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A hierarchical intelligent controller for a three link robot arm 三连杆机械臂的分层智能控制器
Pub Date : 1995-08-27 DOI: 10.1109/ISIC.1995.525061
J. Lentz, L. Acar
A hierarchical intelligent control strategy based on the physical components of a system was applied to the control of a robot arm. The controller was designed to make local decisions and carry out local actions to manipulate various different objects on a work table. The information about the environment was provided by a simulated vision system. To design the hierarchical controller the robot arm was first decomposed into its components. Next, functionalities were assigned to the nodes in terms of goals, tasks, procedures, constraints, measurements, and resources. The goals were then propagated down the hierarchy, with constraints applied to enforce the necessary sequential operation in real-time. To provide external information to nodes and to help them evaluate their constraints, temporary connections which are called smart links were used.
将基于系统物理部件的分层智能控制策略应用于机械臂的控制。控制器被设计为做出局部决策并执行局部动作来操作工作台上的各种不同对象。环境信息由模拟视觉系统提供。为了设计层次控制器,首先将机械臂分解为各个组成部分。接下来,根据目标、任务、过程、约束、度量和资源将功能分配给节点。然后将目标沿层次结构向下传播,并应用约束来实时执行必要的顺序操作。为了向节点提供外部信息并帮助它们评估约束条件,使用了称为智能链路的临时连接。
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引用次数: 1
An object-oriented implementation of low-level digital control algorithms in the Microsoft Windows/C++ environment 在Microsoft Windows/ c++环境下实现的面向对象的低级数字控制算法
Pub Date : 1995-08-27 DOI: 10.1109/ISIC.1995.525064
R. Fernández
This paper describes an object-oriented implementation model for low-level digital control algorithms (i.e., directly servoing the joint actuator) used in robotics and automation applications. Employing the object-oriented programming (OOP) approach, this technique defines said algorithm as a self-standing entity-a C++ class-which interacts with higher control modules (e.g., task or path planners) through a standardized interface. The result is an autonomous control object which may be easily exchanged, improved and reused across controller platforms. Furthermore, when implemented in conjunction with dynamic linking services provided by such operating systems as Microsoft Windows, the control algorithm becomes a software "building block" which the user selects and attaches to the controller at run-time rather than compile-time. This approach has been applied with success in the controller software for an experimental two-degree-of-freedom robot developed in support of a comprehensive program of digital control research activities.
本文描述了用于机器人和自动化应用的低级数字控制算法(即直接伺服关节执行器)的面向对象实现模型。采用面向对象编程(OOP)方法,该技术将所述算法定义为一个独立的实体——一个c++类——它通过标准化接口与更高的控制模块(例如,任务或路径规划器)交互。结果是一个自治的控制对象,它可以很容易地在控制器平台上交换、改进和重用。此外,当与Microsoft Windows等操作系统提供的动态链接服务一起实现时,控制算法成为一个软件“构建块”,用户可以在运行时而不是编译时选择并附加到控制器上。该方法已成功地应用于一个实验二自由度机器人的控制器软件中,该软件的开发支持了一个全面的数字控制研究活动计划。
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引用次数: 0
Multiresolutional intelligent controller for baby robot 婴儿机器人多分辨率智能控制器
Pub Date : 1995-08-27 DOI: 10.1109/ISIC.1995.525060
J. Albus, A. Lacaze, A. Meystel
This paper presents an algorithm of unsupervised learning for applications in robotics. Minimum initial knowledge is presumed ("bootstrap knowledge"). The learning system uses the newly arrived information to extract rules of motion and construct the world representation. The concept of recursive generalization is explored as the main tool of rule extraction and knowledge organization. The experiment in learning is described based upon simulation of a 2D and a 3D mobile system.
提出了一种应用于机器人领域的无监督学习算法。假定最小初始知识(“自举知识”)。学习系统利用新获得的信息提取运动规则并构建世界表征。探讨了递归泛化概念作为规则抽取和知识组织的主要工具。本文描述了基于二维和三维移动系统仿真的学习实验。
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引用次数: 11
Fast reactive path planning by 2D and 3D multi-layer spatial grids for mobile robot navigation 基于二维和三维多层空间网格的移动机器人导航快速响应路径规划
Pub Date : 1995-08-27 DOI: 10.1109/ISIC.1995.525112
A. Stopp, T. Riethmuller
Describes a new and fast path planning algorithm for sensor-based robot navigation. The goal of path planning is the computation of the fastest path from a start point to a destination point in a workspace. It should be able to react to unexpected obstacles by means of fast reactive replanning. The authors use a diffusion algorithm for multi-dimensional workspaces (e.g. 2D, 3D, etc.). Application of a multi-layer map which is permanently updated by new sensor information to intelligently select one of the possible paths distinguishes this approach from prior work in this field. The proposed diffusion algorithm is formulated in the data-parallel language C*; in the case of a 3D workspace there is a comparison between response time duration on a SUN Sparcstation 20 and a Connection machine CM-5 with 32 nodes.
