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Optimization-based hexapod robot locomotion generation 基于优化的六足机器人运动生成
IF 1.8 4区 计算机科学 Q2 Engineering Pub Date : 2022-05-24 DOI: 10.1108/ir-02-2022-0038
Fusheng Liu, Zhihang He, Yue Qiao, Xinxin Liu, Xuelong Li, Wang Wei, Bo Su, R. Dang
PurposeThe purpose of this paper is specifically to provide a more intelligent locomotion planning method for a hexapod robot based on trajectory optimization, which could reduce the complexity of locomotion design, shorten time of design and generate efficient and accurate motion.Design/methodology/approachThe authors generated locomotion for the hexapod robot based on trajectory optimization method and it just need to specify the high-level motion requirements. Here the authors first transcribed the trajectory optimization problem to a nonlinear programming problem, in which the specified motion requirements and the dynamics with complementarity constraints were defined as the constraints, then a nonlinear solver was used to solve. The leg compliance was taken into consideration and the generated motions were deployed on the hexapod robot prototype to prove the utility of the method and, meanwhile, the influence of different environments was considered.FindingsThe generated motions were deployed on the hexapod robot and the movements were demonstrated very much in line with the planning. The new planning method does not require lots of parameter-tuning work and therefore significantly reduces the cycle for designing a new locomotion.Originality/valueA locomotion generation method based on trajectory optimization was constructed for a 12-degree of freedom hexapod robot. The variable stiffness compliance of legs was considered to improve the accuracy of locomotion generation. And also, different from some simulation work before, the authors have designed the locomotion in three cases and constructed field tests to demonstrate its utility.
本文的目的是为六足机器人提供一种基于轨迹优化的更智能的运动规划方法,以降低运动设计的复杂性,缩短设计时间,生成高效准确的运动。设计/方法/方法基于轨迹优化方法生成六足机器人的运动,只需指定高级运动要求。本文首先将轨迹优化问题转化为一个非线性规划问题,将运动要求和具有互补约束的动力学定义为约束条件,然后利用非线性求解器进行求解。考虑腿的柔度,将生成的运动部署到六足机器人样机上,验证了该方法的实用性,同时考虑了不同环境的影响。结果生成的运动被部署在六足机器人上,并且运动与规划非常一致。新的规划方法不需要大量的参数调整工作,因此大大缩短了设计新运动的周期。提出了一种基于轨迹优化的12自由度六足机器人运动生成方法。考虑了腿的可变刚度顺应性,提高了运动生成的精度。此外,不同于以往的一些仿真工作,作者设计了三种情况下的运动,并进行了现场试验,以证明其实用性。
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引用次数: 0
DoraHand: a novel dexterous hand with tactile sensing finger module DoraHand:一种具有触觉感应手指模块的新型灵巧手
IF 1.8 4区 计算机科学 Q2 Engineering Pub Date : 2022-05-23 DOI: 10.1108/ir-12-2021-0303
Tao Wang, Zheng Xie, Yuan Li, Yan Zhang, H. Zhang, F. Kirchner
PurposeThis study aims to introduce the DoraHand, and the basic capability and performance have been verified in this paper. Besides the idea of sharing modular design and sensor design, the authors want to deliver an affordable and practical dexterous hand to the research area to contribute to the robotic manipulation area.Design/methodology/approachThis paper introduced the DoraHand, a novel scalable and practical modular dexterous hand, which, adopting modular finger and palm design, fully actuated joint and tactile sensors, can improve the dexterity for robotic manipulation and lower the complexity of maintenance. A series of experiments are delivered to verify the performance of the hand and sensor module.FindingsThe parameters of the DoraHand are verified and suitable for the research of robotics manipulation area, the sensing capability has been tested with the static experiment and the slip prediction algorithm. And, the advantage of modular design and extensible interface have been verified by the real application.Research limitations/implicationsThe authors continue improving the DoraHand and extend it to more different applications. The authors want to make the DoraHand as a basic research platform in the robotic manipulation area.Practical implicationsThe DoraHand has been sent to more than ten different research institutes for different research applications. The authors continue working on this hand for better performance, easier usage and more affordability.Social implicationsThis kind of dexterous hand can help researchers get rid of complex physical issues and pay more attention to the algorithm part; it can help to make robotic manipulation work more popular.Originality/valueThe key design in the DoraHand is the modular finger and sensing module. With the special design in mechanical and electrical parts, the authors build reliable hardware and can support the diversity requirement in the robotic manipulation area. The hand with tactile sensing capability can be used in more research and applications with its extensibility.
