者 Hou Mingzhe Liang Xiaoling Duan Guangren 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第3期741-750,共10页
A novel integrated guidance and autopilot design method is proposed for homing missiles based on the adaptive block dynamic surface control approach. The fully integrated guidance and autopilot model is established by... A novel integrated guidance and autopilot design method is proposed for homing missiles based on the adaptive block dynamic surface control approach. The fully integrated guidance and autopilot model is established by combining the nonlinear missile dynamics with the nonlinear dynamics describing the pursuit situation of a missile and a target in the three-dimensional space. The integrated guidance and autopilot design problem is further converted to a state regulation problem of a time-varying nonlinear system with matched and unmatched uncertainties. A new and simple adaptive block dynamic surface control algorithm is proposed to address such a state regulation problem. The stability of the closed-loop system is proven based on the Lyapunov theory. The six degrees of freedom (6DOF) nonlinear numerical simulation results show that the proposed integrated guidance and autopilot algorithm can ensure the accuracy of target interception and the robust stability of the closed-loop system with respect to the uncertainties in the missile dynamics. 展开更多
关键词 Adaptive control Block dynamic surface control Integrated guidance and autopilot Missile control Nonlinear control
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Finite-time composite guidance law with input constraint and dynamics compensation 被引量:6
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作者 Meijun DUAN Di ZHOU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第2期664-671,共8页
Guidance laws are proposed for a near space interceptor with on-off type thrust as output.The target-interceptor engagement kinematics is integrated with the first-order dynamics of thruster to design guidance laws.Th... Guidance laws are proposed for a near space interceptor with on-off type thrust as output.The target-interceptor engagement kinematics is integrated with the first-order dynamics of thruster to design guidance laws.The bang-bang type guidance law with linear sliding mode is proposed to deal with thruster dynamics,and the sufficient condition for finite time convergence is rigorously proved based on the finite-time convergence theory.According to the sufficient condition,a sliding mode guidance law with hysteresis-band switching is introduced to reduce the switching frequency of thruster.Then two guidance laws are combined into a composite guidance law to improve the guidance performance.Simulation results show that the line-of-sight angular rate can converge to a neighborhood of the equilibrium point before the final time of the guidance process,and the composite guidance law has better performance than typical guidance laws. 展开更多
关键词 dynamicS FINITE-TIME CONVERGENCE guidance Hysteresis-band switching Near space INTERCEPTOR Output CONSTRAINT
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Microtubule dynamics in axon guidance 被引量:3
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作者 Guofa Liu Trisha Dwyer 《Neuroscience Bulletin》 SCIE CAS CSCD 2014年第4期569-583,共15页
Precise modulation of the cytoskeleton is involved in a variety of cellular processes including cell division, migration, polarity, and adhesion. In developing post-mitotic neurons, extracellular guidance cues not onl... Precise modulation of the cytoskeleton is involved in a variety of cellular processes including cell division, migration, polarity, and adhesion. In developing post-mitotic neurons, extracellular guidance cues not only trigger signaling cascades that act at a distance to indirectly regulate microtubule distribution, and assembly and disassembly in the growth cone, but also directly modulate microtubule stability and dynamics through coupling of guidance receptors with microtubules to control growth-cone turning. Microtubule-associated proteins including classical microtubule-associated proteins and microtubule plus-end tracking proteins are required for modulating microtubule dynamics to influence growth-cone steering. Multiple key signaling components, such as calcium, small GTPases, glycogen synthase kinase-313, and c-Jun N-terminal kinase, link upstream signal cascades to microtubule stability and dynamics in the growth cone to control axon outgrowth and projection. Understanding the functions and regulation of microtubule dynamics in the growth cone provides new insights into the molecular mechanisms of axon guidance. 展开更多
关键词 axon guidance growth cone microtubule dynamics signal transduction
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Adaptive event-triggered distributed optimal guidance design via adaptive dynamic programming 被引量:6
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作者 Teng LONG Yan CAO +1 位作者 Jingliang SUN Guangtong XU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2022年第7期113-127,共15页
