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Adaptive Backstepping Sliding Mode Trajectory Tracking Control for a Quad-rotor 被引量:5
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作者 Xun Gong 1 Zhi-Cheng Hou 1 Chang-Jun Zhao 2 Yue Bai 2 Yan-Tao Tian 1 1 School of Telecommunication Engineering,Jilin University,Changchun 130025,China 2 Changchun Institute of Optics,Fine Mechanics and Physics,Chinese Academy of Sciences,Changchun 130080,China 《International Journal of Automation and computing》 EI 2012年第5期555-560,共6页
A quad-rotor aircraft is an under-actuated,strongly coupled nonlinear system with parameter uncertainty and un-modeled disturbance.In order to make the aircraft track the desired trajectory,a nested double-loops contr... A quad-rotor aircraft is an under-actuated,strongly coupled nonlinear system with parameter uncertainty and un-modeled disturbance.In order to make the aircraft track the desired trajectory,a nested double-loops control system is adopted in this paper.A position error proportional-derivative(PD) controller is designed as the outer-loop controller based on the coupling action between rotational and translational movement,and an adaptive backstepping sliding mode control algorithm is used to stabilize the attitude.Finally,both the numerical simulation and prototype experiment are utilized to demonstrate the effectiveness of the proposed control system. 展开更多
关键词 quad-rotor nested double-loops coupling action adaptive backstepping sliding mode
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Aerodynamic-Parameter Identification and Attitude Control of Quad-Rotor Model with CIFER and Adaptive LADRC 被引量:4
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作者 Sen Yang Leiping Xi +1 位作者 Jiaxing Hao Wenjie Wang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2021年第2期150-159,共10页
Current research on quadrotor modeling mainly focuses on theoretical analysis methods and experimental methods,which have problems such as weak adaptability to the environment,high test costs,and long durations.Additi... Current research on quadrotor modeling mainly focuses on theoretical analysis methods and experimental methods,which have problems such as weak adaptability to the environment,high test costs,and long durations.Additionally,the PID controller,which is currently widely used in quadrotors,requires improvement in anti-interference.Therefore,the aforementioned research has considerable practical significance for the modeling and controller design of quadrotors with strong coupling and nonlinear characteristics.In the present research,an aerodynamic-parameter estimation method and an adaptive attitude control method based on the linear active disturbance rejection controller(LADRC)are designed separately.First,the motion model,dynamics model,and control allocation model of the quad-rotor are established according to the aerodynamic theory and Newton-Euler equations.Next,a more accurate attitude model of the quad-rotor is obtained by using a tool called CIFER to identify the aerodynamic parameters with large uncertainties in the frequency domain.Then,an adaptive attitude decoupling controller based on the LADRC is designed to solve the problem of the poor anti-interference ability of the quad-rotor and adjust the key control parameter b0 automatically according to the change in the moment of inertia in real time.Finally,the proposed approach is verified on a semi-physical simulation platform,and it increases the tracking speed and accuracy of the controller,as well as the anti-disturbance performance and robustness of the control system.This paper proposes an effective aerodynamic-parameter identification method using CIFER and an adaptive attitude decoupling controller with a sufficient anti-interference ability. 展开更多
关键词 quad-rotor Qarameters identification CIFER Adaptive LADRC
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Dynamic affine formation control of networked under-actuated quad-rotor UAVs with three-dimensional patterns 被引量:4
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作者 XU Yang ZHENG Weiming +1 位作者 LUO Delin DUAN Haibin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2022年第6期1269-1285,共17页