本研究旨在介绍DoraHand,并对其基本能力和性能进行验证。除了模块化设计和传感器设计的共享思想外,作者还希望为研究领域提供一种经济实用的灵巧手,为机器人操作领域做出贡献。DoraHand是一种新型的可扩展实用的模块化灵巧手,它采用模块化的手指和手掌设计,全驱动关节和触觉传感器,可以提高机器人操作的灵巧性,降低维护的复杂性。通过一系列的实验来验证手和传感器模块的性能。结果验证了DoraHand的参数,适合机器人操作领域的研究,并通过静态实验和滑移预测算法对其感知能力进行了测试。并通过实际应用验证了模块化设计和可扩展接口的优势。研究局限/启示作者继续改进DoraHand,并将其扩展到更多不同的应用程序。作者希望将DoraHand作为机器人操作领域的基础研究平台。实际意义DoraHand已被送往十多个不同的研究机构进行不同的研究应用。作者继续致力于这方面的工作,以获得更好的性能,更容易使用和更实惠。社会意义这种灵巧的手可以帮助研究人员摆脱复杂的物理问题,更多地关注算法部分;它有助于使机器人操作工作更受欢迎。DoraHand的关键设计是模块化的手指和传感模块。通过对机械和电气部分的特殊设计,构建了可靠的硬件,可以支持机器人操作领域的多样化要求。具有触觉感知能力的手以其可扩展性可用于更多的研究和应用。
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引用次数: 3
A point cloud registration-based calibration algorithm for robot offline programming automatic loading in aero-grinding applications 基于点云配准的航空磨削机器人离线编程自动加载标定算法
IF 1.8 4区 计算机科学 Q2 Engineering Pub Date : 2022-05-19 DOI: 10.1108/ir-12-2021-0284
Zixin Mu, Zhenhua Cai, Chunnian Zeng, Zifan Li, Xufeng Liang, F. Yang, Tingyang Chen, S. Dong, Chunming Deng, S. Niu
PurposeDuring the process of the robotic grinding and polishing operations on aero-engine blades, the key problem of calibration error lies in fixture error and uneven margin. To solve this problem, this paper aims to propose a novel method to achieve rapid online calibration of the workpiece coordinate system through laser-based measurement techniques.Design/methodology/approachThe authors propose a calibration strategy based on point cloud registration algorithm. The main principle is presented as follows: aero blade mounted on clamping end-effector is hold by industry robot, the whole device is then scanned by a 3D laser scanner to obtain its surface point cloud, and a fast segmentation method is used to acquire the point cloud of the workpiece. Combining Super4PCS algorithm with trimmed iterative closest point, we can align the key points of the scanned point cloud and the sampled points of the blade model, thus obtaining the translation and rotation matrix for calculating the workpiece coordinate and machining allowance. The proposed calibration strategy is experimentally validated, and the positioning error, as well as the margin distribution, is finally analyzed.FindingsThe experimental results show that the algorithm can well accomplish the task of cross-source, partial data and similar local features of blade point cloud registration with high precision. The total time spent on point cloud alignment of 100,000 order of magnitude blade is about 4.2 s, and meanwhile, the average point cloud alignment error is reduced to below 0.05 mm.Originality/valueAn improved point cloud registration method is proposed and introduced into the calibration process of a robotic system. The online calibration technique improves the accuracy and efficiency of the calibration process and enhances the automation of the robotic grinding and polishing system.
