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ROBOT'S MOTION ERROR AND ONLINE COMPENSATION BASED ON FORCE SENSOR 被引量:2
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作者 GAN Fangjian LIU Zhengshi +1 位作者 REN Chuansheng ZHANG Ping 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2007年第4期8-11,共4页
Robot's dynamic motion error and on-line compensation based on multi-axis force sensor are dealt with.It is revealed that the reasons of the error are formed and the relations of the error are delivered.A motion equa... Robot's dynamic motion error and on-line compensation based on multi-axis force sensor are dealt with.It is revealed that the reasons of the error are formed and the relations of the error are delivered.A motion equation of robot's termination with the error is established,and then,an error matrix and an error compensation matrix of the motion equation are also defined.An on-line error's compensation method is put forward to decrease the displacement error,which is a degree of millimeter,shown by the result of simulation of PUMA562 robot. 展开更多
关键词 Multi-axis force sensor robot ERROR COMPENSATION
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The ZigBee Based Wireless Sensor and Actor Network in Intelligent Space Oriented to Home Service Robot 被引量:1
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作者 Fei Lu Guo-Hui Tian 《International Journal of Communications, Network and System Sciences》 2012年第5期280-285,共6页
In the study of intelligent space oriented to home service robot, an important technology is how to construct an communication network which has the characters of high reliability and easy building. In this paper, bas... In the study of intelligent space oriented to home service robot, an important technology is how to construct an communication network which has the characters of high reliability and easy building. In this paper, based on the characteristics of ZigBee protocol, ZigBee technology is used to construct a wireless sensor and actor network. Several intelligent services based on ZigBee wireless sensor and actor network are shown to certify the reliability of this communication network. ZigBee wireless sensor and actor network builds an information bridge for the components in the intelligent space, the spatially distributed devices are connected together seamlessly. With this network, robot can share the mass information in the intelligent space and improve its performance with 'light-packs', devices in intelligent space, such as lamp, curtain can be controlled autonomously. 展开更多
关键词 Intelligent Space HOME Service robot Wireless sensor and ACTOR NETWORK ZIGBEE Technology
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Localized Coverage Connectivity Based on Shape and Area Using Mobile Sensor Robots in Wireless Sensor Networks 被引量:1
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作者 Rajaram Pichamuthu Prakasam Periasamy 《Circuits and Systems》 2016年第8期1962-1975,共15页