介绍了一种新的基于传感器的机器人导航快速路径规划算法。路径规划的目标是计算工作空间中从起点到终点的最快路径。它应该能够通过快速反应性重新规划对意外障碍作出反应。作者对多维工作空间(如2D、3D等)使用了扩散算法。该方法采用由新的传感器信息永久更新的多层地图来智能地选择一条可能的路径,这使该方法与该领域的先前工作区别开来。所提出的扩散算法是用数据并行语言C*表述的;在3D工作空间的情况下,比较SUN Sparcstation 20和具有32个节点的Connection机器CM-5上的响应时间持续时间。
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引用次数: 9
Motion planning and control for non-holonomic mobile robots 非完整移动机器人的运动规划与控制
Pub Date : 1995-08-27 DOI: 10.1109/ISIC.1995.525113
R. Zulli, R. Fierro, G. Conte, F. L. Lewis
The design of autonomous robots relies heavily on the development of feasible and efficient motion planning and control algorithms. Such a design must consider the non-holonomic constraints which characterize the existing wheeled mobile robots. In this paper the integration of reliable procedures for motion planning and for control is performed by means of an appropriate interface, taking into account the geometric, kinematic and dynamic models of the mobile base. Simulation results show the effectiveness of the proposed approach.
自主机器人的设计在很大程度上依赖于可行和高效的运动规划和控制算法的发展。这种设计必须考虑现有轮式移动机器人的非完整约束。在本文中,考虑到移动基座的几何、运动学和动力学模型,通过适当的接口实现了可靠的运动规划和控制程序的集成。仿真结果表明了该方法的有效性。
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引用次数: 11
On the appropriate uses of fuzzy systems: fuzzy sliding mode position control of a switched reluctance motor 模糊系统的适当应用:开关磁阻电机的模糊滑模位置控制
Pub Date : 1995-08-27 DOI: 10.1109/ISIC.1995.525085
D. Reay, M. Mirkazemi-Moud, B. Williams
The use of switched reluctance motors in position servo applications is complicated by their non-linear torque production characteristics. In this paper, the use of fuzzy logic to overcome this problem is described. The approach taken is that of exact input-output linearisation of the non-linear motor characteristic using a fast inner control loop in conjunction with a slower outer position control loop. The application of adaptive fuzzy systems to learn the input-output linearisation characteristic for a motor has been reported previously. This paper is concerned with the design of an outer, fuzzy logic based, position control loop. Fuzzy controllers are compared and contrasted with linear controllers and with non-linear sliding mode controllers. Experimental results from a 4 kW four phase switched reluctance motor using a fuzzy controller that is equivalent to a simple sliding mode controller are presented and the applicability of fuzzy logic to this control problem is discussed.
开关磁阻电机的非线性转矩产生特性使其在位置伺服应用中的应用变得复杂。本文描述了利用模糊逻辑来克服这一问题。所采取的方法是使用快速的内部控制回路与较慢的外部位置控制回路结合,对非线性电机特性进行精确的输入输出线性化。应用自适应模糊系统来学习电机的输入输出线性化特性之前已经有过报道。本文设计了一种基于模糊逻辑的外部位置控制回路。将模糊控制器与线性控制器和非线性滑模控制器进行了比较。给出了一种相当于简单滑模控制器的模糊控制器在4kw四相开关磁阻电机上的实验结果,并讨论了模糊逻辑在该控制问题中的适用性。
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引用次数: 13
Variable learning rate neuromorphic guidance controller for automated transit vehicles 自动运输车辆的变学习率神经形态制导控制器
Pub Date : 1995-08-27 DOI: 10.1109/ISIC.1995.525095
R. Rajagopalan, D. Minano
This paper presents the development and the performance of a guidance controller for automated transit vehicles operating at high speeds. The controller is based on a feedforward neural network with the back propagation algorithm for learning. Traditional back-propagation neural controllers make use of a fixed learning factor. Herein, a controller with variable learning rate, whose value depends on the operating parameters of the vehicle is described. The operating parameters considered are the linear speed of the vehicle, the instantaneous position and the orientation offsets of the longitudinal axis of the vehicle with respect to the track. Empirical relationships are derived to compute the suitable learning rates in real-time. Simulation studies illustrate that the vehicle recovers from initial offsets and follows the track within few seconds for vehicle speeds less than 4.0 m/s (14 km/hr).