This paper focuses on the solution to the dynamic affine formation control problem for multiple networked underactuated quad-rotor unmanned aerial vehicles(UAVs)to achieve a configuration that preserves collinearity a... This paper focuses on the solution to the dynamic affine formation control problem for multiple networked underactuated quad-rotor unmanned aerial vehicles(UAVs)to achieve a configuration that preserves collinearity and ratios of distances for a target configuration.In particular,it is investigated that the quad-rotor UAVs are steered to track a reference linear velocity while maintaining a desired three-dimensional target formation.Firstly,by integrating the properties of the affine transformation and the stress matrix,the design of the target formation is convenient and applicable for various three-dimensional geometric patterns.Secondly,a distributed control method is proposed under a hierarchical framework.By introducing an intermediary control input for each quad-rotor UAV in the position loop,the necessary thrust input and the desired attitude are extracted.In the attitude loop,the desired attitude represented by the unit quaternion is tracked by the designed torque input.Both conditions of linear velocity unavailability and mutual collision avoidance are also tackled.In terms of Lyapunov theory,it is prooved that the overall closed-loop error system is asymptotically stable.Finally,two illustrative examples are simulated to validate the effectiveness of the proposed theoretical results. 展开更多
关键词 formation control quad-rotor unmanned aerial vehicle(UAV) hierarchical control
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Fractional order adaptive robust formation control of multiple quad-rotor UAVs with parametric uncertainties and wind disturbances 被引量:2
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作者 Nasim ULLAH Yasir MEHMOOD +2 位作者 Jawad ASLAM Shaoping WANG Khamphe PHOUNGTHONG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2022年第8期204-220,共17页
In recent times,multiple Unmanned Aerial Vehicles(UAVs)are being widely utilized in several areas of applications such as agriculture,surveillance,disaster management,search and rescue operations.Degree of robustness ... In recent times,multiple Unmanned Aerial Vehicles(UAVs)are being widely utilized in several areas of applications such as agriculture,surveillance,disaster management,search and rescue operations.Degree of robustness of applied control schemes determines how accurate a swarm of UAVs accomplish group tasks.Formation and trajectory tracking controllers are required for the swarm of multiple UAVs.Factors like external environmental effects,parametric uncertainties and wind gusts make the controller design process as a challenging task.This article proposes fractional order formation and trajectory tacking controllers for multiple quad-rotors using Super Twisting Sliding Mode Control(STSMC)technique.To compensate the effects of the disturbances due to parametric uncertainties and wind gusts,Lyapunov function based adaptive controllers are formulated.Moreover,Lyapunov theorem is used to guarantee the stability of the proposed controllers.Three types of controllers,namely fixed gain STSMC and fractional order Adaptive Super Twisting Sliding Mode Control(ASTSMC)methods are tested for the swarm of UAVs by performing the numerical simulations in MATLAB/Simulink environment.From the presented results,it is verified that in presence of wind disturbances and parametric uncertainties,the proposed fractional order ASTSMC technique showed improved robustness as compared to the fixed gain STSMC and integer order ASTSMC. 展开更多
关键词 Adaptive robust control Fractional order control Nonlinear control quad-rotor UAVs Swarm formation control
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H _ index based fault estimation for micro quad-rotor 被引量:1
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作者 Pu Yang Zhixia Yin Bin Jiang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第3期483-488,共6页
Taking the attitude control system of micro quad-rotor as a research object, a design scheme of fault estimator based on generalized Kalman-Yakubovic-Popov (GKYP) lemma is put forward to deal with the problem of est... Taking the attitude control system of micro quad-rotor as a research object, a design scheme of fault estimator based on generalized Kalman-Yakubovic-Popov (GKYP) lemma is put forward to deal with the problem of estimating multiple actuators malfunctions with couplings. Using an H_index and an appropriate algorithm, the goal of weakening the coupling can be achieved by limiting the fault frequency to a certain range, then different kinds of actuator faults can be estimated correctly. The simulations demonstrate the reliability and validity of the proposed method. 展开更多
关键词 micro quad-rotor fault estimation generalized Kalman-Yakubovic-Popov (GKYP) lemma.