A wireless sensor network (WSN) is spatially distributing independent sensors to monitor physical and environmental characteristics such as temperature, sound, pressure and also provides different applications such as... A wireless sensor network (WSN) is spatially distributing independent sensors to monitor physical and environmental characteristics such as temperature, sound, pressure and also provides different applications such as battlefield inspection and biological detection. The Constrained Motion and Sensor (CMS) Model represents the features and explain k-step reach ability testing to describe the states. The description and calculation based on CMS model does not solve the problem in mobile robots. The ADD framework based on monitoring radio measurements creates a threshold. But the methods are not effective in dynamic coverage of complex environment. In this paper, a Localized Coverage based on Shape and Area Detection (LCSAD) Framework is developed to increase the dynamic coverage using mobile robots. To facilitate the measurement in mobile robots, two algorithms are designed to identify the coverage area, (i.e.,) the area of a coverage hole or not. The two algorithms are Localized Geometric Voronoi Hexagon (LGVH) and Acquaintance Area Hexagon (AAH). LGVH senses all the shapes and it is simple to show all the boundary area nodes. AAH based algorithm simply takes directional information by locating the area of local and global convex points of coverage area. Both these algorithms are applied to WSN of random topologies. The simulation result shows that the proposed LCSAD framework attains minimal energy utilization, lesser waiting time, and also achieves higher scalability, throughput, delivery rate and 8% maximal coverage connectivity in sensor network compared to state-of-art works. 展开更多
关键词 Localized Coverage Wireless Senor Network Automatic Detection Framework Geometric Voronoi Polygon Acquaintance Area Polygons Environment Monitoring Mobile sensor robots
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Building an Intelligent Home Space for Service Robot Based on Multi-Pattern Information Model and Wireless Sensor Networks 被引量:3
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作者 Fei Lu Guohui Tian +2 位作者 Fengyu Zhou Yinghua Xue Baoye Song 《Intelligent Control and Automation》 2012年第1期90-97,共8页
This paper is concerned with constructing a prototype intelligent home environment for home service robot. In this environment, multi-pattern information can be represented by some intelligent artificial marks. Light-... This paper is concerned with constructing a prototype intelligent home environment for home service robot. In this environment, multi-pattern information can be represented by some intelligent artificial marks. Light-packs service robots can provide reliable and intelligent service by interacting with the environment through the wireless sensor networks. The intelligent space consists the following main components: smart devices with intelligent artificial mark;home server that connects the smart device and maintains the information through wireless sensor network;and the service robot that perform tasks in collaboration with the environment. In this paper, the multi-pattern information model is built, the construction of wireless sensor networks is presented, the smart and agilely home service is introduced. Fi- nally, the future direction of intelligent space system is discussed. 展开更多
关键词 INTELLIGENT HOME Environment Service robot Artificial MARK WIRELESS sensor Networks
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A Sensing and Robot Navigation of Hybrid Sensor Network
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作者 Shuncai Yao Jindong Tan Hongxia Pan 《Wireless Sensor Network》 2010年第4期267-273,共7页