目的在航空发动机叶片机器人磨削抛光过程中,标定误差的关键问题是夹具误差和余量不均匀。为了解决这一问题,本文提出了一种利用激光测量技术实现工件坐标系快速在线标定的新方法。作者提出了一种基于点云配准算法的标定策略。其主要原理是:工业机器人握住装在装夹末端执行器上的气动叶片,用三维激光扫描仪对整个装置进行扫描,获取其表面点云,并采用快速分割方法获取工件的点云。将Super4PCS算法与裁剪迭代最近点相结合,将扫描点云的关键点与叶片模型的采样点对齐,从而得到用于计算工件坐标和加工余量的平移和旋转矩阵。实验验证了所提出的标定策略,最后分析了定位误差和余量分布。实验结果表明,该算法能较好地完成叶片点云的跨源、部分数据和相似局部特征配准任务,精度较高。10万数量级叶片的点云对准总时间约为4.2 s,同时平均点云对准误差减小到0.05 mm以下。提出了一种改进的点云配准方法,并将其引入机器人系统的标定过程中。在线标定技术提高了标定过程的精度和效率,提高了机器人磨削抛光系统的自动化程度。
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引用次数: 7
Model-based detection and isolation of the wheel slippage and actuator faults of a holonomic mobile robot 基于模型的完整移动机器人车轮滑移和执行机构故障检测与隔离
IF 1.8 4区 计算机科学 Q2 Engineering Pub Date : 2022-05-17 DOI: 10.1108/ir-01-2022-0001
O. Şahin, M. Dede
PurposeMobile robots may perform very critical tasks under difficult operating conditions. Faults encountered during their tasks may cause the task to be interrupted or failed completely. In the active fault tolerant control methods, it is very important not only to detect the faults that occur in the robot, but also to isolate these faults to develop a fault recovery strategy that is suitable for that specific type of fault. This study aims to develop a model-based fault detection and isolation method for wheel slippage and motor performance degradation that may occur in wheeled mobile robots.Design/methodology/approachIn the proposed method, wheel speeds can be estimated via the dynamic model of the mobile robot, which includes a friction model between the wheel and the ground. Four residual signals are obtained from the differences between the estimated states and the measured states of the mobile robot. Mobile robot’s faults are detected by using these signals. Also, two different residual signals are generated from the calculation of the traction forces with two different procedures. These six residual signals are then used to isolate possible wheel slippage and performance degradation in a motor.FindingsThe proposed method for diagnosing wheel slip and performance degradation in motors are tested by moving the robot in various directions. According to the data obtained from the test results, a logic table is created to isolate these two faults from each other. Thanks to the created logic table, slippage in any wheel and performance degradation in any motor can be detected and isolated.Originality/valueTwo different recovery strategies are needed to recover temporary wheel slippage and permanent motor faults. Therefore, it is important to isolate these two faults that create similar symptoms in robot’s general movement. Thanks to the method proposed in this study, it is not only possible to isolate the slipping wheel with respect to the non-slipping wheels or to isolate the faulty motor from the non-faulty ones, but also to isolate these two different fault types from each other.
目的:移动机器人可以在困难的操作条件下执行非常关键的任务。在执行任务过程中遇到故障,可能导致任务中断或完全失败。在主动容错控制方法中,不仅要检测机器人发生的故障,而且要隔离这些故障,从而制定适合于特定类型故障的故障恢复策略。本研究旨在开发一种基于模型的故障检测和隔离方法,用于轮式移动机器人可能发生的轮滑和电机性能下降。设计/方法/途径在提出的方法中,可以通过移动机器人的动力学模型来估计车轮速度,其中包括车轮与地面之间的摩擦模型。从移动机器人的估计状态和测量状态的差中得到4个残差信号。利用这些信号检测移动机器人的故障。采用两种不同的方法计算牵引力,产生两种不同的残余信号。然后用这六个残余信号来隔离可能的车轮打滑和电机性能下降。通过机器人在不同方向上的移动,对所提出的诊断车轮打滑和电机性能退化的方法进行了测试。根据从测试结果中获得的数据,创建一个逻辑表来将这两个故障相互隔离。由于创建的逻辑表,可以检测和隔离任何车轮的打滑和任何电机的性能下降。独创性/价值需要两种不同的恢复策略来恢复暂时的车轮打滑和永久性的电机故障。因此,在机器人的一般运动中,隔离这两种产生类似症状的故障是很重要的。通过本文提出的方法,不仅可以将滑动轮相对于非滑动轮隔离开来,或者将故障电机与非故障电机隔离开来,还可以将这两种不同的故障类型相互隔离开来。
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引用次数: 1
Pose estimation of metal workpieces based on RPM-Net for robot grasping from point cloud 基于RPM-Net的机器人点云抓取金属工件位姿估计
IF 1.8 4区 计算机科学 Q2 Engineering Pub Date : 2022-05-17 DOI: 10.1108/ir-03-2022-0081
Lin Li, Xi Chen, Tie Zhang
PurposeMany metal workpieces have the characteristics of less texture, symmetry and reflectivity, which presents a challenge to existing pose estimation methods. The purpose of this paper is to propose a pose estimation method for grasping metal workpieces by industrial robots.Design/methodology/approachDual-hypothesis robust point matching registration network (RPM-Net) is proposed to estimate pose from point cloud. The proposed method uses the Point Cloud Library (PCL) to segment workpiece point cloud from scenes and a trained-well robust point matching registration network to estimate pose through dual-hypothesis point cloud registration.FindingsIn the experiment section, an experimental platform is built, which contains a six-axis industrial robot, a binocular structured-light sensor. A data set that contains three subsets is set up on the experimental platform. After training with the emulation data set, the dual-hypothesis RPM-Net is tested on the experimental data set, and the success rates of the three real data sets are 94.0%, 92.0% and 96.0%, respectively.Originality/valueThe contributions are as follows: first, dual-hypothesis RPM-Net is proposed which can realize the pose estimation of discrete and less-textured metal workpieces from point cloud, and second, a method of making training data sets is proposed using only CAD models with the visualization algorithm of the PCL.