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An Improved Nonlinear Dynamic Inversion Method for Altitude and Attitude Control of Nano Quad-Rotors under Persistent Uncertainties 被引量:1
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作者 Chen Meili Wang Yuan 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2018年第3期483-493,共11页
Nonlinear dynamic inversion(NDI)has been applied to the control law design of quad-rotors mainly thanks to its good robustness and simplicity of parameter tuning.However,the weakness of relying on accurate model great... Nonlinear dynamic inversion(NDI)has been applied to the control law design of quad-rotors mainly thanks to its good robustness and simplicity of parameter tuning.However,the weakness of relying on accurate model greatly restrains its application on quad-rotors,especially nano quad-rotors(NQRs).NQRs are easy to be influenced by uncertainties such as model uncertainties(mainly from complicated aerodynamic interferences,strong coupling in roll-pitch-yaw channels and inaccurate aerodynamic prediction of rotors)and external uncertainties(mainly from winds or gusts),particularly persistent ones.Therefore,developing accurate model for altitude and attitude control of NQRs is difficult.To solve this problem,in this paper,an improved nonlinear dynamic inversion(INDI)method is developed,which can reject the above-mentioned uncertainties by estimating them and then counteracting in real time using linear extended state observer(LESO).Comparison with the traditional NDI(TNDI)method was carried out numerically,and the results show that,in coping with persistent uncertainties,the INDI-based method presents significant superiority. 展开更多
关键词 nonlinear dynamic inversion extended state observer nano quad-rotor uncertainties rejection altitude control attitude control
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Inverse Model Control for a Quad-rotor Aircraft Using TS-fuzzy Support Vector Regression
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作者 Zhiyu Li Hanxin Chen +1 位作者 Congqing Wang Kaijia Xue 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2017年第6期73-79,共7页
An inverse model control based on TS-fuzzy support vector regression( TS-fuzzy SVR) for a quadrotor aircraft is developed. The TS-kernel is the product of linear combination of input and a cluster of output correspond... An inverse model control based on TS-fuzzy support vector regression( TS-fuzzy SVR) for a quadrotor aircraft is developed. The TS-kernel is the product of linear combination of input and a cluster of output corresponding to a cluster of TS-type fuzzy rules. The output of TS-fuzzy SVR is a linear weighted sum of the TSkernels. The dynamical model of the quad-rotor aircraft is derived. A new control scheme combined with TSfuzzy SVR inverse model control and PID control is presented so that the TS-fuzzy SVR inverse model control enhances capabilities of disturbance rejection and the robustness while the PID control enhances fast responsiveness and reliability of the system. Simulation results show the capabilities of the developed control for the attitude system of quad-rotor aircraft. 展开更多