Traditional sensor network and robot navigation are based on the map of detecting fields available in advance. The optimal algorithms are explored to solve the energy saving, shortest path problems, etc. However, in p... Traditional sensor network and robot navigation are based on the map of detecting fields available in advance. The optimal algorithms are explored to solve the energy saving, shortest path problems, etc. However, in practical environment, there are many fields, whose map is difficult to get, and need to detect. This paper explores a kind of ad-hoc navigation algorithm based on the hybrid sensor network without the prior map. The system of navigation is composed of static nodes and mobile nodes. The static nodes monitor events occurring and broadcast. In the system, a kind of cluster broadcast method is adopted to determine the robot localization. The mobile nodes detect the adversary or dangerous fields and broadcast warning message. Robot gets the message and follows ad-hoc routine to arrive the events occurring place. In the whole process, energy saving has taken into account. The algorithms of nodes and robot are given in this paper. The simulate and practical results are available as well. 展开更多
关键词 robot NAVIGATION HYBRID sensor Network ROUTINE SEARCH
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Sensor Robot Planning in Incomplete Environment
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作者 Shan Zhong Zhihua Yin +1 位作者 Xudong Yin Yufeng Yao 《Journal of Software Engineering and Applications》 2011年第3期156-160,共5页
Aiming at the former formalized methods of robot planning should give the environment state, can not obtain the new knowledge of the environment. In order to improve the reason ability for obtaining new knowledge of t... Aiming at the former formalized methods of robot planning should give the environment state, can not obtain the new knowledge of the environment. In order to improve the reason ability for obtaining new knowledge of the environment state, the actions in the process of planning such as external action and sensing action are formalized. A formalized reasoning method—CPNI (Colored Petri Net for Planning in incomplete environment) based on two kinds of actions is proposed, and the reasoning rule as Fluent Calculus in incomplete environment is applied. Robot planning experiment is modeled and simulated by using the tool CPNTools and the result shows the state knowledge of the door and the action sequence to reach the goal can be generated automatically in the CPNI net system. 展开更多
关键词 sensor robot PLANNING COLORED PETRI Net Action Sequence
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Zigbee Based Wireless Sensor and Actuator Network for Service Robot Intelligent Space 被引量:1
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作者 Baoye Song Xiao Lu Xingzhen Bai 《Wireless Sensor Network》 2012年第10期235-242,共8页
Wireless sensor and actuator network is the key technology of service robot intelligent space. This paper is concerned with design and implementation of a ZigBee based wireless sensor and actuator network (hereinafter... Wireless sensor and actuator network is the key technology of service robot intelligent space. This paper is concerned with design and implementation of a ZigBee based wireless sensor and actuator network (hereinafter referred to as ZWSAN), which has been applied in our service robot intelligent space successfully. Firstly, a simplified ZigBee stack applied to ZWSAN is proposed and the primitives of the stack are illustrated after a short overview of ZigBee protocols. Then the implementation of hardware module and software