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Design methodology of a mini-missile considering flight performance and guidance precision
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作者 ZHANG Licong GONG Chunlin +1 位作者 SU Hua ANDREA Da Ronch 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2024年第1期195-210,共16页
The design of mini-missiles(MMs)presents several novel challenges.The stringent mission requirement to reach a target with a certain precision imposes a high guidance precision.The miniaturization of the size of MMs m... The design of mini-missiles(MMs)presents several novel challenges.The stringent mission requirement to reach a target with a certain precision imposes a high guidance precision.The miniaturization of the size of MMs makes the design of the guidance,navigation,and control(GNC)have a larger-thanbefore impact on the main-body design(shape,motor,and layout design)and its design objective,i.e.,flight performance.Pursuing a trade-off between flight performance and guidance precision,all the relevant interactions have to be accounted for in the design of the main body and the GNC system.Herein,a multi-objective and multidisciplinary design optimization(MDO)is proposed.Disciplines pertinent to motor,aerodynamics,layout,trajectory,flight dynamics,control,and guidance are included in the proposed MDO framework.The optimization problem seeks to maximize the range and minimize the guidance error.The problem is solved by using the nondominated sorting genetic algorithm II.An optimum design that balances a longer range with a smaller guidance error is obtained.Finally,lessons learned about the design of the MM and insights into the trade-off between flight performance and guidance precision are given by comparing the optimum design to a design provided by the traditional approach. 展开更多
关键词 mini-missiles(MMs) guidance navigation and control(GNC)system multi-objective optimization multidisciplinary design optimization(MDO) flight performance guidance precision
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Circular Formation Flight Control for Unmanned Aerial Vehicles With Directed Network and External Disturbance 被引量:7
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作者 Yangyang Chen Rui Yu +1 位作者 Ya Zhang Chenglin Liu 《IEEE/CAA Journal of Automatica Sinica》 EI CSCD 2020年第2期505-516,共12页
This paper proposes a new distributed formation flight protocol for unmanned aerial vehicles(UAVs)to perform coordinated circular tracking around a set of circles on a target sphere.Different from the previous results... This paper proposes a new distributed formation flight protocol for unmanned aerial vehicles(UAVs)to perform coordinated circular tracking around a set of circles on a target sphere.Different from the previous results limited in bidirectional networks and disturbance-free motions,this paper handles the circular formation flight control problem with both directed network and spatiotemporal disturbance with the knowledge of its upper bound.Distinguishing from the design of a common Lyapunov fiunction for bidirectional cases,we separately design the control for the circular tracking subsystem and the formation keeping subsystem with the circular tracking error as input.Then the whole control system is regarded as a cascade connection of these two subsystems,which is proved to be stable by input-tostate stability(ISS)theory.For the purpose of encountering the external disturbance,the backstepping technology is introduced to design the control inputs of each UAV pointing to North and Down along the special sphere(say,the circular tracking control algorithm)with the help of the switching function.Meanwhile,the distributed linear consensus protocol integrated with anther switching anti-interference item is developed to construct the control input of each UAV pointing to east along the special sphere(say,the formation keeping control law)for formation keeping.The validity of the proposed control law is proved both in the rigorous theory and through numerical simulations. 展开更多
关键词 Directed network external disturbance flight control unmanned aerial vehicles(UAVs)
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Nonlinear direct data-driven control for UAV formation flight system
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作者 WANG Jianhong Ricardo A.RAMIREZ-MENDOZA XU Yang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2023年第6期1409-1418,共10页
This paper proposes the nonlinear direct data-driven control from theoretical analysis and practical engineering,i.e.,unmanned aerial vehicle(UAV)formation flight system.Firstly,from the theoretical point of view,cons... This paper proposes the nonlinear direct data-driven control from theoretical analysis and practical engineering,i.e.,unmanned aerial vehicle(UAV)formation flight system.Firstly,from the theoretical point of view,consider one nonlinear closedloop system with a nonlinear plant and nonlinear feed-forward controller simultaneously.To avoid the complex identification process for that nonlinear plant,a nonlinear direct data-driven control strategy is proposed to design that nonlinear feed-forward controller only through the input-output measured data sequence directly,whose detailed explicit forms are model inverse method and approximated analysis method.Secondly,from the practical point of view,after reviewing the UAV formation flight system,nonlinear direct data-driven control is applied in designing the formation controller,so that the followers can track the leader’s desired trajectory during one small time instant only through solving one data fitting problem.Since most natural phenomena have nonlinear properties,the direct method must be the better one.Corresponding system identification and control algorithms are required to be proposed for those nonlinear systems,and the direct nonlinear controller design is the purpose of this paper. 展开更多
关键词 nonlinear system nonlinear direct data-driven control model inverse control unmanned aerial vehicle(UAV)formation flight.