In this paper,the multi-missile cooperative guidance system is formulated as a general nonlinear multi-agent system.To save the limited communication resources,an adaptive eventtriggered optimal guidance law is propos... In this paper,the multi-missile cooperative guidance system is formulated as a general nonlinear multi-agent system.To save the limited communication resources,an adaptive eventtriggered optimal guidance law is proposed by designing a synchronization-error-driven triggering condition,which brings together the consensus control with Adaptive Dynamic Programming(ADP)technique.Then,the developed event-triggered distributed control law can be employed by finding an approximate solution of event-triggered coupled Hamilton-Jacobi-Bellman(HJB)equation.To address this issue,the critic network architecture is constructed,in which an adaptive weight updating law is designed for estimating the cooperative optimal cost function online.Therefore,the event-triggered closed-loop system is decomposed into two subsystems:the system with flow dynamics and the system with jump dynamics.By using Lyapunov method,the stability of this closed-loop system is guaranteed and all signals are ensured to be Uniformly Ultimately Bounded(UUB).Furthermore,the Zeno behavior is avoided.Simulation results are finally provided to demonstrate the effectiveness of the proposed method. 展开更多
关键词 Adaptive dynamic programming Distributed control Event-triggered guidance and control Multi-agent system
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Attitude Guidance Algorithms for Agile Satellite Dynamic Imaging 被引量:1
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作者 Ning Du Shufan Wu +2 位作者 Zhansheng Chen Kaihua Zhang Gang Liu 《Guidance, Navigation and Control》 2022年第4期41-56,共16页
Dynamic imaging modes are increasingly crucial for agile satellites to perform complicated Earth observation tasks.In this study,a direct guidance algorithm is developed to calculate the reference attitude and velocit... Dynamic imaging modes are increasingly crucial for agile satellites to perform complicated Earth observation tasks.In this study,a direct guidance algorithm is developed to calculate the reference attitude and velocity for dynamic imaging mode from target geolocation information while considering the constraints on both the satellite camera boresight axis and the image motion vector.The two slew angles are determined directly,and no rotation around the boresight or reference vector is required.The proposed approach employs a direct solution instead of the iterative process to obtain the reference attitude,which releases the onboard control system from the intensive computational load.To illustrate the performance of the proposed guidance algorithms,numerical simulation results are presented. 展开更多
关键词 Attitude guidance dynamic imaging drift angle attitude maneuver image motion
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Improving schedule adherence based on dynamic signal control and speed guidance in connected bus system 被引量:1
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作者 Mingjie Hao Yiming Bie +1 位作者 Le Zhang Chengyuan Mao 《Journal of Intelligent and Connected Vehicles》 2020年第2期79-88,共10页
Purpose–The purpose of this paper is to develop a dynamic control method to improve bus schedule adherence under connected bus system.Design/methodology/approach–The authors developed a dynamic programming model tha... Purpose–The purpose of this paper is to develop a dynamic control method to improve bus schedule adherence under connected bus system.Design/methodology/approach–The authors developed a dynamic programming model that optimally schedules the bus operating speed at road sections and multiple signal timing plans at intersections to improve bus schedule adherence.First,the bus route was partitioned into three types of sections:stop,road and intersection.Then,transit agencies can control buses in real time based on all collected information;i.e.control bus operating speed on road sections and adjust the signal timing plans through signal controllers to improve the schedule adherence in connected bus environment.Finally,bus punctuality at the downstream stop and the saturation degree deviations of intersections were selected as the evaluation criteria in optimizing signal control plans and bus speeds jointly.Findings–An illustrative case study by using a bus rapid transit line in Jinan city was performed to verify the proposed model.It revealed that based on the proposed strategy,the objective value could be reduced by 73.7%,which indicated that the punctuality was highly improved but not to incur excessive congestion for other vehicular traffic.Originality/value–In this paper,the authors applied speed guidance and the adjustment of the signal control plans for multiple cycles in advance to improve the scheduled stability;furthermore,the proposed control strategy can reduce the effect on private traffics to the utmost extend. 展开更多
关键词 dynamic programming Speed guidance Connected bus Schedule adherence Signal control
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Study on the Reduced Traffic Congestion Method Based on Dynamic Guidance Information
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作者 Shu-Bin Li Guang-Min Wang +2 位作者 Tao Wang Hua-Ling Ren and Lin Zhang 《Communications in Theoretical Physics》 SCIE CAS CSCD 2018年第5期577-584,共8页