关键词 support vector regression TS-fuzzy SVR INVERSE model CONTROL quad-rotor AIRCRAFT ATTITUDE CONTROL
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Predictive Control of Quad-Rotor Delivering Unknown Time-Varying Payloads Based upon Extended State Observer
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作者 Yuan Wang 《Advances in Aerospace Science and Technology》 2019年第2期29-41,共13页
In this paper, robust control problem is addressed for quad-rotor delivering unknown time-varying payloads. Firstly, the model of a quad-rotor carrying payloads is built. Dynamics of the payloads are treated as distur... In this paper, robust control problem is addressed for quad-rotor delivering unknown time-varying payloads. Firstly, the model of a quad-rotor carrying payloads is built. Dynamics of the payloads are treated as disturbances and added into the model of the quad-rotor. Secondly, to enhance system robust-ness, the extended state observer (ESO) is applied to estimate the disturbances from the payloads for feedback compensation. Then a type of predictive controller targeting multiple-input-multiple-output (MIMO) system is developed to degrade the influences caused by sudden changes from load-ing/dropping of the payloads. Finally, by making comparison with the con-ventional cascade proportional-integral-derivative (CPID) and the sliding mode control (SMC) approaches, superiority of the scheme developed is va-lidated. The simulation results indicate that the CPID method shows poor performance on attitude stabilization and the SMC shows input chattering phenomenon even it can achieve satisfied control performances. 展开更多
关键词 quad-rotor PAYLOADS Delivery ATTITUDE CONTROL Disturbance Estimation Feedback Compensation Predictive CONTROL
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四旋翼无人机吊挂主动消摆控制系统设计 被引量:2
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作者 朱梓悦 苟益鹏 +2 位作者 张梁山 储开斌 龚春英 《实验室研究与探索》 北大核心 2025年第2期37-41,共5页
为了抑制四旋翼无人机在吊挂运输过程中的负载摆动,设计了一个主动消摆控制系统,以提高四旋翼无人机吊挂稳定性。由姿态测量模块的测量数据得到无人机姿态高精度估计,将解算后的结果作为控制系统的输入;在动力学和运动学模型的基础上建... 为了抑制四旋翼无人机在吊挂运输过程中的负载摆动,设计了一个主动消摆控制系统,以提高四旋翼无人机吊挂稳定性。由姿态测量模块的测量数据得到无人机姿态高精度估计,将解算后的结果作为控制系统的输入;在动力学和运动学模型的基础上建立吊挂系统模型,并提出变系数比例-积分-微分(PID)控制算法。最后,搭建了基于四旋翼无人机吊挂主动消摆控制系统的硬件平台,设计了主控模块、姿态测量模块、电源模块、电动机驱动模块。变系数PID控制和传统PID控制下的摆动抑制对比实验结果验证了算法的有效性。 展开更多
关键词 四旋翼无人机 吊挂 控制系统 变系数比例-积分-微分控制
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倾转四旋翼无人机巡航状态下旋翼气动干扰分析
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作者 杨永刚 邱明智 《中国民航大学学报》 2025年第3期81-85,96,共6页
为探究某型倾转四旋翼无人机(UAV,unmanned aerial vehicle)高速巡航过程中的气动变化规律,本文针对所建立的倾转四旋翼无人机模型采用多重参考系(MRF,multiple reference frame)数值模拟方法开展分析。通过改变机翼翼型相对厚度、旋翼... 为探究某型倾转四旋翼无人机(UAV,unmanned aerial vehicle)高速巡航过程中的气动变化规律,本文针对所建立的倾转四旋翼无人机模型采用多重参考系(MRF,multiple reference frame)数值模拟方法开展分析。通过改变机翼翼型相对厚度、旋翼总距和前飞速度等参数对无人机模型进行全机干扰模拟,并针对旋翼等部件的气动变化特性进行分析。研究结果表明,在巡航过程中增加机翼翼型相对厚度会使后旋翼拉力系数降低,当机翼翼型相对厚度增加6%时,拉力系数下降17.09%。同时,在前进气流和前旋翼滑流的叠加影响下,前旋翼滑流会对后旋翼气动性能造成一定程度的影响,并随着前飞速度增加,前旋翼滑流所产生的影响呈先增强后减弱的趋势。 展开更多
关键词 倾转四旋翼机 无人机气动干扰 滑流 螺旋桨效率
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可变直径倾转四旋翼机气动及噪声特性分析
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作者 李伟 张夏阳 +2 位作者 杨帆 曹宸恺 刘超凡 《海军航空大学学报》 2025年第2期259-268,共10页