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Reference tracking control for flexible air-breathing hypersonic vehicle with actuator delay and uncertainty 被引量:3
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作者 Hongyi Li Yiming Cheng Yulin Si Huijun Gao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第1期141-145,共5页
This paper considers the problem of reference tracking control for the flexible air-breathing hypersonic flight vehicle with actuator delay and uncertainty.By constructing the Lyapunov functional including the lower a... This paper considers the problem of reference tracking control for the flexible air-breathing hypersonic flight vehicle with actuator delay and uncertainty.By constructing the Lyapunov functional including the lower and upper bounds of the time-varying delay,the non-fragile controller is designed such that the resulting closed-loop system is asymptotically stable and satisfies a prescribed performance cost index.The simulation results are given to show the effectiveness of the proposed control method,which is validated by excellent output reference altitude and velocity tracking performance. 展开更多
关键词 actuator delay flexible air-breathing hypersonic flight vehicle(FAHFV) non-fragile control output tracking control.
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Output Feedback Dynamic Surface Controller Design for Airbreathing Hypersonic Flight Vehicle 被引量:4
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作者 Delong Hou Qing Wang Chaoyang Dong 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI 2015年第2期186-197,共12页
This paper addresses issues related to nonlinear robust output feedback controller design for a nonlinear model of airbreathing hypersonic vehicle. The control objective is to realize robust tracking of velocity and a... This paper addresses issues related to nonlinear robust output feedback controller design for a nonlinear model of airbreathing hypersonic vehicle. The control objective is to realize robust tracking of velocity and altitude in the presence of immeasurable states, uncertainties and varying flight conditions.A novel reduced order fuzzy observer is proposed to estimate the immeasurable states. Based on the information of observer and the measured states, a new robust output feedback controller combining dynamic surface theory and fuzzy logic system is proposed for airbreathing hypersonic vehicle. The closedloop system is proved to be semi-globally uniformly ultimately bounded(SUUB), and the tracking error can be made small enough by choosing proper gains of the controller, filter and observer. Simulation results from the full nonlinear vehicle model illustrate the effectiveness and good performance of the proposed control scheme. 展开更多
关键词 Hypersonic flight vehicle immeasurable states output feedback control model uncertainties fuzzy logic system dynamic surface control
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Finite-time control of formation system for multiple flight vehicles subject to actuator saturation 被引量:1
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作者 ZHAO Enjiao ZHONG Zenan ZHENG Xin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2020年第5期1019-1030,共12页
This paper investigates the problem of formation tracking control for multiple flight vehicle(MFV) system considering actuator saturation constraints. First, the formation tracking control model is established. Then, ... This paper investigates the problem of formation tracking control for multiple flight vehicle(MFV) system considering actuator saturation constraints. First, the formation tracking control model is established. Then, the problem of formation control of the MFV system is converted to the convergence of a dynamical system, which is obtained by using the differential geometry theory.A class of saturation functions is introduced, and on this basis a second-order finite-time formation control protocol is developed.With the help of the homogeneous theory and Lasalle's invariance principle, it is theoretically proved that the designed formation protocol could complete the formation task in finite time, and the control inputs are shown to remain within their available actuating limits. Finally, simulations are performed to verify the effectiveness of the scheme. 展开更多
关键词 formation control multiple flight vehicle(MFV) FINITE-TIME actuator saturation
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Design of an Integrated SITL and HITL Simulation System for the Control of a Loitering Aerial Vehicle
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作者 王正杰 范宁军 张辉 《Journal of Beijing Institute of Technology》 EI CAS 2010年第2期177-182,共6页