摘要许多金属工件具有纹理、对称性和反射率较低的特点,这对现有的位姿估计方法提出了挑战。本文的目的是提出一种工业机器人抓取金属工件的姿态估计方法。设计/方法/方法提出了双假设鲁棒点匹配配准网络(RPM-Net)来估计点云的姿态。该方法利用点云库(PCL)从场景中分割工件点云,利用训练良好的鲁棒点匹配配准网络通过双假设点云配准估计姿态。在实验部分,搭建了一个实验平台,该平台包含一个六轴工业机器人,一个双目结构光传感器。在实验平台上建立了包含三个子集的数据集。用仿真数据集训练后,在实验数据集上对双假设RPM-Net进行测试,三个真实数据集的成功率分别为94.0%、92.0%和96.0%。本文的贡献主要体现在:首先,提出了双假设RPM-Net,可以实现对离散的、纹理较少的金属工件从点云中进行位姿估计;其次,提出了一种基于PCL可视化算法的仅使用CAD模型制作训练数据集的方法。
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引用次数: 0
A flexible gripper with a wide-range variable stiffness structure based on shape memory alloy 一种基于形状记忆合金的大范围变刚度柔性夹持器
IF 1.8 4区 计算机科学 Q2 Engineering Pub Date : 2022-05-13 DOI: 10.1108/ir-12-2021-0286
Canjun Yang, Weitao Wu, Xin Wu, Jifei Zhou, Zhangpeng Tu, Mingwei Lin, Sheng Zhang
PurposeVariable stiffness structure can significantly improve the interactive capabilities of grippers. Shape memory alloys have become a popular option for materials with variable stiffness structures. However, its variable stiffness range is limited by its stiffness in two phases. The purpose of this paper is to enhance the manipulation capabilities of tendon-driven flexible grippers by designing a wide-range variable stiffness structure.Design/methodology/approachConstitutive models of shape memory alloy and mechanical models are used to analyze the performance of the variable stiffness structure. A separated solution was used to combine the tendon-driven gripper and the variable stiffness structure. The feed-forward control algorithm is used to enhance the control stability of the variable stiffness structure.FindingsThe stiffness variable capability of the proposed variable stiffness structure is verified by experiments. The stability of the feedback control algorithm was verified by sinusoidal tracking experiments. The variable stiffness range of 8.41 times of the flexible gripper was tested experimentally. The interaction capability of the variable stiffness flexible gripper is verified by the object grasping experiments.Originality/valueA new wide-range variable stiffness structure is proposed and validated. The new variable stiffness structure has a larger range of stiffness variation and better control stability. The new flexible structure can be applied to conventional grippers to help them gain stiffness variable capability and improve their interaction ability.
