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A Linear Domain System Identification for Small Unmanned Aerial Rotorcraft Based on Adaptive Genetic Algorithm 被引量:12
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作者 Xusheng Lei,Yuhu Du School of the Instrumentation Science and Opto-Electronic Engineering,Beihang University,Beijing 100191,P.R.China 《Journal of Bionic Engineering》 SCIE EI CSCD 2010年第2期142-149,共8页
This paper proposes a new adaptive linear domain system identification method for small unmanned aerial rotorcraft.Byusing the flash memory integrated into the micro guide navigation control module, system records the... This paper proposes a new adaptive linear domain system identification method for small unmanned aerial rotorcraft.Byusing the flash memory integrated into the micro guide navigation control module, system records the data sequences of flighttests as inputs (control signals for servos) and outputs (aircraft’s attitude and velocity information).After data preprocessing, thesystem constructs the horizontal and vertical dynamic model for the small unmanned aerial rotorcraft using adaptive geneticalgorithm.The identified model is verified by a series of simulations and tests.Comparison between flight data and the one-stepprediction data obtained from the identification model shows that the dynamic model has a good estimation for real unmannedaerial rotorcraft system.Based on the proposed dynamic model, the small unmanned aerial rotorcraft can perform hovering,turning, and straight flight tasks in real flight tests. 展开更多
关键词 small unmanned aerial rotorcraft dynamic space model model identification adaptive genetic algorithm
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A review of aerial manipulation of small-scale rotorcraft unmanned robotic systems 被引量:21
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作者 Xilun DING Pin GUO +1 位作者 Kun XU Yushu YU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2019年第1期200-214,共15页
Small-scale rotorcraft unmanned robotic systems(SRURSs) are a kind of unmanned rotorcraft with manipulating devices. This review aims to provide an overview on aerial manipulation of SRURSs nowadays and promote relati... Small-scale rotorcraft unmanned robotic systems(SRURSs) are a kind of unmanned rotorcraft with manipulating devices. This review aims to provide an overview on aerial manipulation of SRURSs nowadays and promote relative research in the future. In the past decade, aerial manipulation of SRURSs has attracted the interest of researchers globally. This paper provides a literature review of the last 10 years(2008–2017) on SRURSs, and details achievements and challenges. Firstly, the definition, current state, development, classification, and challenges of SRURSs are introduced. Then, related papers are organized into two topical categories: mechanical structure design, and modeling and control. Following this, research groups involved in SRURS research and their major achievements are summarized and classified in the form of tables. The research groups are introduced in detail from seven parts. Finally, trends and challenges are compiled and presented to serve as a resource for researchers interested in aerial manipulation of SRURSs. The problem,trends, and challenges are described from three aspects. Conclusions of the paper are presented,and the future of SRURSs is discussed to enable further research interests. 展开更多
关键词 aerial MANIPULATION Mechanical structure design Modeling and control Research GROUPS small-SCALE rotorcraft unmanned aerial systems TRENDS and challenges
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The Model Identification for Small Unmanned Aerial Rotorcraft Based on Adaptive Ant Colony Algorithm 被引量:5
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作者 Xusheng Lei Kexin Guo 《Journal of Bionic Engineering》 SCIE EI CSCD 2012年第4期508-514,共7页