stack is introduced in detail as well as several representative devices integrated into ZWSAN, including environmental sensors for environmental perception, home devices controllers for device control, embedded speech recognition module for speech control, IMU module for abnormal behaviors detection and laser robot control for service robot navigation. An application example is described to demonstrate how the devices in ZWSAN to provide service cooperatively. Finally, we conclude this paper and discuss the future directions. 展开更多
关键词 ZIGBEE WIRELESS sensor and ACTUATOR Network SERVICE robot INTELLIGENT Space
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Homeostasis Lighting Control System Using a Sensor Agent Robot
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作者 Tatsuya Akiba Akira Mita 《Intelligent Control and Automation》 2013年第2期138-153,共16页
In this study, “homeostasis”, the function by which living things keep their constancy, was emulated as a lighting control for a building space. The algorithm we developed mimics the mechanisms of the endocrine and ... In this study, “homeostasis”, the function by which living things keep their constancy, was emulated as a lighting control for a building space. The algorithm we developed mimics the mechanisms of the endocrine and immune systems. The endocrine system transmits information entirely, whereas the immune system transmits information with a concentration gradient. A lighting control system using the proposed algorithm was evaluated in a simulation and experiment using a sensor agent robot. In this algorithm, a robot recognizes a person’s behavior and uses it to decide his or her preference as to the illuminance. The results indicate that the algorithm can be used to realize a comfortable lighting control in several situations. 展开更多
关键词 HOMEOSTASIS LIGHTING Control sensor AGENT robot Human TRACKING
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The Impact of Jams on the Vending Robot
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作者 Bourama Coulibaly Drissa Traore +1 位作者 Bakary Dit Dembo Sylla Marie Bernard Sidibe 《Open Journal of Applied Sciences》 2024年第9期2515-2518,共4页
This study aims to identify the causes of sensor jams and its impact on the operation of vending machines. The vending machine is a machine that automatically dispenses products such as drinks, tickets, sandwiches and... This study aims to identify the causes of sensor jams and its impact on the operation of vending machines. The vending machine is a machine that automatically dispenses products such as drinks, tickets, sandwiches and biscuits, by inserting change or credit card into the machine. This technological feat is due to the advent of sensors. A sensor is a part of the measurement chain, it receives the quantity to be measured and provides information directly linked to this quantity. However, these vending robots are faced with malfunctions linked to sensor jams. The identification of the jam phenomenon was possible thanks to the inspection and monitoring of the various sensors installed on the vending robot. And Cadence software was used to model, control and locate the jammed sensor(s). The various tests were carried out by setting the robot in motion to better understand the causes of the phenomenon. The jam is therefore the phenomenon which triggers the sensors permanently, which causes the automatic vending robot to stop functioning. And this jam was due to the presence of water droplets on the sensor or dirt. This presence of water droplets on the sensor is linked to an increase in temperature. Controlling the temperature and locating the jammed sensor has made it possible to considerably reduce jamming and its harmful effects on the vending machine robot. 展开更多