This paper studies how to generate the reasonable information of travelers' decision in real network. This problem is very complex because the travelers' decision is constrained by different human behavior. Th... This paper studies how to generate the reasonable information of travelers' decision in real network. This problem is very complex because the travelers' decision is constrained by different human behavior. The network conditions can be predicted by using the advanced dynamic OD(Origin-Destination, OD) estimation techniques. Based on the improved mesoscopic traffic model, the predictable dynamic traffic guidance information can be obtained accurately.A consistency algorithm is designed to investigate the travelers' decision by simulating the dynamic response to guidance information. The simulation results show that the proposed method can provide the best guidance information. Further,a case study is conducted to verify the theoretical results and to draw managerial insights into the potential of dynamic guidance strategy in improving traffic performance. 展开更多
关键词 dynamic information traffic flow model traffic control guidance information traffic congestion
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Impact Angle/Time Constraint Guidance Design Based on Fast Terminal Error Dynamics
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作者 QIN XUESHENG LIU YUANHE +1 位作者 LI KEBO LIANG YANGANG 《Journal of Shanghai Jiaotong university(Science)》 EI 2022年第6期823-832,共10页
Considering the problem that the optimal error dynamics can only converge at the terminal time,an impact angle/time constraint missile guidance law with finite-time convergence is designed in this paper,which is based... Considering the problem that the optimal error dynamics can only converge at the terminal time,an impact angle/time constraint missile guidance law with finite-time convergence is designed in this paper,which is based on the pure proportional navigation(PPN)guidance law and the fast terminal error dynamics(FTED)approach.The missile guidance model and FTED equation are given first,and the dynamic equation of impact angle/time error based on PPN is also derived.Then,the guidance law is designed based on FTED,and the guidance error can converge to 0 in a finite time.Furthermore,considering the field of view constraint,the guidance law is improved by using the saturation function mapping method.Finally,a numerical simulation example is given to verify the effectiveness of the guidance law,which shows that the guidance law proposed in this paper can make the missile quickly adjust to the desired states in advance,and effectively relieve the overload saturation pressure of the actuator. 展开更多
关键词 design of guidance law fast terminal error dynamics field-of-view angle impact time impact angle
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Dynamic surface control and active disturbance rejection control-based integrated guidance and control design and simulation for hypersonic reentry missile
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作者 Cong Zhang Yun-Jie Wu 《International Journal of Modeling, Simulation, and Scientific Computing》 EI 2016年第3期216-242,共27页
This paper proposes a novel integrated guidance and control(IGC)method combining dynamic surface control(DSC)and active disturbance rejection control(ADRC)for the guidance and control system of hypersonic reentry miss... This paper proposes a novel integrated guidance and control(IGC)method combining dynamic surface control(DSC)and active disturbance rejection control(ADRC)for the guidance and control system of hypersonic reentry missile(HRM)with bounded uncertainties.First,the model of HRM is established.Second,the proposed IGC method based on DSC and ADRC is designed.The stability of closed-loop system is proved strictly.It is worth mentioning that the ADRC technique is used to estimate and compensate the disturbance in the proposed IGC system.This makes the closed-loop system a better performance and reduces the chattering caused by lumped disturbances.Finally,a series of simulations and comparisons with a 6-DOF non-linear missile that includes all aerodynamic effects are demonstrated to illustrate the effectiveness and advantage of the proposed IGC method. 展开更多
关键词 Hypersonic reentry missile integrated guidance and control dynamic surface control active disturbance rejection control SIMULATION
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领导者引导与支配解进化的多目标矮猫鼬算法 被引量:1
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作者 赵世杰 张红易 马世林 《计算机科学与探索》 CSCD 北大核心 2024年第2期403-424,共22页
面对现实中日益复杂的多目标优化问题,需要发展新型多目标优化算法应对挑战。提出一种基于领导者引导与支配解动态缩减进化的多目标矮猫鼬优化算法(MODMO)。领导者引导机制通过引入动态权衡因子以调控侦察猫鼬探寻土丘的搜索半径,同时... 面对现实中日益复杂的多目标优化问题,需要发展新型多目标优化算法应对挑战。提出一种基于领导者引导与支配解动态缩减进化的多目标矮猫鼬优化算法(MODMO)。领导者引导机制通过引入动态权衡因子以调控侦察猫鼬探寻土丘的搜索半径,同时以非劣解集构建外部存档并根据非支配排序层级确定出领导者,进而引导侦察猫鼬向多目标前沿面推进以改善算法的收敛性;支配解动态缩减进化策略是为克服非劣解外部存档维护过程中的解冗余问题而构建,其以支配关系和拥挤距离动态筛选支配解并存入外部存档,以支配解信息融入种群进化实现多目标潜在前沿的挖掘并增强算法的多样性。在ZDT、DTLZ与WFG基准函数上,与5种代表性比较算法的实验结果表明MODMO算法在收敛性与多样性上均具有显著优势。 展开更多
关键词 多目标优化 矮猫鼬优化算法 领导者引导机制 外部存档 支配解动态缩减进化策略
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基于视频图像驱动的驾驶人注意力估计方法
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作者 赵栓峰 李小雨 +3 位作者 罗志健 唐增辉 王梦维 王力 《现代电子技术》 北大核心 2024年第22期179-186,共8页
驾驶人视觉注意力的深入研究对于预测不安全驾驶行为和理解驾驶行为具有重要意义。为此,提出一种基于视频图像驱动的驾驶人注意力估计方法,以估计驾驶人在行车时注意到视域内的行人或车辆等各种对象。该方法利用深度神经网络学习交通场... 驾驶人视觉注意力的深入研究对于预测不安全驾驶行为和理解驾驶行为具有重要意义。为此,提出一种基于视频图像驱动的驾驶人注意力估计方法,以估计驾驶人在行车时注意到视域内的行人或车辆等各种对象。该方法利用深度神经网络学习交通场景视频与驾驶员注意力特征之间的映射关系,并融入引导学习模块来提取与驾驶员注意力最相关的特征。考虑到驾驶的动态性,使用动态交通场景视频作为模型输入,设计时空特征提取模块。在稀疏、密集、低照度等常见的交通场景中,将估计的驾驶员注意力模型与收集的驾驶员注意力数据点进行对比。实验结果表明,所提方法能够准确估计驾驶员在驾驶过程中的注意力,对于预测不安全驾驶行为以及促进人们更好地理解驾驶行为具有重要的理论和实用价值。 展开更多
关键词 驾驶人注意力估计 深度学习 视频图像驱动 引导学习 动态交通场景 时空特征提取
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