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2012 12th International Conference on Control Automation Robotics & Vision (ICARCV)最新文献

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Iterative Learning Control for 2-D linear discrete systems with Roessor's model 基于Roessor模型的二维线性离散系统迭代学习控制
Pub Date : 2012-12-01 DOI: 10.1109/ICARCV.2012.6485203
Fan Wu, Xiao-dong Li
Almost all existing Iterative Learning Control (ILC) methods are specifically designed for the one-dimensional dynamical systems. And many two-dimensional dynamical systems are often required to do repeatable works in engineering fields. This paper presents a novel P-type ILC rule for the two-dimensional systems represented by Roessor's model. The proof on convergence of the proposed ILC rule is based on the solution formula of the two-dimensional Roessor's model in ILC process. By transferring the ILC tracking errors into a one-dimensional system in iteration direction, the convergence condition of the proposed ILC rule is derived.
现有的迭代学习控制(ILC)方法几乎都是专门针对一维动态系统设计的。在工程领域中,许多二维动力系统经常需要做重复性的工作。针对Roessor模型表示的二维系统,提出了一种新的p型ILC规则。基于二维Roessor模型在ILC过程中的求解公式,证明了所提ILC规则的收敛性。通过将ILC跟踪误差在迭代方向上转化为一维系统,推导了所提ILC规则的收敛条件。
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引用次数: 10
The design and implementation of lower limb rehabilitation robot based on BWSTT 基于BWSTT的下肢康复机器人的设计与实现
Pub Date : 2012-12-01 DOI: 10.1109/ICARCV.2012.6485378
Jian Li, Hui Li, X. Zhang, Guo-xin Pan, Q. Xiao
In order to solve the clinical application problems of existing rehabilitation robots, this paper made a local and global analysis and put forward a new design for the lower limb rehabilitation robot based on the technology of Body Weight Support Treadmill Training(BWSTT). Contrast to others, the robot has features of flexible structure, simple operation, strong practicality and low price. Methods of modular design and intensive design which usually used in Industrial Design were used in this paper, they can solve many clinical difficulties. Through preliminary clinical experiments, the design can solve and improve some problems, but it also need in-depth study and analyze.
为了解决现有康复机器人的临床应用问题,本文从局部和全局两方面进行分析,提出了一种基于体重支撑跑步机训练(BWSTT)技术的下肢康复机器人新设计。与其他机器人相比,该机器人具有结构灵活、操作简单、实用性强、价格低廉等特点。本文采用了工业设计中常用的模块化设计和集约化设计方法,解决了许多临床难点。通过初步的临床实验,本设计可以解决和改进一些问题,但还需要深入的研究和分析。
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引用次数: 2
Modelling and prediction of automotive engine airratio using relevance vector machine 基于相关向量机的汽车发动机空气比建模与预测
Pub Date : 2012-12-01 DOI: 10.1109/ICARCV.2012.6485407
P. Wong, Hang-Cheong Wong, C. Vong
Fuel efficiency and pollution reduction relate closely to air-ratio (i.e. lambda) among all of the automotive engine control variables. Accurate lambda prediction is essential for effective lambda control. This paper presents an online sequential algorithm for relevance vector machine (RVM) to build a time-dependent RVM lambda function which can be continually updated whenever a sample is added to, or removed from, the training dataset. In order to evaluate the effectiveness of the online sequential algorithm, three lambda time series obtained from experiments under different engine operating conditions were employed. The prediction results under the online sequential algorithm over unseen cases were compared with those under decremental least-squares support vector machine. From the experiments, the online sequential RVM shows promising results and is superior to the typical online algorithm.