关键词 JAM sensor Dispenser robot
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Miniature 6-axis force/torque sensor for force feedback in robot-assisted minimally invasive surgery
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作者 李坤 潘博 +3 位作者 高文朋 封海波 付宜利 王树国 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第12期4566-4577,共12页
In order to restore force sensation to robot-assisted minimally invasive surgery(RMIS),design and performance evaluation of a miniature 6-axis force/torque sensor for force feedback is presented.Based on the resistive... In order to restore force sensation to robot-assisted minimally invasive surgery(RMIS),design and performance evaluation of a miniature 6-axis force/torque sensor for force feedback is presented.Based on the resistive sensing method,a flexural-hinged Stewart platform is designed as the flexible structure,and a straightforward optimization method considering the force and sensitivity isotropy of the sensor is proposed to determine geometric parameters which are best suited for the given external loads.The accuracy of this method is preliminarily discussed by finite element methods(FEMs).The sensor prototype is fabricated with the development of the electronic system.Calibration and dynamic loading tests for this sensor prototype are carried out.The working ranges of this sensor prototype are 30 N and 300 N·mm,and resolutions are 0.08 N in radial directions,0.25 N in axial direction,and 2.4 N·mm in rotational directions.It also exhibits a good capability for a typical dynamic force sensing at a frequency close to the normal heart rate of an adult.The sensor is compatible with surgical instruments for force feedback in RMIS. 展开更多
关键词 force feedback force/torque sensor Stewart platform optimal design robot-assisted minimally invasive surgery
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基于柔性传感器的仿生机械手控制综合实验设计 被引量:2
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作者 杨云 张潇洋 +2 位作者 蔡婷婷 张宏伟 李辉 《机电工程技术》 2025年第9期110-114,137,共6页
针对传统机电一体化实验教学中存在的前沿技术转化滞后、学生复杂工程问题解决能力薄弱等问题,通过将柔性摩擦电传感器、仿生机械手控制系统等最新研究成果引入机电一体化系统课程实践环节,构建了“基于柔性传感器的仿生机械手控制”综... 针对传统机电一体化实验教学中存在的前沿技术转化滞后、学生复杂工程问题解决能力薄弱等问题,通过将柔性摩擦电传感器、仿生机械手控制系统等最新研究成果引入机电一体化系统课程实践环节,构建了“基于柔性传感器的仿生机械手控制”综合性实验项目。该项目具有“传感器制备-电路开发-系统集成-测试优化”四阶式框架。采用熔融层积型3D打印技术制备了柔性拱形摩擦电传感器。集成Arduino微控制器、HC-08蓝牙通信模块、LM2596电源模块、锂电池搭建摩擦电传感器信号采集与传输单元。结合有限脉冲响应滤波器和脉冲宽度调制算法实现电压-角度转换,完成手势识别手套与机械手的系统集成。实验测试表明,柔性传感器在手指弯曲20°、80°、120°时分别输出0.6、1.2、2.25 V特征电压,系统响应时间为1.25 ms,50 m通信距离下机械手动作执行正确率达100%。结合O-PIRTAS教学模式实现科研与实践教学环节有机融合,为培养学生创新思维、综合实践能力与解决复杂工程问题的能力提供了新的实施范例。 展开更多
关键词 柔性传感器 仿生机械手 同步控制 综合实验 O-PIRTAS
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Design and Implementation of a Multi-Sensor Based Object Detecting and Removing Autonomous Robot Exploration System
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作者 Fan Wu Johnathan Williams 《Journal of Computer and Communications》 2014年第7期8-16,共9页
