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2013 IEEE International Conference on Robotics and Biomimetics (ROBIO)最新文献

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Multi-class fruit classification using RGB-D data for indoor robots 基于RGB-D数据的室内机器人多类水果分类
Pub Date : 2013-12-01 DOI: 10.1109/ROBIO.2013.6739523
Lixing Jiang, A. Koch, S. Scherer, A. Zell
In this paper we present an effective and robust system to classify fruits under varying pose and lighting conditions tailored for an object recognition system on a mobile platform. Therefore, we present results on the effectiveness of our underlying segmentation method using RGB as well as depth cues for the specific technical setup of our robot. A combination of RGB low-level visual feature descriptors and 3D geometric properties is used to retrieve complementary object information for the classification task. The unified approach is validated using two multi-class RGB-D fruit categorization datasets. Experimental results compare different feature sets and classification methods and highlight the effectiveness of the proposed features using a Random Forest classifier.
在本文中,我们提出了一个有效的和鲁棒的系统来分类水果在不同的姿态和光照条件下,为移动平台上的目标识别系统量身定制。因此,我们展示了我们使用RGB的底层分割方法的有效性的结果,以及我们机器人的特定技术设置的深度线索。结合RGB低级视觉特征描述符和3D几何属性来检索分类任务的互补对象信息。使用两个多类RGB-D水果分类数据集对统一方法进行了验证。实验结果比较了不同的特征集和分类方法,并突出了使用随机森林分类器提出的特征的有效性。
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引用次数: 21
A study of the joint decision between spatial intelligence and agent intelligence based on multi-source information 基于多源信息的空间智能与agent智能联合决策研究
Pub Date : 2013-12-01 DOI: 10.1109/ROBIO.2013.6739834
Wenyu Li, Qi Li, F. Duan, J. T. Tan, Jing Yuan, Jin Zhang
This paper proposes a joint decision approach of intelligence fusion based on two kinds of intelligence, which is used in the domestic indoor environment for the planar mobile robot reaching the destination avoiding the obstacles. Spatial intelligence and agent intelligence provide control decisions for fusing based on the multi-source information. In this work, ceiling cameras observe the objects' information on the ground for spatial intelligence to stitch and analyze the occupancy grid map. Infrared sensor modules detect the obstacles at the front of the robot as agent intelligence. Fusion intelligence system decides the final control strategy based on the spatial intelligence and agent intelligence in order to reach the destination point in the indoor environment. The experimental results show that the method is feasible and the fusion intelligence behaves better than the single intelligence, which verifies the possibility and excellence of utilizing the intelligence fusion for robot action in the domestic indoor environment.
提出了一种基于两种智能的智能融合联合决策方法,并将其应用于国内室内环境下平面移动机器人避障到达目的地的问题。空间智能和智能体智能为基于多源信息的融合提供控制决策。在这项工作中,天花板摄像头观察地面上的物体信息,进行空间智能拼接和分析占用网格图。红外传感器模块检测机器人前方的障碍物作为代理智能。融合智能系统基于空间智能和智能体智能来决定最终控制策略,以达到室内环境中的目标点。实验结果表明,该方法是可行的,融合智能的性能优于单一智能,验证了将智能融合应用于国内室内环境下机器人动作的可能性和优越性。
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引用次数: 1
Multi-body dynamics of a swimming frog: A co-simulation approach 游泳青蛙的多体动力学:一种联合模拟方法
Pub Date : 2013-12-01 DOI: 10.1109/ROBIO.2013.6739567
Jyotsna Pandey, N. Reddy, R. Ray, S. N. Shome
A significant challenging task is to quantify the locomotor forces experienced by swimming animal because direct measurement of forces applied to the aquatic medium are not so feasible. It is advantageous to study the mechanics of animal locomotion for both engineers and biologists. An engineer can analyze motion and use in robotics field that approach also inform biologist to measure different parameters (e.g. muscle forces). Frogs are known as good swimmers and also webbed feet of frog help to swim efficiently in water. Living frogs propel in water by coordinated motion of their hindlimbs, achieving good propulsive efficiency and maneuverability. In this paper, a co-simulation technique to study the swimming locomotion of frogs is presented. Morphological data is collected from the living frog and used for developing the dynamic model. In this model, the body of the frog is modeled as ellipsoid and webbed feet are modeled as rigid flat trapezoidal plates to resemble the living frog. The dynamic behaviour of the swimming frog is simulated with multi-body dynamic co-simulation technique utilizing MSC ADAMS and Matlab/SIMULINK softwares. MSC ADAMS software is used to simulate the dynamics of the mechanical model whereas Matlab/SIMULINK is used to calculate the propulsive forces (drag force & added mass force) utilizing the kinematic information obtained from MSC ADAMS and mathematical models based on blade element theory. Different forces acting on the swimming frog are calculated and presented here.