This paper proposes a model identification method to get high performance dynamic model of a small unmanned aerial rotorcraft. With the analysis of flight characteristics, a linear dynamic model is constructed by the ... This paper proposes a model identification method to get high performance dynamic model of a small unmanned aerial rotorcraft. With the analysis of flight characteristics, a linear dynamic model is constructed by the small perturbation theory. Using the micro guidance navigation and control module, the system can record the control signals of servos, the state infor- mation of attitude and velocity information in sequence. After the data preprocessing, an adaptive ant colony algorithm is proposed to get optimal parameters of the dynamic model. With the adaptive adjustment of the pheromone in the selection process, the proposed model identification method can escape from local minima traps and get the optimal solution quickly. Performance analysis and experiments are conducted to validate the effectiveness of the identified dynamic model. Compared with real flight data, the identified model generated by the proposed method has a better performance than the model generated by the adaptive genetic algorithm. Based on the identified dynamic model, the small unmanned aerial rotorcraft can generate suitable control parameters to realize stable hovering, turning, and straight flight. 展开更多
关键词 small unmanned aerial rotorcraft model identification adaptive ant colony
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基于小波滤波的无人旋翼机高度信息融合 被引量:8
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作者 白浪 雷旭升 +1 位作者 盛蔚 杜玉虎 《北京航空航天大学学报》 EI CAS CSCD 北大核心 2012年第5期659-664,共6页
针对小型无人旋翼机自主飞行时高度测量信息不稳定、易受干扰的问题,提出采用基于滤波数据的自适应高度信息融合方法来提高无人旋翼机高度测量信息的精度和可信度.通过基于小波提升算法的小波分解重构方法,消除原始测量数据中的高频噪声... 针对小型无人旋翼机自主飞行时高度测量信息不稳定、易受干扰的问题,提出采用基于滤波数据的自适应高度信息融合方法来提高无人旋翼机高度测量信息的精度和可信度.通过基于小波提升算法的小波分解重构方法,消除原始测量数据中的高频噪声;根据全球定位系统的测量精度受搜到卫星数目波动影响的现象,提出利用自适应卡尔曼滤波的方法实现高度信息融合.通过自主悬停和三维航迹跟踪飞行试验验证该方法的可行性和有效性. 展开更多
关键词 小波滤波 无人旋翼机 高度信息融合 自适应卡尔曼滤波
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基于自适应遗传算法的小型无人旋翼机系统辨识方法 被引量:6
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作者 雷旭升 白浪 +1 位作者 洪晔 杜玉虎 《机器人》 EI CSCD 北大核心 2011年第5期528-532,共5页
提出一种基于自适应遗传算法的小型无人旋翼飞行器系统辨识方法.通过机载传感器设备,系统采集小型无人旋翼机的输入信号(舵机的控制信号)和输出信号(飞行器的姿态及速度等信息);经过数据预处理后,利用自适应遗传算法构建小型无人旋翼飞... 提出一种基于自适应遗传算法的小型无人旋翼飞行器系统辨识方法.通过机载传感器设备,系统采集小型无人旋翼机的输入信号(舵机的控制信号)和输出信号(飞行器的姿态及速度等信息);经过数据预处理后,利用自适应遗传算法构建小型无人旋翼飞行器高精度动力学模型,并通过仿真和实验对模型的有效性进行验证.实验表明,基于本文提出的动态模型,小型无人旋翼机可以精确完成悬停和前飞任务. 展开更多
关键词 小型无人旋翼机 模型辨识 自适应遗传算法 悬停控制
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小型无人直升机纵横角动态耦合辨识建模 被引量:2
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作者 夏慧 陈庆伟 +1 位作者 王冠林 朱纪洪 《信息与控制》 CSCD 北大核心 2012年第1期102-109,共8页
针对小型无人直升机耦合建模问题提出了一种频域解耦辨识建模方法,该方法通过处理针对耦合辨识的实验数据得到指定频域范围内被辨识耦合的频域特性,对频域特性进行拟合从而获得耦合模型.提出了适用于多输入输出(MIMO)系统的频域特性计... 针对小型无人直升机耦合建模问题提出了一种频域解耦辨识建模方法,该方法通过处理针对耦合辨识的实验数据得到指定频域范围内被辨识耦合的频域特性,对频域特性进行拟合从而获得耦合模型.提出了适用于多输入输出(MIMO)系统的频域特性计算方法,定义了一种复合相干函数并证明其能够用于表达在耦合通道辨识中输入输出的相关性.基于该方法,对一种小型无人直升机在悬停状态的纵横角动态耦合模型进行了辨识,并将耦合模型加入到直升机仿真模型中考察其对模型预测精度的影响.模型预测输出与实际输出的比较表明,相较于普通模型,考虑了耦合动态的仿真模型能够更为精确地预测实际输出. 展开更多
关键词 耦合模型 频域辨识 解耦辨识 小型无人直升机 空中机器人 悬停
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一种小型无人旋翼机高度信息融合方法 被引量:4
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作者 雷旭升 李晶晶 +1 位作者 郭克信 杜玉虎 《机器人》 EI CSCD 北大核心 2012年第4期432-439,共8页
针对小型无人旋翼机在起降过程中由于地效、外扰作用造成的高度传感器量测信息不精确的问题,提出一种基于单目视觉信号的高度获取方法,利用改进的大津法及仿射不变矩的方法提高目标识别的准确性;并针对视觉图像受噪声干扰、气压传感器... 针对小型无人旋翼机在起降过程中由于地效、外扰作用造成的高度传感器量测信息不精确的问题,提出一种基于单目视觉信号的高度获取方法,利用改进的大津法及仿射不变矩的方法提高目标识别的准确性;并针对视觉图像受噪声干扰、气压传感器存在误差积累、GPS测量精度不精确以及超声量程有局限性的问题,提出一种基于残差信息的自适应卡尔曼滤波,将视觉信息、气压高度计、GPS和超声高度信息进行融合,以提高全量程的高度估计的精度.最后通过静态测试实验、自主悬停以及自主降落实验验证本方法的有效性. 展开更多
关键词 小型无人旋翼机(suar) 单目视觉 高度信息融合 自适应卡尔曼滤波
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