Developing autonomous mobile robot system has been a hot topic in AI area. With recent advances in technology, autonomous robots are attracting more and more attention worldwide, and there are a lot of ongoing researc... Developing autonomous mobile robot system has been a hot topic in AI area. With recent advances in technology, autonomous robots are attracting more and more attention worldwide, and there are a lot of ongoing research and development activities in both industry and academia. In complex ground environment, obstacles positions are uncertain. Path finding for robots in such environment is very hot issues currently. In this paper, we present the design and implementation of a multi-sensor based object detecting and moving autonomous robot exploration system, 4RE, with the VEX robotics design system. With the goals of object detecting and removing in complex ground environment with different obstacles, a novel object detecting and removing algorithms is proposed and implemented. Experimental results indicate that our robot system with our object detecting and removing algorithm can effectively detect the obstacles on the path and remove them in complex ground environment and avoid collision with the obstacles. 展开更多
关键词 AUTONOMOUS robot EXPLORATION System OBJECT Detecting and Removing Algorithm Multiple sensors
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多传感器融合的移动机器人室内定位方法研究
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作者 李飞 喻自烘 李昊 《机械设计与制造》 北大核心 2025年第11期106-108,112,共4页
针对使用单一传感器的移动机器人容易出现定位漂移、丢失等问题,文章提出了一种基于RGBD相机、IMU、轮式里程计的多传感器融合定位系统。算法是基于ORB-SLAM3的系统框架进行改进,通过融入轮式里程计来提高系统的稳定性。首先将轮式里程... 针对使用单一传感器的移动机器人容易出现定位漂移、丢失等问题,文章提出了一种基于RGBD相机、IMU、轮式里程计的多传感器融合定位系统。算法是基于ORB-SLAM3的系统框架进行改进,通过融入轮式里程计来提高系统的稳定性。首先将轮式里程计和IMU进行EKF融合,减少了IMU在旋转时产生的位置漂移量;之后将EKF融合输出的数据与相机采集的数据通过非线性优化进行耦合;将最终得到的结果作为机器人位姿信息。通过实验分析表明,使用多传感器融合定位能够减少运动漂移,定位更精确,具有更好的鲁棒性。 展开更多
关键词 移动机器人 多传感器融合 ORB-SLAM3 EKF 非线性优化
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堆垛搬运机器人定位误差建模及补偿方法
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作者 汪步云 史玉坤 +3 位作者 蒋金城 程军 杨鸥 丁慧琴 《机械工程学报》 北大核心 2025年第17期90-104,共15页
工业物流是智能制造的重要环节,堆垛搬运机器人(Forklift mobile robot,FMR)是智能工业物流系统中一种典型搬运工具,亦是移动机器人在工业场景应用的研究热点。受环境限制、作业要求和传感器测量误差等,高精度定位是搬运机器人的关键问... 工业物流是智能制造的重要环节,堆垛搬运机器人(Forklift mobile robot,FMR)是智能工业物流系统中一种典型搬运工具,亦是移动机器人在工业场景应用的研究热点。受环境限制、作业要求和传感器测量误差等,高精度定位是搬运机器人的关键问题之一。首先,建立了搬运机器人路面激励下的运动学模型,构建了基于动力学特性参数的定位误差补偿模型;其次,提出了一种更新协方差矩阵的扩展卡尔曼数据融合方法(Update covariance matrix-extended Kalman filter,UCM-EKF),实现轮式里程计与激光雷达位姿信息的有效融合;在此基础上,引入补偿因子,修正先验协方差矩阵,补偿累计误差,有效提升定位精度;最后,开展了搬运机器人堆垛试验,结果表明,定位误差从±33 mm提高到±13 mm,验证了所建立定位误差模型是准确的,其补偿算法有效;该方法可用于搬运机器人运动控制与导航,推动其在智能制造领域的深度应用。 展开更多
关键词 搬运机器人 定位误差 多传感器信息融合 扩展卡尔曼滤波 误差补偿
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多层ICP闭环检测下的误差状态卡尔曼滤波多模态融合SLAM
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作者 陈丹 陈浩 +3 位作者 王子晨 张衡 王长青 范林涛 《电子与信息学报》 北大核心 2025年第5期1517-1528,共12页
同步定位与地图构建(SLAM)技术是移动机器人智能导航的基础。该文针对单一传感器SLAM技术存在的问题,提出一种基于激光雷达多层迭代最近点(MICP)点云匹配闭环检测的误差状态卡尔曼滤波(ESKF)多传感器紧耦合2D-SLAM算法。在完成视觉与激... 同步定位与地图构建(SLAM)技术是移动机器人智能导航的基础。该文针对单一传感器SLAM技术存在的问题,提出一种基于激光雷达多层迭代最近点(MICP)点云匹配闭环检测的误差状态卡尔曼滤波(ESKF)多传感器紧耦合2D-SLAM算法。在完成视觉与激光雷达多模态数据的时空同步后,建立了里程计误差模型以及激光雷达与机器视觉点云匹配误差模型,并将其应用于误差状态卡尔曼滤波进行多模态数据融合,以提高SLAM的准确性和实时性。在公共数据集KITTI下进行的Gazebo环境仿真结果表明,该所提算法能够完整还原单一激光2D-SLAM无法获取到的环境障碍物信息,并能显著提高机器人轨迹估计和相对位姿估计精度。最后,采用Turtlebot2机器人在复杂实际大场景下进行了SLAM实验验证,结果表明所提多模态融合SLAM方法可以完整复原环境信息,实现实时的高精度2D地图构建。 展开更多
关键词 移动机器人 多传感器融合 同步定位与地图构建 误差状态卡尔曼滤波 闭环检测
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水下机器人同步定位与建图关键技术进展与展望
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作者 程阳锐 王炳坤 +1 位作者 王曦源 徐靖昌 《海洋技术学报》 2025年第3期97-111,共15页