An investigation into the aircraft flight simulation and control system is presented in this paper. The study was firstly focused on the establishment of an integrated hardware-in-the-loop(HITL) platform for aircraf... An investigation into the aircraft flight simulation and control system is presented in this paper. The study was firstly focused on the establishment of an integrated hardware-in-the-loop(HITL) platform for aircraft flight simulation based on MATLAB/Simulink + dSPACE. The platform combines the abundant software and hardware resources of dSPACE simulation platform to simulate the flight attitude of an aircraft in six-DOF ( degree of freedom) motion. Based on the platform, the study was then focused on the flight numerical simulation by taking a loitering aerial vehicle as an example. An aircraft mathematical model was created for a modular design and off-line numerical simulation based on MATLAB/Simulink. Finally, the study was focused on the control system design of the loitering aerial vehicle and conduct of an HITL simulation experiment for the vehicle pitch control. The experiment verifies the system design and control effectiveness. Research results show that the dSPACE simulation system provides a real time good experimental platform to improve the efficiency of study and development of a flight control system. 展开更多
关键词 hardware-in-the-loop (HITL) simulation software-in-the-loop (SITL) platform numerical simu-lation DSPACE loitering aerial vehicle flight control system
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Navigation and Control of the PRISMA Formation: In-Orbit Experience 被引量:1
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作者 Simone D'Amico Robin Larsson 《Journal of Mechanics Engineering and Automation》 2012年第5期312-320,共9页
关键词 相对导航 控制系统 PRISMA 低地球轨道 分布式卫星系统 Prisma 全球定位系统 飞行实验
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Adaptive augmentation of gain-scheduled controller for aerospace vehicles 被引量:8
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作者 Xiyuan Huang Qing Wang +2 位作者 Yali Wang Yanze Hou Chaoyang Dong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2013年第2期272-280,共9页
This paper proposes an adaptive augmentation control design approach of the gain-scheduled controller.This extension is motivated by the need for augmentation of the baseline gainscheduled controller.The proposed appr... This paper proposes an adaptive augmentation control design approach of the gain-scheduled controller.This extension is motivated by the need for augmentation of the baseline gainscheduled controller.The proposed approach can be utilized to design flight control systems for advanced aerospace vehicles with a large parameter variation.The flight dynamics within the flight envelope is described by a switched nonlinear system,which is essentially a switched polytopic system with uncertainties.The flight control system consists of a baseline gain-scheduled controller and a model reference adaptive augmentation controller,while the latter can recover the nominal performance of the gainscheduled controlled system under large uncertainties.By the multiple Lyapunov functions method,it is proved that the switched nonlinear system is uniformly ultimately bounded.To validate the effectiveness of the proposed approach,this approach is applied to a generic hypersonic vehicle,and the simulation results show that the system output tracks the command signal well even when large uncertainties exist. 展开更多
关键词 adaptive control gain-scheduled control flight envelope aerospace vehicle
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Adaptive dynamic surface control for air-breathing hypersonic vehicle 被引量:6
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作者 Li Zhou Shumin Fei 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2013年第3期463-479,共17页
This paper describes an adaptive control approach for an air-breathing hypersonic vehicle. The control objective is to provide robust altitudes and velocity tracking in the presence of model uncertainties and varying ... This paper describes an adaptive control approach for an air-breathing hypersonic vehicle. The control objective is to provide robust altitudes and velocity tracking in the presence of model uncertainties and varying disturbances. A fuzzy-neural disturbance observer is developed to estimate uncertainties and disturbances, and the adaptive controller is synthesized by the dynamic surface approach combing with the observer. The tracking error at the steady state can be guaranteed to converge to inside of a small residue set which the size of the set can be an arbitrary small value. Simulation results demonstrate the effectiveness of the presented approach. 展开更多
关键词 flight control dynamic surface control fuzzy-neura system disturbance observer hypersonic vehicle.