旋翼在变直径过程中存在非定常桨-涡干扰、变几何外形及大范围刚体运动等非定常物理特征,可能导致独特的气动噪声特性行为。基于雷诺平均Navier-Stokes方程和运动嵌套网格,建立了一套适用于可变直径倾转四旋翼机流场模拟方法,并采用Fara... 旋翼在变直径过程中存在非定常桨-涡干扰、变几何外形及大范围刚体运动等非定常物理特征,可能导致独特的气动噪声特性行为。基于雷诺平均Navier-Stokes方程和运动嵌套网格,建立了一套适用于可变直径倾转四旋翼机流场模拟方法,并采用Farassat 1A公式进行气动噪声预测分析。通过相关试验对比,验证了所提方法的有效性。针对悬停和前飞状态下不同直径倾转四旋翼机气动及噪声特性开展研究。结果表明,悬停状态下,直径越大,旋翼气动载荷波动幅值越大,波动幅值与旋翼直径大小呈正相关。悬停状态下,旋翼直径减小,全机流场干扰现象更为明显,桨尖涡掺混特性逐渐增强。前飞状态下,全机流场干扰现象受直径变化影响较弱,前旋翼尾迹流场干扰导致后旋翼气动载荷均大于前旋翼。悬停和前飞状态下,直径变化对全机噪声传播方向性有所影响,且对旋翼厚度噪声的影响程度大于载荷噪声,厚度噪声负压峰值减小幅度最大分别可达28.8%和83.3%,采用较小旋翼直径能够减弱旋翼气动噪声。 展开更多
关键词 倾转四旋翼机 变直径旋翼 气动干扰 气动噪声特性
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Formation control of quad-rotor UAV via PIO 被引量:9
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作者 BAI TingTing WANG DaoBo MASOOD Rana Javed 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2022年第2期432-439,共8页
In this article, the formation control of quad-rotor unmanned aerial vehicle(UAV) via pigeon inspired optimization(PIO) is designed. The nonlinear mathematical model of the quad-rotor UAV is used by applying algebraic... In this article, the formation control of quad-rotor unmanned aerial vehicle(UAV) via pigeon inspired optimization(PIO) is designed. The nonlinear mathematical model of the quad-rotor UAV is used by applying algebraic graph theory and matrix analysis. A high order consistent formation control algorithm with fixed control topology is designed by using a position deviation matrix to describe its formation. To control the attitude of quad-rotor UAVs, it is difficult to obtain a set of optimal solutions, and hence a PIO based algorithm with variable weight hybridization is proposed. The algorithm is mainly composed of two parts. First, according to the distance between the particles in the iterative process, the inertia weight is dynamically changed,and the coefficient is adjusted to control the degree of influence on its inertia weight. Second, the overall scenario is designed by using MATLAB based simulations which show that the formation control of the quad-rotor UAV is achieved with the help of PIO. 展开更多
关键词 pigeon inspired optimization formation control unmanned aerial vehicle and quad-rotor UAV
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A Second-Order Sliding Mode Controller of Quad-Rotor UAV Based on PID Sliding Mode Surface with Unbalanced Load 被引量:7
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作者 KANG Bing MIAO Yan +3 位作者 LIU Fu DUAN Jilu WANG Ke JIANG Shoukun 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2021年第2期520-536,共17页
Quad-rotor unmanned aerial vehicle(UAV)is a typical multiple-input-multiple-output underactuated system with couplings and nonlinearity.Usually,the flying environment is very complex,so that it is impossible for the U... Quad-rotor unmanned aerial vehicle(UAV)is a typical multiple-input-multiple-output underactuated system with couplings and nonlinearity.Usually,the flying environment is very complex,so that it is impossible for the UAV to avoid effects derived from disturbances and uncertainties.In order to improve the reliability of flight control,we established the dynamic model of quad-rotor UAV by Newton-Euler equation in unbalanced load conditions.Considering external disturbances in