目的变刚度结构可以显著提高机械手的交互能力。形状记忆合金已成为变刚度结构材料的一种流行选择。但其变刚度范围受限于两阶段刚度。本文的目的是通过设计大范围变刚度结构来提高肌腱驱动柔性夹持器的操作能力。设计/方法/方法采用形状记忆合金的本构模型和力学模型分析变刚度结构的性能。采用分离方案将肌腱驱动夹持器与变刚度结构相结合。采用前馈控制算法提高变刚度结构的控制稳定性。实验结果验证了该变刚度结构的变刚度能力。通过正弦跟踪实验验证了反馈控制算法的稳定性。实验测试了柔性夹持器8.41倍的变刚度范围。通过物体抓取实验验证了变刚度柔性夹持器的交互能力。提出并验证了一种新的大范围变刚度结构。该变刚度结构具有较大的刚度变化范围和较好的控制稳定性。该柔性结构可应用于传统抓取器,提高抓取器的刚度变化能力,提高抓取器的交互能力。
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引用次数: 0
Exoskeletons: a review of recent progress 外骨骼:近期进展综述
IF 1.8 4区 计算机科学 Q2 Engineering Pub Date : 2022-05-09 DOI: 10.1108/ir-04-2022-0105
R. Bogue
PurposeThis paper aims to provide an insight into recent developments in the robotic exoskeleton business by considering research, corporate activities, products and emerging applications.Design/methodology/approachFollowing a short introduction, this first provides examples of exoskeleton research involving artificial intelligence (AI). It then identifies recent market entrants and their products and discusses emerging industrial applications. Finally, conclusions are drawn.FindingsThe exoskeleton business is in a highly dynamic state. A research effort involving AI techniques seeks to impart exoskeletons with greatly enhanced capabilities, particularly in clinical applications. Many new companies have been established during the past decade, and several are exploiting academic research. The majority are targeting applications in the clinical market. The industrial sector is viewed as a key growth area, but applications remain limited, although some exist for robotic gloves, upper-body, waist and lower-body devices in the logistics, construction, automotive and other industries. Industrial applications for full-body exoskeleton are yet to progress beyond the trial stage.Originality/valueThis provides details of recent academic and corporate developments and emerging industrial applications in the robotic exoskeleton business.
本文旨在从研究、企业活动、产品和新兴应用等方面对机器人外骨骼业务的最新发展提供深入的了解。在简短的介绍之后,本文首先提供了涉及人工智能(AI)的外骨骼研究的示例。然后,它确定了最近的市场进入者及其产品,并讨论了新兴的工业应用。最后,得出结论。研究结果外骨骼行业处于高度动态状态。一项涉及人工智能技术的研究努力试图赋予外骨骼极大的增强功能,特别是在临床应用中。许多新公司在过去十年中成立,其中一些公司正在利用学术研究。大多数是针对临床市场的应用。工业领域被视为一个关键的增长领域,但应用仍然有限,尽管在物流、建筑、汽车和其他行业中存在机器人手套、上半身、腰部和下半身设备。全身外骨骼的工业应用尚未超越试验阶段。原创性/价值这提供了最近的学术和企业发展和新兴的工业应用在机器人外骨骼业务的细节。
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引用次数: 4
Research on constant force grinding control of aero-engine blades based on extended state observer 基于扩展状态观测器的航空发动机叶片恒力磨削控制研究
IF 1.8 4区 计算机科学 Q2 Engineering Pub Date : 2022-04-29 DOI: 10.1108/ir-12-2021-0294
Shijie Dai, Wenhua Zhang, Wenbin Ji, Yufeng Zhao, Hongwei Zheng, Jiaheng Mu, Pengwei Li, Riqing Deng
PurposeConsidering the influence of environmental noise and modeling error during the process of the robotic automatic grinding aero-engine blade, this study aims to propose a method based on the extended state observer (ESO) to reduce the fluctuation of normal grinding force.Design/methodology/approachFirst, the measurement range of the six-dimensional force sensor is calibrated according to the maximum acceleration of end-effector and grinding force. Second, the gravity and zero drift compensation model is built to compensate for measurement error. Finally, the switching function is designed based on the difference between the expected grinding force and the actual feedback value. When the value of function stays within the switching band, a nonlinear active disturbance rejection control (ADRC) loop is applied. When the function value reaches outside the switching band, an ESO-based sliding mode control (SMC) loop is applied.FindingsThe simulated and experimental results show that the proposed control method has higher robustness compared with proportion-integral-derivative (PID), Fuzzy PID and ADRC.Research limitations/implicationsThe processing parameters of this paper are obtained based on the single-factor experiment without considering the correlation between these variables. A new control strategy is proposed, which is not only used to control the grinding force of blades but also promotes the development of industrial control.Originality/valueESO is used to observe environmental interference and modeling errors of the system for real-time compensation. The segment control method consisting of ESO-based SMC and ESO-based ADRC is designed to improve the robustness. The common application of the two parts realizes suppression of fluctuation of grinding force.