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Research on Water-Exit and Take-off Process for Morphing Unmanned Submersible Aerial Vehicle 被引量:8
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作者 HU Jun-hua XU Bao-wei +3 位作者 FENG Jin-fu QI Duo YANG Jian WANG Cong 《China Ocean Engineering》 SCIE EI CSCD 2017年第2期202-209,共8页
This paper presents a theoretic implementation method of Morphing Unmanned Submersible Aerial Vehicle (MUSAV), which can both submerge in the water and fly in the air. Two different shapes are put forward so that th... This paper presents a theoretic implementation method of Morphing Unmanned Submersible Aerial Vehicle (MUSAV), which can both submerge in the water and fly in the air. Two different shapes are put forward so that the vehicle can suit both submergence and flight, considering the tremendous differences between hydrodynamic configuration and aerodynamic configuration of a vehicle. The transition of the two shapes can be achieved by using morphing technology. The water-to-air process, including water-exit, morphing, take-off and steady flight, is analyzed. The hydrodynamic and aerodynamic model of the vehicle exiting the water surface obliquely and then taking off into the air has been founded. The control strategy after morphing is analyzed and the control method is given. Numerical method is used to validate the motion model of the water-exit process. Results of simulations show the validity of the proposed model and the feasibility of MUSAV in theory. 展开更多
关键词 Morphing Unmanned Submersible Aerial vehicle (MUSAV) water-to-air process dynamic model flight control
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Flight Control System of Unmanned Aerial Vehicle 被引量:4
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作者 浦黄忠 甄子洋 夏曼 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2015年第1期1-8,共8页
To date unmanned aerial system(UAS)technologies have attracted more and more attention from countries in the world.Unmanned aerial vehicles(UAVs)play an important role in reconnaissance,surveillance,and target trackin... To date unmanned aerial system(UAS)technologies have attracted more and more attention from countries in the world.Unmanned aerial vehicles(UAVs)play an important role in reconnaissance,surveillance,and target tracking within military and civil fields.Here one briefly introduces the development of UAVs,and reviews its various subsystems including autopilot,ground station,mission planning and management subsystem,navigation system and so on.Furthermore,an overview is provided for advanced design methods of UAVs control system,including the linear feedback control,adaptive and nonlinear control,and intelligent control techniques.Finally,the future of UAVs flight control techniques is forecasted. 展开更多
关键词 unmanned aerial vehicle(UAV) flight control optimal control adaptive control intelligent control
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Distributed tracking control of unmanned aerial vehicles under wind disturbance and model uncertainty 被引量:2
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作者 Kun Zhang Xiaoguang Gao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2016年第6期1262-1271,共10页
A distributed robust method is developed for cooperative tracking control of unmanned aerial vehicles under unknown wind disturbance and model uncertainty. The communication network among vehicles is a directed graph ... A distributed robust method is developed for cooperative tracking control of unmanned aerial vehicles under unknown wind disturbance and model uncertainty. The communication network among vehicles is a directed graph with switching topology. Each vehicle can only share its states with its neighbors. Dynamics of the vehicles are nonlinear and affected by the wind disturbance and model uncertainty. Feedback linearization is adopted to transform the dynamics of vehicles into linear systems. To account for the wind disturbance and model uncertainty, a robust controller is designed for each vehicle such that all vehicles ultimately synchronize to the virtual leader in the three-dimensional path. It is theoretically shown that the position states of the vehicles will converge to that of the virtual leader if the communication network has a directed spanning tree rooted at the virtual leader. Furthermore, the robust controller is extended to address the formation control problem. Simulation examples are also given to illustrate the effectiveness of the proposed method. ? 2016 Beijing Institute of Aerospace Information. 展开更多
关键词 Aircraft control controllers Directed graphs Feedback linearization Linear systems Mathematical transformations navigation TOPOLOGY Uncertainty analysis Unmanned aerial vehicles (UAV) vehicleS
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Development of an Autonomous Flight Control System for Small Size Unmanned Helicopter Based on Dynamical Model 被引量:2