在所有汽车发动机控制变量中,燃油效率和减少污染与空气比(即lambda)密切相关。准确的lambda预测对于有效的lambda控制至关重要。本文提出了一种用于相关向量机(RVM)的在线顺序算法,以构建一个随时间变化的RVM lambda函数,该函数可以在训练数据集中添加或删除样本时持续更新。为了评估在线时序算法的有效性,采用了在不同发动机工况下实验得到的三个lambda时间序列。将在线序列算法在未知情况下的预测结果与递减最小二乘支持向量机的预测结果进行比较。实验表明,在线顺序RVM算法取得了较好的效果,优于典型的在线算法。
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引用次数: 4
Multichannel filters for speech recognition using a particle swarm optimization 使用粒子群优化的语音识别多通道滤波器
Pub Date : 2012-12-01 DOI: 10.1109/ICARCV.2012.6485283
Kit Yan Chan, S. Nordholm, K. Yiu
Speech recognition has been used in various real-world applications such as automotive control, electronic toys, electronic appliances etc. In many applications involved speech control functions, a commercial speech recognizer is used to identify the speech commands voiced out by the users and the recognized command is used to perform appropriate operations. However, users' commands are often corrupted by surrounding ambient noise. It decreases the effectiveness of speech recognition in order to implement the commands accurately. This paper proposes a multichannel filter to enhance noisy speech commands, in order to improve accuracy of commercial speech recognizers which work under noisy environment. An innovative particle swarm optimization (PSO) is proposed to optimize the parameters of the multichannel filter which intends to improve accuracy of the commercial speech recognizer working under noisy environment. The effectiveness of the multichannel filter was evaluated by interacting with a commercial speech recognizer, which was worked in a warehouse.
语音识别已经应用于各种实际应用,如汽车控制,电子玩具,电子电器等。在许多涉及语音控制功能的应用中,商用语音识别器用于识别用户发出的语音命令,并使用识别出的命令进行相应的操作。然而,用户的命令经常被周围的环境噪声所破坏。为了准确地执行命令,降低了语音识别的有效性。为了提高商用语音识别器在噪声环境下的识别精度,本文提出了一种多通道滤波器对噪声语音命令进行增强。为了提高商用语音识别器在噪声环境下的工作精度,提出了一种创新的粒子群算法(PSO)来优化多通道滤波器的参数。通过与仓库中的商用语音识别器交互,对多通道滤波器的有效性进行了评价。
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引用次数: 1
Remarks on the difficulty of top-down supervisor synthesis 论自上而下主管综合的难点
Pub Date : 2012-12-01 DOI: 10.1109/ICARCV.2012.6485170
Liyong Lin, R. Su, Alin Stefanescu
This paper shows that language based top-down supervisor synthesis of Ramadge-Wonham supervisory control theory is in general not feasible. We show this as a direct consequence of the undecidability result of Decomposable Subset problem (and its prefix closed version), which in turn is a corollary of the undecidability result of Trace Closed Subset problem. Essentially, it is in general not possible to decide in finite amount of time whether there exists a string in a regular language such that all those strings indistinguishable from it are contained in the same language. We bring these results to the attention of control community and investigate the decidability status of some other related problems.
本文表明,Ramadge-Wonham监督控制理论中基于语言的自上而下的监督综合一般是不可行的。我们认为这是可分解子集问题(及其前缀封闭版本)的不可判定结果的直接结果,而可分解子集问题又是跟踪封闭子集问题的不可判定结果的必然结果。从本质上讲,通常不可能在有限的时间内决定是否存在一个常规语言中的字符串,使得所有与它无法区分的字符串都包含在同一语言中。我们将这些结果引起控制界的注意,并探讨了其他一些相关问题的可决性状态。
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引用次数: 1
An optimization approach for 3D environment mapping using normal vector uncertainty 基于法向量不确定性的三维环境映射优化方法
Pub Date : 2012-12-01 DOI: 10.1109/ICARCV.2012.6485267
S. Khan, N. Mitsou, D. Wollherr, C. Tzafestas
In this paper a novel approach for 3D environment mapping using registered robot poses is presented. The proposed algorithm focuses on improving the quality of robot generated 3D maps by incorporating the uncertainty of 3D points and propagating it into the normal vectors of surfaces. The uncertainty of normal vectors is an indicator of the quality of the detected surface. A controlled random search algorithm is applied to optimize a non-convex function of uncertain normal vectors and number of clusters in order to find the optimal threshold parameter for the segmentation process. This approach leads to an improved cluster coherence and thus better maps.