由于直接测量施加在水生介质上的力是不可行的,因此对游泳动物所经历的运动力进行量化是一项具有重大挑战性的任务。研究动物运动的力学对工程师和生物学家都是有利的。工程师可以分析运动,并在机器人领域使用这种方法,也可以通知生物学家测量不同的参数(例如肌肉力量)。青蛙是众所周知的游泳好手,而且青蛙的蹼足有助于在水中有效地游泳。活蛙在水中通过后肢的协调运动推进,具有良好的推进效率和机动性。本文提出了一种研究青蛙游泳运动的联合仿真技术。形态学数据是从活蛙身上收集的,并用于开发动态模型。在这个模型中,青蛙的身体被建模为椭球体,蹼足被建模为刚性的扁平梯形板,以模拟活青蛙。利用MSC ADAMS和Matlab/SIMULINK软件,采用多体动力学联合仿真技术对蛙类游动的动力学行为进行了仿真。利用MSC ADAMS软件对机械模型进行动力学仿真,利用MSC ADAMS获得的运动学信息和基于叶片单元理论的数学模型,利用Matlab/SIMULINK计算推进力(阻力和附加质量力)。这里计算并给出了作用在游动青蛙上的不同力。
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引用次数: 11
Dynamic deformation analysis of a spot welding robot under high speed and heavy load working condition 点焊机器人高速重载工况的动态变形分析
Pub Date : 2013-12-01 DOI: 10.1109/ROBIO.2013.6739770
Yifeng Song, Hongguang Wang, Wenbin Gao, Haitao Luo
As an important type of industrial manipulator, spot welding robots are usually needed to work under high speed and heavy load working condition. The working condition can cause a dynamic deformation of the robot, which cannot be fast and accurately calculated currently. The dynamic deformation leads to poor performance of the robot, e.g. the end effector trajectory deflection and vibration. In this paper, we present a method for the robot dynamic deformation calculation, which can be practically applied to spot welding robots. The method is mainly implemented in three steps: 1. Based on the robot working condition, we first calculate the kinestate of each link in base frame, i.e. angular velocity and acceleration, linear velocity and acceleration. And we thus can obtain the inertia forces and torques of each link. 2. We build a finite element analysis (FEA) modeling by confirming the robot configuration, defining material property, setting constraints and meshing. 3. Orderly, we apply each inertia fore, inertia torque, robot gravity and load on the FEA modeling and calculate the responding dynamic deformation. The total deformation can be obtained by sum of all deformations, and we can also get the stress and strain condition in the same way. The proposed method provides a basis for robot dynamic deformation calculation and its effectiveness has been demonstrated by experiments.
点焊机器人作为一种重要的工业机械手类型,通常需要在高速、重载工况下工作。工作环境会引起机器人的动态变形,目前还无法快速准确地计算出来。动态变形会导致机器人的性能不佳,如末端执行器的轨迹偏转和振动。本文提出了一种机器人动态变形计算方法,可实际应用于点焊机器人。该方法主要分三步实现:1.优化算法;根据机器人的工作状态,首先计算基架中各连杆的运动学,即角速度和加速度、线速度和加速度。由此可以得到各连杆的惯性力和转矩。2. 通过确定机器人结构、定义材料特性、设置约束和网格划分,建立了机器人的有限元分析(FEA)模型。3.依次将各惯性力、惯性力矩、机器人重力和载荷应用于有限元建模,计算相应的动态变形。总变形量可由所有变形量之和求得,并可通过同样的方法求得应力应变状态。该方法为机器人动态变形计算提供了依据,并通过实验验证了其有效性。
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引用次数: 2
Combining two point clouds generated from depth camera 结合深度相机生成的两个点云
Pub Date : 2013-12-01 DOI: 10.1109/ROBIO.2013.6739868
Xingdong Li, Wei Guo, Mantian Li, Lining Sun
Depth Cameras are widely used in mobile robotics recently. Combining two frames is the key step to construct a complete 3D map, and the relative pose between two views w.r.t two frames is needed. 3D point pairs are necessary for computing 6DOF pose transformation. In this paper, a method for finding correspondences of two point clouds is proposed, and the advantages of depth camera are taken fully. The idea of this approach comes from the fact that people pay more attentions to some key points when they watch an environment. Point pairs are generated from just points around the feature points, and these pairs are corresponded accurately and the number of pairs is sufficient to compute relative pose. Firstly, the algorithm for matching features from intensity image is proposed. Secondly, 3D point pairs are obtained according to the feature positions. Lastly, two point clouds are registered based on the relative pose computed. The experiments demonstrate the efficiency and the effectiveness of the approach.