本文介绍了一种用于自动轨道交通车辆高速运行的制导控制器的研制及其性能。该控制器基于前馈神经网络,并采用反向传播算法进行学习。传统的反向传播神经控制器使用固定的学习因子。本文描述了一种具有可变学习率的控制器,其值取决于车辆的运行参数。考虑的运行参数是车辆的线速度,车辆纵轴相对于轨道的瞬时位置和方向偏移。推导了经验关系,以实时计算合适的学习率。仿真研究表明,当车速低于4.0米/秒(14公里/小时)时,车辆可以在几秒钟内从初始偏移中恢复并沿着轨道行驶。
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引用次数: 1
Formation and agreement problems for synchronous mobile robots with limited visibility 有限可视性同步移动机器人的队形与协议问题
Pub Date : 1995-08-27 DOI: 10.1109/ISIC.1995.525098
H. Ando, I. Suzuki, Masafumi Yamashita
Discusses fundamental formation and agreement problems for autonomous, synchronous robots with limited visibility. Each robots is a mobile processor that, at each discrete time instant, observes the relative positions of those robots that are within distance V of itself, computes its new position using the given algorithm, and then moves to that position. The main difference between this work and many of the previous ones is that, here, the visibility of the robots is assumed to be limited to within distance V, for some constant V>0. The problems the authors discuss include the formation of a single point by the robots and agreement on a common x-y coordinate system and the initial distribution, and they present algorithms for these problems, except for the problem of agreement on direction (a subproblem of agreement on a coordinate system), which is not solvable even for robots with unlimited visibility. The discussions the authors present indicate that the correctness proofs of the algorithms for robots with limited visibility can be considerably more complex than those for robots with unlimited visibility.
讨论了具有有限可视性的自主同步机器人的基本形成和协议问题。每个机器人都是一个移动的处理器,在每个离散的时刻,它观察到距离自己V的那些机器人的相对位置,使用给定的算法计算它的新位置,然后移动到那个位置。这项工作与之前的许多工作的主要区别在于,在这里,机器人的可见性被假设限制在距离V内,对于某个常数V>0。作者讨论了机器人的单点形成问题和在一个共同的x-y坐标系和初始分布上的一致问题,并给出了这些问题的算法,除了方向上的一致问题(坐标系上的一致的子问题),该问题即使对于具有无限可见性的机器人也是无法解决的。作者的讨论表明,对于具有有限可见性的机器人,算法的正确性证明比具有无限可见性的机器人的正确性证明要复杂得多。
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引用次数: 117
Hybrid fuzzy logic control to stabilize an inverted pendulum from arbitrary initial conditions 混合模糊逻辑控制在任意初始条件下稳定倒立摆
Pub Date : 1995-08-27 DOI: 10.1109/ISIC.1995.525087
M. Desylva, J. Vagners
Presents a new hybrid fuzzy logic controller which can balance an inverted pendulum supported on a linear track cart starting from arbitrary initial conditions for the pendulum. The controller is hybrid in the sense that it combines fuzzy logic, deterministic rules and energy based control concepts. The experimental equipment is briefly described and the controller structure defined. Performance of the controller with hardware-in-the-loop is then presented. The paper concludes with a design challenge for control systems designers.
从倒立摆的任意初始条件出发,提出了一种新的混合模糊逻辑控制器,可实现倒立摆在线性轨道小车上的平衡。该控制器是混合的,它结合了模糊逻辑、确定性规则和基于能量的控制概念。简要介绍了实验设备,定义了控制器结构。然后给出了该控制器在环硬件的性能。本文最后提出了对控制系统设计者的设计挑战。
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引用次数: 8
Control of a nonholonomic mobile robot using neural networks 非完整移动机器人的神经网络控制
Pub Date : 1995-08-27 DOI: 10.1109/ISIC.1995.525092
R. Fierro, F. Lewis
A control structure that makes possible the integration of a kinematic controller and a neural network (NN) computed-torque controller for nonholonomic mobile robots is presented. A combined kinematic/torque control law is developed using backstepping and stability is guaranteed by Lyapunov theory. This control algorithm can be applied to the three basic nonholonomic navigation problems: tracking a reference trajectory, path following and stabilization about a desired posture. Moreover, the NN controller proposed in this work can deal with unmodelled bounded disturbances and/or unstructured unmodelled dynamics in the vehicle.
针对非完整移动机器人,提出了一种将运动控制器与神经网络计算转矩控制器相结合的控制结构。采用反推法建立了运动/转矩联合控制律,并利用李雅普诺夫理论保证了系统的稳定性。该控制算法可以应用于三个基本的非完整导航问题:参考轨迹跟踪、路径跟踪和期望姿态稳定。此外,本文提出的神经网络控制器可以处理车辆中未建模的有界干扰和/或非结构化的未建模动态。
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引用次数: 726
期刊
Proceedings of Tenth International Symposium on Intelligent Control
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