本文提出了一种利用机器人姿态进行三维环境映射的新方法。该算法将三维点的不确定性引入到曲面的法向量中,从而提高机器人生成的三维地图的质量。法向量的不确定度是检测表面质量的一个指标。采用控制随机搜索算法对不确定法向量和聚类数目的非凸函数进行优化,以找到分割过程的最优阈值参数。这种方法可以提高集群的一致性,从而得到更好的地图。
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引用次数: 1
Dynamic modeling and robust adaptive control of a deployable manipulator 可展开机械臂的动态建模与鲁棒自适应控制
Pub Date : 2012-12-01 DOI: 10.1109/ICARCV.2012.6485211
Y. Lei, Zhongyi Chu, ShanYong Ren, Dan Li
Various spacecraft missions have driven the need for lighter, stronger deployable structures, which help to hold instruments, such as a magnetometer, away from the spacecraft to avoid the disturbance caused by remanence of the spacecraft body. In this paper, we will present a type of deployable manipulator for small spacecraft, which is characterized by a small stowed volume, light weight and a large magnification ratio. Because the actual parameters of the deployable manipulator are all nonlinear, modeling of the manipulator becomes a key point. Considering the uncertainties in the model parameters, an approximate dynamic model with uncertain parameters is formulated by classifying the uncertainties into different types, including constant parametric, variable parametric and nonparametric uncertainties. Then, a robust adaptive control strategy is proposed to compensate for or reject these uncertainties separately; an output feedback controller is designed to reduce the errors between the desired and the real trajectories, an adaptive controller aims at compensating for constant parametric uncertainties and a robust controller is used to reject the variable parametric and nonparametric model uncertainties. Thus, a robust adaptive control strategy does not rely on the exact dynamic model and can completely compensate for or reject the effect of model uncertainties. Finally, the simulation results show that the proposed control law is perfectly adequate for the deployable manipulator.
各种航天器任务推动了对更轻、更坚固的可展开结构的需求,这些结构有助于将仪器(如磁力计)保持在远离航天器的位置,以避免航天器残骸造成的干扰。本文提出了一种装载体积小、重量轻、放大倍率大的小型航天器可展开机械手。由于可展开机械臂的实际参数都是非线性的,因此机械臂的建模成为一个关键问题。考虑到模型参数中的不确定性,将不确定性分为常参数、变参数和非参数三种类型,建立了参数不确定的近似动态模型。然后,提出一种鲁棒自适应控制策略,分别补偿或拒绝这些不确定性;设计了输出反馈控制器以减小期望轨迹与实际轨迹之间的误差,设计了自适应控制器以补偿恒定参数的不确定性,设计了鲁棒控制器以抑制变参数和非参数模型的不确定性。因此,鲁棒的自适应控制策略不依赖于精确的动态模型,可以完全补偿或拒绝模型不确定性的影响。最后,仿真结果表明,所提出的控制律对于可展开机械臂是完全合适的。
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引用次数: 1
Passivity based control of stochastic mechanical system 随机机械系统的无源控制
Pub Date : 2012-12-01 DOI: 10.1109/ICARCV.2012.6485352
R. Mehra, S. Satpute, F. Kazi, Navdeep M. Singh
In this paper, a new method is proposed for controller design for a class of stochastic underactuated mechanical system. A controller is designed for stochastic double integrator system derived by backstepping procedure and the idea is to cancel noise at its source without allowing it to enter the system dynamics. The proposed control strategy is then applied to stochastic underactuated mechanical system. We represent actuated dynamics in the stochastic double integrator form. This approach was found to be suitable for cancellation of multiplicative noise influencing actuated coordinates of the system. The effectiveness of the proposed control law is tested on the stochastic SpiderCrane model with underactuation of degree one.