考虑到航空发动机叶片机器人自动磨削过程中环境噪声和建模误差的影响,提出了一种基于扩展状态观测器(ESO)的法向磨削力波动减小方法。首先,根据末端执行器的最大加速度和磨削力对六维力传感器的测量范围进行标定。其次,建立了重力和零漂移补偿模型,对测量误差进行补偿。最后,根据期望磨削力与实际反馈值的差值设计切换函数。当函数值保持在开关带内时,应用非线性自抗扰控制(ADRC)回路。当函数值达到开关带外时,应用基于eso的滑模控制(SMC)回路。仿真和实验结果表明,与比例积分导数(PID)、模糊PID和自抗扰控制器(ADRC)相比,所提控制方法具有更高的鲁棒性。研究局限性/意义本文的工艺参数是基于单因素实验得出的,没有考虑这些变量之间的相关性。提出了一种新的控制策略,不仅可用于控制叶片磨削力,而且可促进工业控制的发展。原创性/价值eso用于观察系统的环境干扰和建模误差,进行实时补偿。为了提高系统的鲁棒性,设计了基于eso的SMC和基于eso的自抗扰控制器的分段控制方法。两部分的共同应用实现了磨削力波动的抑制。
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引用次数: 3
Robotic plasma cladding complex NURBS curve coating using the bisection inverse search bow height control interpolation method 机器人等离子熔覆复合NURBS曲线涂层采用对分逆搜索弓高控制插值方法
IF 1.8 4区 计算机科学 Q2 Engineering Pub Date : 2022-04-25 DOI: 10.1108/ir-01-2022-0012
Zhaoqin Wang, Yu Shi, Xiao-Rong Wang
PurposeThe bisection inverse search bow height control interpolation (BIS-BHCI) method for nonuniform rational B-splines (NURBS) curve is proposed to accomplish the serial robotic plasma cladding of planar complex curve coating with high precision.Design/methodology/approachA plasma–computer integrated cladding system is constructed based on a Motoman-UP6 serial robot and a plasma power. Based on the BIS-BHCI method, combining the serial robotic kinematics with the NURBS curve model, an offline plasma cladding software is developed for Motoman-UP6. Before plasma cladding, a planar NURBS curve coating is designed and defined and its BIS-BHCI is carried out with proper parameters. Then, the cladding programs are generated using the BIS-BHCI results and the robotic kinematics and inputted into the serial robotic controller. After that, the plasma cladding of the planar NURBS curve coating is implemented based on the Motoman-UP6 serial robot.FindingsThe simulation and plasma cladding for the NURBS curve coating shows that the BIS-BHCI method is feasible and effective. Plasma cladding of complex NURBS curve coating based on serial robot is feasible and effective.Originality/valueThe complex NURBS curve coating is prepared based on a serial robot platform for the first time. It provides a theoretical and technical basis for plasma cladding to produce surface coatings of industrial complex parts. With the increasing application of complex parts, the plasma cladding process of complex NURBS curve coatings has a broad application prospect.
目的提出非均匀有理b样条(NURBS)曲线的对分反搜索弓高控制插补(BIS-BHCI)方法,以高精度实现平面复杂曲线涂层的机器人连续等离子熔覆。设计/方法/方法基于Motoman-UP6系列机器人和等离子体电源,构建了等离子体计算机集成熔覆系统。基于BIS-BHCI方法,将串行机器人运动学与NURBS曲线模型相结合,开发了Motoman-UP6离线等离子熔覆软件。在等离子熔覆前,设计并定义了平面NURBS曲线涂层,并在适当的参数下进行了BIS-BHCI。然后,利用BIS-BHCI结果和机器人运动学生成包层程序,并将其输入到机器人串行控制器中。然后,基于Motoman-UP6系列机器人实现了平面NURBS曲线涂层的等离子熔覆。结果通过对NURBS曲线涂层的仿真和等离子熔覆实验,验证了BIS-BHCI方法的可行性和有效性。基于串联机器人的等离子熔覆复杂NURBS曲线涂层是可行和有效的。首次在串行机器人平台上制备了复杂NURBS曲线涂层。为等离子熔覆生产工业复杂零件表面涂层提供了理论和技术基础。随着复杂零件应用的日益增多,复杂NURBS曲线涂层的等离子熔覆工艺具有广阔的应用前景。
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引用次数: 0
Guest editorial: Industry 4.0 special issue 嘉宾评论:工业4.0特刊
IF 1.8 4区 计算机科学 Q2 Engineering Pub Date : 2022-04-21 DOI: 10.1108/ir-05-2022-459
Abid Haleem, M. Javaid, R. Singh, Shahbaz Khan
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引用次数: 2
期刊
Industrial Robot-The International Journal of Robotics Research and Application
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