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作者 王赓 Kondak Konstantin +3 位作者 Marek Musial 盛焕烨 吕恬生 Hommel Günter 《Journal of Shanghai Jiaotong university(Science)》 EI 2007年第6期744-752,共9页
It is devoted to the development of an autonomous flight control system for small size unmanned helicopter based on dynamical model. At first, the mathematical model of a small size helicopter is described. After that... It is devoted to the development of an autonomous flight control system for small size unmanned helicopter based on dynamical model. At first, the mathematical model of a small size helicopter is described. After that simple but effective MTCV control algorithm was proposed. The whole flight control algorithm is composed of two parts: orientation controller based on the model for rotation dynamics and a robust position controller for a double integrator. The MTCV block is also used to achieve translation velocity control. To demonstrate the performance of the presented algorithm, simulation results and results achieved in real flight experiments were presented. 展开更多
关键词 unmanned HELICOPTER DYNAMICAL model flight control unmanned AERIAL vehicle (UAV)
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Improved Shuffled Frog Leaping Algorithm Optimizing Integral Separated PID Control for Unmanned Hypersonic Vehicle 被引量:2
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作者 梁冰冰 江驹 +1 位作者 甄子洋 马坤 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2015年第1期110-114,共5页
To solve the flight control problem for unmanned hypersonic vehicles,a novel intelligent optimized control method is proposed.A flight control system based on integral separated proportional-integral-derivative(PID)co... To solve the flight control problem for unmanned hypersonic vehicles,a novel intelligent optimized control method is proposed.A flight control system based on integral separated proportional-integral-derivative(PID)control is designed for hypersonic vehicle,and an improved shuffled frog leaping algorithm is presented to optimize the control parameters.A nonlinear model of hypersonic vehicle is established to examine the dynamic characteristics achieved by the flight control system.Simulation results demonstrate that the proposed optimized controller can effectively achieve better flight control performance than the traditional controller. 展开更多
关键词 hypersonic vehicles flight control shuffled frog leaping algorithm unmanned aerial vehicles(UAVs)
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Cooperative Navigation for Autonomous Underwater Vehicles Based on Estimation of Motion Radius Vectors 被引量:1
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作者 李闻白 刘明雍 +1 位作者 刘富樯 徐飞 《Defence Technology(防务技术)》 SCIE EI CAS 2011年第1期9-14,共6页
A cooperative navigation algorithm for a group of autonomous underwater vehicles is proposed on the basis of motion radius vector estimation.Combined the dead reckoning data with the mutual range data through an acous... A cooperative navigation algorithm for a group of autonomous underwater vehicles is proposed on the basis of motion radius vector estimation.Combined the dead reckoning data with the mutual range data through an acoustic communication network among the group members, the relative positioning problem can be solved. A novel approach for solving the relative positioning is presented by using a recursive trigonometry technique and extended Kalman filter(EKF). Simulation results verify the correctness and effectiveness of this navigation method. 展开更多
关键词 automatic control technology cooperative navigation autonomous underwater vehicle motion radius vector extended Kalman filter
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Computer Vision-based Navigation and Predefined Track Following Control of a Small Robotic Airship 被引量:6
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作者 XIE Shao-Rong LUO Jun RAO Jin-Jun GONG Zhen-Bang 《自动化学报》 EI CSCD 北大核心 2007年第3期286-291,共6页
为小机器的飞艇,飞艇应该能够跟随一条预定义的轨道,这被要求。在这份报纸,计算机为机器的飞艇的基于视觉的航行和最佳的模糊控制策略被建议。第一,视觉航行基于环境的自然里程碑被介绍。例如,当飞艇在一个城市上正在飞时,大楼能... 为小机器的飞艇,飞艇应该能够跟随一条预定义的轨道,这被要求。在这份报纸,计算机为机器的飞艇的基于视觉的航行和最佳的模糊控制策略被建议。第一,视觉航行基于环境的自然里程碑被介绍。例如,当飞艇在一个城市上正在飞时,大楼能被用作其几何性质从数字地图或一个地理信息系统(GIS ) 被知道的视觉烽火。然后,几何方法论被采用关于飞艇的取向和位置提取信息。以便在一个预定义的磁道上保留飞艇,一个模糊飞行控制系统被设计,它把那些数据用作它的输入。并且基因算法(气体) ,一个通用全球优化方法,被利用优化模糊控制器的会员功能。最后,航行和控制策略被验证。 展开更多
关键词 自动化系统 飞行系统 智能机器人 宇宙飞船
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Adaptive Sliding Mode Control for Re-entry Attitude of Near Space Hypersonic Vehicle Based on Backstepping Design 被引量:30
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作者 Jingmei Zhang Changyin Sun +1 位作者 Ruimin Zhang Chengshan Qian 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI 2015年第1期94-101,共8页