针对一类随机欠驱动机械系统,提出了一种新的控制器设计方法。针对由反推法导出的随机双积分系统,设计了一种控制器,其思想是在噪声源处消除噪声而不使其进入系统动力学。然后将所提出的控制策略应用于随机欠驱动机械系统。我们用随机二重积分形式表示驱动动力学。该方法适用于消去影响系统驱动坐标的乘性噪声。在欠驱动程度为1的随机蜘蛛起重机模型上验证了所提控制律的有效性。
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引用次数: 3
Error regulation strategies for Model Based visual servoing tasks: Application to autonomous object grasping with Nao robot 基于模型的视觉伺服任务误差调节策略:在Nao机器人自主抓取物体中的应用
Pub Date : 2012-12-01 DOI: 10.1109/ICARCV.2012.6485335
A. Moughlbay, E. Cervera, P. Martinet
When applying service robotic tasks using sensor based control, a classical exponential decrease of the error is usually used in the control laws which can reduces the performance of the executed task. In fact, due to this choice, the convergence time greatly increases especially at the end of the process. To ameliorate the performance of such tasks, we present in this paper two new error regulation strategies to accelerate the service tasks execution. These propositions are compared with the classical one in the case of performing autonomous object's manipulation tasks using real-time visual servoing. The Model Based Tracking method is used to apply head servoing and grasping of different objects using Nao humanoid robot.
在应用基于传感器控制的服务机器人任务时,控制律通常采用误差指数递减的方法,这可能会降低所执行任务的性能。事实上,由于这种选择,收敛时间大大增加,特别是在过程的最后。为了改善服务任务的性能,本文提出了两种新的错误调节策略来加速服务任务的执行。将这些命题与经典命题进行了比较,并应用实时视觉伺服执行自主对象操作任务。将基于模型的跟踪方法应用于Nao人形机器人的头部伺服和不同物体的抓取。
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引用次数: 8
Visual tracking by separability-maximum online boosting 基于可分离性最大化在线增强的视觉跟踪
Pub Date : 2012-12-01 DOI: 10.1109/ICARCV.2012.6485303
Jie Hou, Yaobin Mao, Jinsheng Sun
Recently, visual tracking has been formulated as a classification problem whose task is detecting the object form the scene with a binary classifier. And online boosting, which adapts the binary classifier to appearance changes by online feature selection, has been investigated by researchers. However, online boosting generally suffers from drifting if the tracking error accumulates. To reduce tracking error, separability-maximum boosting (SMBoost), together with a two stage online boosting paradigm (online SMBoost), is proposed and applied to visual tracking. SMBoost uses a separability based cost function that defined on the statistics. And online boosting is therefore split into two individual stages: online statistics estimating and separability-maximum classifier training. Experiment on UCI machine learning datasets shows that SMBoost is more accurate than batch AdaBoost and its online variation. And benchmark on public sequences indicates that feature selection with online SMBoost is more effective and robust comparing with previous online boosting algorithm. To track a visual object stably, online SMBoost saves more than 50% classifier complexity, and achieves 108 fps.
近年来,视觉跟踪被表述为一个分类问题,其任务是用二值分类器检测场景中的物体。在线增强是一种通过在线特征选择使二值分类器适应图像外观变化的方法。然而,如果跟踪误差累积,在线增强通常会出现漂移。为了减小跟踪误差,提出了最大可分离性增强(SMBoost)和两阶段在线增强模式(online SMBoost),并将其应用于视觉跟踪。SMBoost使用基于可分离性的成本函数,该函数是根据统计信息定义的。因此,在线提升分为两个独立的阶段:在线统计估计和最大可分离分类器训练。在UCI机器学习数据集上的实验表明,SMBoost比批处理AdaBoost及其在线变体更准确。通过对公开序列的测试表明,与以往的在线增强算法相比,在线SMBoost的特征选择更有效,鲁棒性更强。为了稳定地跟踪视觉对象,在线SMBoost节省了50%以上的分类器复杂度,达到108 fps。
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引用次数: 1
期刊
2012 12th International Conference on Control Automation Robotics & Vision (ICARCV)
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