近年来,深度相机在移动机器人中得到了广泛的应用。结合两帧图像是构建完整的三维地图的关键步骤,而两帧图像之间的相对姿态是必须的。三维点对是计算6DOF位姿变换的必要条件。本文提出了一种寻找两点云对应关系的方法,充分发挥了深度相机的优势。这种方法的想法来自于这样一个事实,即人们在观察环境时更关注一些关键点。点对是由特征点周围的点生成的,这些点对是精确对应的,并且点对的数量足以计算相对姿态。首先,提出了灰度图像特征匹配算法。其次,根据特征位置获得三维点对;最后,根据计算出的相对姿态对两个点云进行配准。实验证明了该方法的有效性和有效性。
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引用次数: 2
Output properties of cellular artificial actuator 蜂窝式人工执行器的输出特性
Pub Date : 2013-12-01 DOI: 10.1109/ROBIO.2013.6739824
Shenshun Ying, S. Ji, Zhongfei Wang, Zhun Fan
This paper focuses on output properties of cellular artificial actuator. The actuator is built from small actuator cells with structural elasticity. These cells are connected together in series to form fibers, which are in turn connected in parallel to form the whole actuator. These cells are controlled to determine whether to be in a contracted, or ON, state or a relaxed, or OFF, state. Arranging the ON cells in different fibers of fixed topology gives different output properties. A model of actuator's stochastic behavior is firstly deduced. Then, the output properties of actuator in a fixed topology are exactly calculated. A SMA springs array with three rows and five columns are built to validate the algorithm. Effect of the SMA spring array with different activated cells on tensile is analyzed, and experiment data indicates there exists a serious coupling phenomenon within the SMA springs array. Finally, comparison of application of these two different analysis methods is presented.
本文主要研究了蜂窝式人工执行器的输出特性。驱动器由具有结构弹性的小驱动器单元组成。这些细胞串联在一起形成纤维,这些纤维依次并联连接形成整个致动器。控制这些单元格以确定是处于收缩(ON)状态还是放松(OFF)状态。将ON单元布置在固定拓扑的不同光纤中,可以得到不同的输出特性。首先推导了作动器的随机行为模型。然后,精确地计算了固定拓扑下执行器的输出特性。建立了一个三行五列的SMA弹簧阵列来验证该算法。分析了不同活化细胞对SMA弹簧阵列拉伸性能的影响,实验数据表明SMA弹簧阵列内部存在严重的耦合现象。最后,对这两种分析方法的应用进行了比较。
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引用次数: 1
Design and optimization of remote center motion mechanism of Minimally Invasive Surgical robotics 微创手术机器人远程中心运动机构的设计与优化
Pub Date : 2013-12-01 DOI: 10.1109/ROBIO.2013.6739556
Yili Fu, Guojun Niu, Bo Pan, Kun Li, Shuguo Wang
Minimally Invasive Surgery (MIS) is less invasive and creating fewer post-operative complications compared with conventional surgery. This results in shorter recover times and, sometimes, outpatient treatment replaces for previously lengthier procedures. So MIS is the latest trend in surgery. However, MIS is usually associated with a limited view of the surgical view area and is difficult to handle of the surgical tools, in order to overcome these difficulties Remote Center Motion (RCM) is proposed. In this paper, a new RCM mechanism which is triangle is proposed, this mechanism is simple and high stiffness. A complete kinematic analysis and optimization incorporating the requirements for MIS are performed to find the optimal link lengths of the manipulator. The results show that for the serial triangle2-link manipulator used to guide the surgical tool, the optimization link angles are (74°,51°). Prior preoperative adjustment is realized by electromagnetic clutch, However, A new preoperative adjustment method which is realized by gravity compensation is proposed without electromagnetic clutch, the joint is simpler and lighter than conventional joint.