Combining sliding mode control method with radial basis function neural network(RBFNN), this paper proposes a robust adaptive control scheme based on backstepping design for re-entry attitude tracking control of near ... Combining sliding mode control method with radial basis function neural network(RBFNN), this paper proposes a robust adaptive control scheme based on backstepping design for re-entry attitude tracking control of near space hypersonic vehicle(NSHV) in the presence of parameter variations and external disturbances. In the attitude angle loop, a robust adaptive virtual control law is designed by using the adaptive method to estimate the unknown upper bound of the compound uncertainties. In the angular velocity loop, an adaptive sliding mode control law is designed to suppress the effect of parameter variations and external disturbances. The main benefit of the sliding mode control is robustness to parameter variations and external disturbances. To further improve the control performance, RBFNNs are introduced to approximate the compound uncertainties in the attitude angle loop and angular velocity loop, respectively. Based on Lyapunov stability theory, the tracking errors are shown to be asymptotically stable. Simulation results show that the proposed control system attains a satisfied control performance and is robust against parameter variations and external disturbances. 展开更多
关键词 Hypersonic vehicle attitude control backstepping design sliding mode control radial basis function neural network(RBFNN)
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Design of Neural Network Variable Structure Reentry Control System for Reusable Launch Vehicle 被引量:3
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作者 呼卫军 周军 《Defence Technology(防务技术)》 SCIE EI CAS 2008年第3期191-197,共7页
A flight control system is designed for a reusable launch vehicle with aerodynamic control surfaces and reaction control system based on a variable-structure control and neural network theory.The control problems of c... A flight control system is designed for a reusable launch vehicle with aerodynamic control surfaces and reaction control system based on a variable-structure control and neural network theory.The control problems of coupling among the channels and the uncertainty of model parameters are solved by using the method.High precise and robust tracking of required attitude angles can be achieved in complicated air space.A mathematical model of reusable launch vehicle is presented first,and then a controller of flight system is presented.Base on the mathematical model,the controller is divided into two parts:variable-structure controller and neural network module which is used to modify the parameters of controller.This control system decouples the lateraldirectional tunnels well with a neural network sliding mode controller and provides a robust and de-coupled tracking for mission angle profiles.After this a control allocation algorithm is employed to allocate the torque moments to aerodynamic control surfaces and thrusters.The final simulation shows that the control system has a good accurate,robust and de-coupled tracking performance.The stable state error is less than 1°,and the overshoot is less than 5%. 展开更多
关键词 飞行技术 自动控制 运输器 神经网络
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Asynchronous H_∞ Control for Unmanned Aerial Vehicles: Switched Polytopic System Approach 被引量:1
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作者 Zhaolei Wang Qing Wang Chaoyang Dong 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI 2015年第2期207-216,共10页
This study is concerned with the H∞control for the full-envelope unmanned aerial vehicles(UAVs) in the presence of missing measurements and external disturbances. With the dramatic parameter variations in large fligh... This study is concerned with the H∞control for the full-envelope unmanned aerial vehicles(UAVs) in the presence of missing measurements and external disturbances. With the dramatic parameter variations in large flight envelope and the locally overlapped switching laws in flight, the system dynamics is modeled as a locally overlapped switched polytopic system to reduce designing conservatism and solving complexity. Then,considering updating lags of controller s switching signals and the weighted coefficients of the polytopic subsystems induced by missing measurements, an asynchronous H∞control method is proposed such that the system is stable and a desired disturbance attenuation level is satisfied. Furthermore, the sufficient existing conditions of the desired switched parameter-dependent H∞controller are derived in the form of linear matrix inequality(LMIs) by combining the switched parameter-dependent Lyapunov function method and average dwell time method.Finally, a numerical example based on a highly maneuverable technology(Hi MAT) vehicle is given to verify the validity of the proposed method. 展开更多
关键词 Switched polytopic system asynchronous switching robust control unmanned aerial vehicles(UAVs) missing measurements
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