水下同步定位与建图(Simultaneous Localization and Mapping,SLAM)技术使水下机器人能在未知水下环境中同时进行自我定位和环境地图构建,对海洋学研究、海底资源勘探等领域具有重要意义。本文综述了水下视觉SLAM技术最新研究进展、挑... 水下同步定位与建图(Simultaneous Localization and Mapping,SLAM)技术使水下机器人能在未知水下环境中同时进行自我定位和环境地图构建,对海洋学研究、海底资源勘探等领域具有重要意义。本文综述了水下视觉SLAM技术最新研究进展、挑战与解决方案及未来研究方向,梳理了水下视觉SLAM的关键理论。水下环境的复杂性,如光线衰减、散射和水流影响,为水下SLAM的研究带来挑战。本文分析了水下视觉SLAM的最新研究进展,包括多传感器融合、深度学习技术及优化算法的应用,这些技术提高了水下SLAM系统的鲁棒性和精度。同时,本文还探讨了水下SLAM技术面临的主要挑战,并提出了可能的解决方案,如提高传感器数据的准确性、增强数据融合算法的实时性和鲁棒性、改进特征提取与匹配方法,以及提升定位与建图算法的精度和稳定性。最后,本文对水下SLAM的未来研究方向进行了展望,包括新型传感器技术、人工智能技术的应用和水下多机器人协同SLAM的发展,旨在提供该领域科研与技术发展的整体视角。 展开更多
关键词 水下视觉 水下机器人 同步定位与建图 传感器技术 深度学习
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基于激光SLAM和AprilTag融合的温室移动机器人自主导航方法 被引量:7
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作者 张文翔 卢鑫羽 +3 位作者 张兵园 贡宇 任妮 张美娜 《农业机械学报》 北大核心 2025年第1期123-132,共10页
为提高温室环境下移动机器人自主导航精度与效率,提出一种多传感器融合的自主导航方法。设计搭建了基于多维激光雷达、高清工业相机与边缘计算设备的温室移动机器人平台。为提高建图效率与精度,采用Gmapping算法构建二维格栅地图,其输... 为提高温室环境下移动机器人自主导航精度与效率,提出一种多传感器融合的自主导航方法。设计搭建了基于多维激光雷达、高清工业相机与边缘计算设备的温室移动机器人平台。为提高建图效率与精度,采用Gmapping算法构建二维格栅地图,其输入为三维激光雷达点云滤波后二维点云数据以及采用RF2O算法得到的里程计数据。针对设施栽培垄道狭长、对称、重复的环境特点,提出AprilTag定位校正方法,解决移动机器人定位丢失问题。使用Dijkstra算法和DWA算法分别规划机器人全局和局部导航路径。基于三维运动捕捉系统评估移动机器人定位精度,试验结果表明,在速度0.4、0.3、0.2 m/s下,移动机器人纵向定位误差平均值均不大于0.066 m,标准差均不大于0.049 m;横向定位误差平均值均不大于0.117 m,标准差均不大于0.092 m。在生产温室内开展了移动机器人自主导航性能评估试验,试验结果表明,在速度0.4、0.3、0.2 m/s下,移动机器人实际行驶轨迹与期望轨迹之间横向偏差平均值均不大于0.050 m,标准差均不大于0.032 m,航向偏差平均值均不大于2.2°,标准差均不大于1.4°。移动机器人的定位与导航精度能够满足温室内的连续稳定作业需求。 展开更多
关键词 温室 移动机器人 多传感器融合 自主导航 定位校正 路径规划
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基于BRIEF分类器的焊接机器人焊头运动轨迹自动控制研究
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作者 李华 李国 《自动化与仪器仪表》 2025年第3期167-171,176,共6页
在复杂的焊接环境中,如工件外形复杂、焊接材料不均匀等情况下,精确的焊头运动轨迹自动控制需要考虑这些复杂因素,并能够适应不同的焊接任务需求,使得机器人焊头运动轨迹自动控制难度加大,导致焊接效果较差。为此,研究基于BRIEF分类器... 在复杂的焊接环境中,如工件外形复杂、焊接材料不均匀等情况下,精确的焊头运动轨迹自动控制需要考虑这些复杂因素,并能够适应不同的焊接任务需求,使得机器人焊头运动轨迹自动控制难度加大,导致焊接效果较差。为此,研究基于BRIEF分类器的焊接机器人焊头运动轨迹自动控制方法。采用方向性FAST特征点检测和旋转BRIEF描述子算法过滤优化得到焊接轨迹特征,并将其输入到BRIEF分类器中,实现特征分类。基于模糊控制器设计焊接轨迹偏差修正器,得到调整量,以动态补偿机器人焊头运动轨迹的误差,实现高精度焊接机器人焊头运动轨迹自动控制。实验结果表明,x方向上机器人焊头运动速度的最大波动量为0.06 mm/s,y方向为0.058 mm/s。焊头控制精度与平稳度均表现优越,能满足实际焊接作业要求。 展开更多
关键词 焊接机器人 视觉传感器 模糊规则 偏差修正器 运动轨迹自动控制
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基于激光测距传感器的机械臂末端位姿误差校正方法
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作者 韩金利 尚卓 《传感技术学报》 北大核心 2025年第3期511-517,共7页
机械臂位姿校正由于误差考虑不充分,导致误差校正效果差,机械臂稳定性低,因此,提出基于激光测距传感器的机械臂末端位姿误差校正方法。该方法基于激光测距传感器原理,通过最小二乘算法,确定机械臂末端位姿误差,包括位置误差和姿态误差,... 机械臂位姿校正由于误差考虑不充分,导致误差校正效果差,机械臂稳定性低,因此,提出基于激光测距传感器的机械臂末端位姿误差校正方法。该方法基于激光测距传感器原理,通过最小二乘算法,确定机械臂末端位姿误差,包括位置误差和姿态误差,根据得到的误差,采用适应度改进的遗传算法,结合非线性传递特性分析机械臂的末端位姿,获得误差补偿,构建机械臂末端位姿的误差校正方法,实现机械臂末端位姿误差校正。经过实验证明,所提方法校正后的最高误差仅为0.13 cm,响应时间低于1.25 s,复杂度为0.30,并且振动区间较小,仅为[-0.03,0.02]m,说明该方法较为简洁,可以快速实现机械臂误差校正,降低了算法复杂度的同时,提高了机械臂的稳定性强。 展开更多
关键词 激光测距传感器 机械臂末端位姿 误差校正 最小二乘算法 遗传算法 非线性传递特性
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羊舍自主巡检机器人设计与试验 被引量:3
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作者 赵宁磊 程曼 +2 位作者 袁洪波 王媛 蔡振江 《中国农机化学报》 北大核心 2025年第1期78-84,共7页
针对规模化羊舍人工劳动强度大、作业效率低等问题,设计羊舍自主巡检机器人系统。该系统基于2D激光雷达的即时定位与建图(SLAM)技术,自主导航系统使用基于扩展卡尔曼滤波数据融合的AMCL定位算法实现机器人的定位,采用Gmapping算法构建... 针对规模化羊舍人工劳动强度大、作业效率低等问题,设计羊舍自主巡检机器人系统。该系统基于2D激光雷达的即时定位与建图(SLAM)技术,自主导航系统使用基于扩展卡尔曼滤波数据融合的AMCL定位算法实现机器人的定位,采用Gmapping算法构建羊舍环境地图,并采用A^(*)和DWA算法规划机器人巡检路径,最终实现舍内地图构建、系统实时定位、多目标点路径规划以及动态避障。机器人导航精度试验表明,巡检机器人横向偏差均值不超过8.3 cm,纵向偏差均值不超过7.1 cm;航向偏差的均值不超过6.1°。该系统构建的环境地图精度较高,能够实现对机器人的有效定位,并且能够以实现羊舍的循环巡航和自动躲避周边障碍物,导航精度满足羊舍自主导航需求。 展开更多
关键词 羊舍 巡检机器人 多传感器融合 路径规划 扩展卡尔曼滤波
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