与传统手术相比,微创手术具有创伤小、术后并发症少的特点。这导致恢复时间缩短,有时,门诊治疗取代了以前较长的程序。所以MIS是外科手术的最新趋势。然而,MIS通常与手术视野区域有限以及手术工具难以操作有关,为了克服这些困难,提出了远程中心运动(RCM)。本文提出了一种结构简单、刚度高的三角形RCM机构。结合MIS的要求,进行了完整的运动学分析和优化,找到了机械手的最佳连杆长度。结果表明:对于用于引导手术工具的串联三角连杆机械手,其优化连杆角度分别为(74°,51°);术前调整采用电磁离合器实现,而术前调整采用重力补偿方式,无需电磁离合器,关节比传统关节更简单、更轻。
{"title":"Design and optimization of remote center motion mechanism of Minimally Invasive Surgical robotics","authors":"Yili Fu, Guojun Niu, Bo Pan, Kun Li, Shuguo Wang","doi":"10.1109/ROBIO.2013.6739556","DOIUrl":"https://doi.org/10.1109/ROBIO.2013.6739556","url":null,"abstract":"Minimally Invasive Surgery (MIS) is less invasive and creating fewer post-operative complications compared with conventional surgery. This results in shorter recover times and, sometimes, outpatient treatment replaces for previously lengthier procedures. So MIS is the latest trend in surgery. However, MIS is usually associated with a limited view of the surgical view area and is difficult to handle of the surgical tools, in order to overcome these difficulties Remote Center Motion (RCM) is proposed. In this paper, a new RCM mechanism which is triangle is proposed, this mechanism is simple and high stiffness. A complete kinematic analysis and optimization incorporating the requirements for MIS are performed to find the optimal link lengths of the manipulator. The results show that for the serial triangle2-link manipulator used to guide the surgical tool, the optimization link angles are (74°,51°). Prior preoperative adjustment is realized by electromagnetic clutch, However, A new preoperative adjustment method which is realized by gravity compensation is proposed without electromagnetic clutch, the joint is simpler and lighter than conventional joint.","PeriodicalId":434960,"journal":{"name":"2013 IEEE International Conference on Robotics and Biomimetics (ROBIO)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2013-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130846072","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Realtime 2D code based localization for indoor robot navigation 基于实时二维码的室内机器人导航定位
Pub Date : 2013-12-01 DOI: 10.1109/ROBIO.2013.6739507
B. Dzodzo, Long Han, Xu Chen, Huihuan Qian, Yangsheng Xu
In this paper ceiling affixed ARToolKitPlus 2D code artificial landmarks are evaluated for purposes of robot localization and navigation. Ceiling affixed codes rarely come in contact with people, equipment or robots, and for this reason they are more likely to stay detectable over a longer period of time. Multi threshold averaging, light gradient compensation and neighbourhood search techniques further enhanced AR-ToolKitPlus performance. Multi threshold averaging collects positioning results at each gray scale threshold level. After all of the threshold levels are analyzed, the related results are averaged into a final result. Light gradient compensation eliminates effects of uneven lighting in the neighbourhood of a 2D code. Neighbourhood search for a 2D code requires fewer computational resources than a global search. Further repeatability improvements are achieved by means of averaging localizations. Localization performance is evaluated at varying distances of the 2D code from the camera. Experimental results show substantial improvements in repeatability and reliability over the baseline ARToolKitPlus performance. Improved performance will allow for realtime 2D code based localization for indoor robot navigation.
本文对天花板上粘贴的ARToolKitPlus二维码人工地标进行评估,用于机器人定位和导航。天花板上贴的代码很少与人、设备或机器人接触,因此它们更有可能在较长一段时间内被发现。多阈值平均、光梯度补偿和邻域搜索技术进一步增强了AR-ToolKitPlus的性能。多阈值平均收集每个灰度阈值级别的定位结果。在分析了所有阈值水平之后,将相关结果平均为最终结果。光梯度补偿消除了在二维代码附近的不均匀照明的影响。二维代码的邻域搜索比全局搜索需要更少的计算资源。通过平均定位,进一步提高了可重复性。定位性能是在2D代码与相机的不同距离上进行评估的。实验结果表明,与基线ARToolKitPlus性能相比,可重复性和可靠性有了实质性的提高。改进的性能将允许室内机器人导航基于实时2D代码的定位。
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引用次数: 16
Surface Sample Acquisition and Caching Device for Chinese lunar sample return plan 月球表面样品采集与缓存装置
Pub Date : 2013-12-01 DOI: 10.1109/ROBIO.2013.6739864
Cao Li, Zongwu Xie, Hong Liu
Surface Sample Acquisition and Caching Device (SSACD) is an underway equipment which is designed for the upcoming Chinese Lunar Exploration Stage III: lunar sample return. Considering the characteristics of lunar environment and soil, the scoop of SSACD is a bionic design which would have lower digging resistance and higher efficiency. The unlocking mechanism is driven by motor and wire rope directly which has advantages of high reliability and low power lost. A percussion mechanism is introduced to guarantee the lunar sample could be transferred easily in low gravity. Some parts of SSACD are designed with triggered passive mechanism for lowering the power consumption. The prototype of SSACD has been built up to demonstrate the practical effect and some primary experiments are delivered to validate the mechanism design. And a future prospect of SSACD applications is discussed at the end of this paper.