the attitude,a second-order sliding mode controller was designed with PID sliding mode surface and Extended State Observer(ESO).The simulation experiments have got good control performance,illustrating the effectiveness of our controller.Meanwhile,the controller was implemented in a quadrotor UAV,which carried a pan-tilt camera for aerial photography.The actual flight experiments proved that this paper dealt with the high stabilization flight control problem for the quad-rotor UAV,which laid a good foundation for autonomous flight of the UAV. 展开更多
关键词 quad-rotor UAV sliding mode controller unbalanced load
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四轴飞行器的自抗扰姿态控制研究
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作者 赵志伟 尤小庆 +1 位作者 王蕾 葛超 《机械设计与制造》 北大核心 2025年第1期331-334,339,共5页
针对欠驱动四轴飞行器控制系统在轨迹跟踪过程中存在参数不确定和易受外部干扰等问题,这里采用一种PID控制、非线性自抗扰控制(NLADRC)和PD控制技术相结合的控制方式对其位置和姿态进行控制,以偏航通道为例实现了扩张状态观测器(ESO)对... 针对欠驱动四轴飞行器控制系统在轨迹跟踪过程中存在参数不确定和易受外部干扰等问题,这里采用一种PID控制、非线性自抗扰控制(NLADRC)和PD控制技术相结合的控制方式对其位置和姿态进行控制,以偏航通道为例实现了扩张状态观测器(ESO)对内扰和外扰的估计及补偿。首先,根据四轴飞行器模型特点,实现了适用于4通道的参数整定方案,大大简化了参数整定难度;然后,设计了内外双环路控制器,其外环由PID控制,内环由ADRC和PD控制;最后,通过与串级PID控制在轨迹跟踪及抗扰性、鲁棒性方面进行仿真对比分析,结果表明该控制方法能够满足四轴飞行器在稳定度高和姿态调节快速性等方面的要求,自抗扰控制器能够对扰动进行很好地估计和补偿。 展开更多
关键词 四轴飞行器 自抗扰 参数整定 估计补偿 姿态控制
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Backstepping sliding mode tracking control of quad-rotor under input saturation 被引量:1
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作者 Xun Gong Yue Bai +3 位作者 Zhicheng Hou Changjun Zhao Yantao Tian Qiang Sun 《International Journal of Intelligent Computing and Cybernetics》 EI 2012年第4期515-532,共18页
Purpose–The quad-rotor is an under-actuation,strong coupled nonlinear system with parameters uncertainty,unmodeled disturbance and drive capability boundedness.The purpose of the paper is to design a flight control s... Purpose–The quad-rotor is an under-actuation,strong coupled nonlinear system with parameters uncertainty,unmodeled disturbance and drive capability boundedness.The purpose of the paper is to design a flight control system to regulate the aircraft track the desired trajectory and keep the attitude angles stable on account of these issues.Design/methodology/approach–Considering the dynamics of a quad-rotor,the closed-loop flight control system is divided into two nested loops:the translational outer-loop and the attitude inner-loop.In the outer-loop,the translational controller,which exports the desired attitude angles to the inner-loop,is designed based on bounded control technique.In consideration of the influence of uncertain rotational inertia and external disturbance,the backstepping sliding mode approach with adaptive gains is used in the inner-loop.The switching control strategy based on the sign functions of sliding surface is introduced into the design procedure with respect to the input saturation.Findings–The validity of the proposed flight control system was verified through numerical simulation and prototype flight experiment in this paper.Furthermore,with relation to the flying,the motor speed is kept in the predetermined scope.Originality/value–This article introduces a new flight control system designed for a quad-rotor. 展开更多