表面样本采集与缓存装置(SSACD)是为即将到来的中国月球探测第三阶段月球样本返回而设计的一种正在进行中的设备。考虑到月球环境和土壤的特点,SSACD挖坑采用仿生设计,挖坑阻力小,效率高。开锁机构采用电机和钢丝绳直接驱动,可靠性高,功耗小。为了保证月球样品在低重力条件下的容易转移,引入了冲击机构。为了降低功耗,SSACD的某些部分设计了触发被动机构。建立了SSACD的样机以验证其实际效果,并进行了初步实验以验证机构设计的正确性。最后对SSACD的应用前景进行了展望。
{"title":"Surface Sample Acquisition and Caching Device for Chinese lunar sample return plan","authors":"Cao Li, Zongwu Xie, Hong Liu","doi":"10.1109/ROBIO.2013.6739864","DOIUrl":"https://doi.org/10.1109/ROBIO.2013.6739864","url":null,"abstract":"Surface Sample Acquisition and Caching Device (SSACD) is an underway equipment which is designed for the upcoming Chinese Lunar Exploration Stage III: lunar sample return. Considering the characteristics of lunar environment and soil, the scoop of SSACD is a bionic design which would have lower digging resistance and higher efficiency. The unlocking mechanism is driven by motor and wire rope directly which has advantages of high reliability and low power lost. A percussion mechanism is introduced to guarantee the lunar sample could be transferred easily in low gravity. Some parts of SSACD are designed with triggered passive mechanism for lowering the power consumption. The prototype of SSACD has been built up to demonstrate the practical effect and some primary experiments are delivered to validate the mechanism design. And a future prospect of SSACD applications is discussed at the end of this paper.","PeriodicalId":434960,"journal":{"name":"2013 IEEE International Conference on Robotics and Biomimetics (ROBIO)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2013-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131187754","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
An interval type-2 fuzzy LQR positioning controller for wheeled mobile robot 轮式移动机器人区间2型模糊LQR定位控制器
Pub Date : 2013-12-01 DOI: 10.1109/ROBIO.2013.6739830
U. Farooq, J. Gu, Jun Luo
An interval type-2 fuzzy logic controller using the switching type-1 fuzzy Takagi-Sugeno model is presented for the position control of wheeled mobile robot. The control gains for the switched regions are determined using linear quadratic regulator approach. The blending of the local controllers based on the interval type-2 design scheme yields the final motion commands for the wheeled mobile robot. MATLAB simulations have proved the effectiveness of the proposed controller.
针对轮式移动机器人的位置控制问题,提出了一种基于切换式1型模糊Takagi-Sugeno模型的区间2型模糊控制器。开关区域的控制增益采用线性二次型调节器方法确定。基于区间型-2设计方案的局部控制器混合得到轮式移动机器人的最终运动指令。MATLAB仿真验证了该控制器的有效性。
{"title":"An interval type-2 fuzzy LQR positioning controller for wheeled mobile robot","authors":"U. Farooq, J. Gu, Jun Luo","doi":"10.1109/ROBIO.2013.6739830","DOIUrl":"https://doi.org/10.1109/ROBIO.2013.6739830","url":null,"abstract":"An interval type-2 fuzzy logic controller using the switching type-1 fuzzy Takagi-Sugeno model is presented for the position control of wheeled mobile robot. The control gains for the switched regions are determined using linear quadratic regulator approach. The blending of the local controllers based on the interval type-2 design scheme yields the final motion commands for the wheeled mobile robot. MATLAB simulations have proved the effectiveness of the proposed controller.","PeriodicalId":434960,"journal":{"name":"2013 IEEE International Conference on Robotics and Biomimetics (ROBIO)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2013-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132917843","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 10
期刊
2013 IEEE International Conference on Robotics and Biomimetics (ROBIO)
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