关键词 quad-rotor Double-loops Backstepping algorithm Adaptive approximation Bounded control Prototype experiment Genetic algorithms Flight control
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基于RGB-D相机定位的自主导航无人机设计与实现 被引量:1
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作者 陈志宏 李欢 刘彬 《机械工程与自动化》 2025年第2期12-14,共3页
提出了一种基于RGB-D相机定位的自主导航无人机的设计与实现方案。通过搭载国产RK3588主控结合RGB-D相机,设计了一种小型四旋翼无人机。实机实验测试了部署的视觉SLAM算法、导航规划算法以及整个系统的有效性和可靠性。实验结果表明:该... 提出了一种基于RGB-D相机定位的自主导航无人机的设计与实现方案。通过搭载国产RK3588主控结合RGB-D相机,设计了一种小型四旋翼无人机。实机实验测试了部署的视觉SLAM算法、导航规划算法以及整个系统的有效性和可靠性。实验结果表明:该方案可以良好地实现对四旋翼无人机的控制,具有一定的实用与推广价值。 展开更多
关键词 四旋翼无人机 RGB-D相机 自主导航 SLAM 路径规划
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基于模型预测控制的四旋翼无人机跟踪照明问题研究
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作者 刘昊阳 薛拾贝 《微型电脑应用》 2025年第9期210-214,共5页
无人系统和无人机控制一直是军工领域的研究热点,提出一种基于模型预测控制的无人机跟踪照明方法。将对地面车辆进行照明的物理约束加入优化问题中,使无人机在跟踪地面目标的同时,能够根据车速和设定目标对地面车辆附近的特定区域进行照... 无人系统和无人机控制一直是军工领域的研究热点,提出一种基于模型预测控制的无人机跟踪照明方法。将对地面车辆进行照明的物理约束加入优化问题中,使无人机在跟踪地面目标的同时,能够根据车速和设定目标对地面车辆附近的特定区域进行照明,并通过仿真实验说明了控制方法的优越性。 展开更多
关键词 模型预测控制 四旋翼无人机 线性系统 跟踪照明
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一种四轴飞行器单目视觉测距算法 被引量:2
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作者 顾兆军 韩强 +2 位作者 王家亮 陈辉 董楷 《小型微型计算机系统》 CSCD 北大核心 2024年第1期199-206,共8页
为解决四轴飞行器在执行目标检测与跟踪任务时无法判断机身与障碍物或跟踪目标之间安全距离问题,提出一种四轴飞行器单目视觉测距算法,算法融合基于帧间差分技术的水平测距模型与基于小孔成像的垂直测距模型.首先,算法可利用基于YOLOV4-... 为解决四轴飞行器在执行目标检测与跟踪任务时无法判断机身与障碍物或跟踪目标之间安全距离问题,提出一种四轴飞行器单目视觉测距算法,算法融合基于帧间差分技术的水平测距模型与基于小孔成像的垂直测距模型.首先,算法可利用基于YOLOV4-Tiny的目标检测算法识别视频帧中的物体类别,并可在视频帧中框选出被测物体,依据现场环境选择最佳的测距方法进行测距;其次,系统终端执行测距方法,基于被测物体的视频帧成像位置与设定参数之间的差值控制四轴飞行器飞行,并记录飞行数据;最后,通过测距模型对飞行数据进行处理,计算出四轴飞行器在初始位置和最终位置与被测物体之间的距离.通过在特洛(Tello)飞行器平台上的实际飞行验证,实验结果表明所提出的四轴飞行器单目视觉测距算法可以有效分析出视频帧中各物体的景深,测距误差百分比均值为4.07%.在四轴飞行器与障碍物或跟踪目标之间距离较近,却无法评估此距离是否处于安全距离时,所提出的算法可为搭载单目摄像头的四轴飞行器提供可靠的测距技术支持. 展开更多
关键词 单目视觉 四轴飞行器 目标跟踪 帧间差分 测距
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基于马尔可夫决策的四轴飞行器自动着陆方法 被引量:1
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作者 顾兆军 赵欢 +1 位作者 王家亮 聂留阳 《航空学报》 EI CAS CSCD 北大核心 2024年第15期294-310,共17页
针对仅使用民用GPS引导四轴飞行器自动着陆时偏差较大的问题,基于马尔可夫决策设计了一种能够有效提升自动着陆精度的引导方法。首先,设计一种基于改进人工势场算法的对准方法,使用AprilTag3识别算法快速识别着陆标签,对标签中心划定势... 针对仅使用民用GPS引导四轴飞行器自动着陆时偏差较大的问题,基于马尔可夫决策设计了一种能够有效提升自动着陆精度的引导方法。首先,设计一种基于改进人工势场算法的对准方法,使用AprilTag3识别算法快速识别着陆标签,对标签中心划定势场,使飞行器可在力学牵引下进行偏航对准和云台俯仰对准;其次,将飞行器的着陆过程建立为马尔可夫决策模型,设置动作集、状态集与奖励集之间的状态转移关系,防止飞行器偏离预期状态;最后,结合飞行器自动着陆的问题环境,在传统马尔可夫决策模型的基础上增加信息集,利用飞行信息辅助转移关系的判定,提高状态与动作的决策准确性。通过安娜飞(ANAFI)四轴飞行器平台进行实际飞行验证,实验结果表明,基于马尔可夫决策模型的自动着陆引导方法能够有效抑制飞行器在着陆过程中的过度动作和误判断,着陆误差由米级缩小至约10 cm,满足四轴飞行器自动着陆的精度要求。 展开更多
关键词 马尔可夫决策过程 自动着陆 数据融合 人工势场 四轴飞行器
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可变桨距四旋翼飞行器姿态控制教学设备
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作者 方可 霍炬 +1 位作者 杨明 晁涛 《机械制造与自动化》 2024年第4期224-229,共6页
针对传统四旋翼飞行器为固定桨距变转速的控制方式,在实际教学中存在非线性、响应慢等问题,给学生完成控制实验带来困难。为达到更好的教学效果,设计与开发一个可变桨距四旋翼飞行器的姿态控制设备,实现了定转速变桨距的控制方式,并完... 针对传统四旋翼飞行器为固定桨距变转速的控制方式,在实际教学中存在非线性、响应慢等问题,给学生完成控制实验带来困难。为达到更好的教学效果,设计与开发一个可变桨距四旋翼飞行器的姿态控制设备,实现了定转速变桨距的控制方式,并完成了基于串级PID的控制律设计与代码实现。设备搭载280级四旋翼,使用基于STM32单片机自行开发的飞行控制器,允许学生编程及嵌入自己的控制律。设备在自动控制专业本科生选修课中进行了应用,获得了理想的教学效果。 展开更多
关键词 四旋翼飞行器 可变桨距 姿态控制设备 串级PID STM32
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