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Proceedings of the 1999 IEEE International Symposium on Intelligent Control Intelligent Systems and Semiotics (Cat. No.99CH37014)最新文献

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Mimicking biology: applications of cognitive systems to electronic noses 模拟生物学:认知系统在电子鼻上的应用
P. Keller
The electronic nose draws its inspiration from biology. Both the electronic nose and the biological olfactory system consist of an array of chemical sensing elements and a pattern recognition system. This paper reviews the basic concepts of electronic noses and their relationship to biological olfaction. Different approaches to chemical data analysis including statistical methods, standard artificial neural network approaches, and those based on advanced biological models of the olfaction are described. Finally, a prototype system is reviewed.
电子鼻的灵感来自生物学。电子鼻和生物嗅觉系统都由一系列化学传感元件和模式识别系统组成。本文综述了电子鼻的基本概念及其与生物嗅觉的关系。描述了化学数据分析的不同方法,包括统计方法、标准人工神经网络方法和基于先进生物嗅觉模型的方法。最后,对一个原型系统进行了回顾。
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引用次数: 19
A learning control scheme based on neural networks for repeatable robot trajectory tracking 基于神经网络的可重复机器人轨迹跟踪学习控制方案
Jizhong Xiao, Q. Song, Danwei W. Wang
This paper presents an iterative learning controller using neural network (NN) for the robot trajectory tracking control. The basic control configuration is briefly presented and a new weight-tuning algorithm of NN is proposed with a dead-zone technique. Theoretical proof is given which shows that our modified algorithm guarantees the convergence of NN estimation error in the presence of disturbance. The simulation study demonstrates that the proposed weight-tuning algorithm is robust and less sensitive to noise compared to the standard backpropagation algorithm in identifying the robot inverse dynamics. Moreover, the simulation results also shows that the proposed NN learning control scheme can greatly reduce tracking errors as the iteration number increases.
提出了一种基于神经网络的机器人轨迹跟踪迭代学习控制器。简要介绍了神经网络的基本控制结构,提出了一种新的基于死区技术的神经网络权值整定算法。理论证明了改进算法在存在干扰的情况下保证了神经网络估计误差的收敛性。仿真研究表明,与标准反向传播算法相比,该算法具有鲁棒性和较低的噪声敏感性。此外,仿真结果还表明,随着迭代次数的增加,所提出的神经网络学习控制方案可以大大降低跟踪误差。
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引用次数: 5
Hybrid automata models in continuous-linear hybrid systems analysis 连续-线性混合系统分析中的混合自动机模型
A. Favela
We introduce some analysis tools for a class of continuous-linear hybrid systems. The continuous-linear term is used in the sense of system theory and it is in this sense that continuous-linear hybrid automata are defined. Using the defined automaton representation, we provide an analytical formulation of the system dynamic behavior. With the analysis results, dynamic properties for reachability and limit cycle analysis purposes are established. Finally, a coupled hybrid case is conducted.
介绍了一类连续-线性混合系统的分析工具。连续-线性项是在系统论的意义上使用的,在这个意义上定义连续-线性混合自动机。使用定义的自动机表示,我们提供了系统动态行为的解析公式。根据分析结果,建立了可达性和极限环分析的动态性质。最后进行了一种耦合混合情况。
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引用次数: 5
Meaning for observers and agents 对观察者和代理的意义
Chrystopher L. Nehaniv
Shannon and Weaver (1963) formalized the notion of information transmission rate and capacity for pre-existing channels. Wittgenstein (1968) insisted that linguistic meaning be defined in terms of use in language games. Peirce (1965) realized the importance of sign, signified, and interpretant in processes of semiosis. In particular, the connection between sign and signified does not take place in a platonic vacuum but is situated, embodied, embedded, and must be mediated by an interpretant. We introduce a rigorous mathematical notion of meaning, as (1) agent- and observer- perceptible information in interaction games between an agent and its environment or between an agent and other agents, that is (2) useful for satisfying homeostatic and other drives, needs, goals or intentions. With this framework it is possible to address issues of sensor- and actuator- design, origins, evolution, and maintenance for biological and artificial systems. Moreover, correspondences between channels of meaning are exploited by biological entities in predicting the behavior or reading the intent of others, as in predator-prey and social interaction. Social learning, imitation, communication of experience also develop and can be developed on this substrate of shared meaning.
Shannon和Weaver(1963)形式化了预先存在的信道的信息传输速率和容量的概念。维特根斯坦(Wittgenstein, 1968)坚持根据语言游戏中的使用来定义语言意义。Peirce(1965)意识到符号、所指和解释在符号学过程中的重要性。特别是,符号和所指之间的联系不是在柏拉图式的真空中发生的,而是定位的、具体化的、嵌入的,并且必须由解释者来调解。我们引入了一个严格的数学意义概念,作为(1)代理和观察者在代理与其环境之间或代理与其他代理之间的交互游戏中的可感知信息,这是(2)对满足稳态和其他驱动,需求,目标或意图有用。有了这个框架,就有可能解决生物和人工系统的传感器和执行器的设计、起源、进化和维护问题。此外,生物实体利用意义通道之间的对应关系来预测他人的行为或解读他人的意图,如在捕食者-猎物和社会互动中。社会学习、模仿、经验交流也可以在共享意义的基础上发展。
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引用次数: 52
Neural approximators for the solution of decentralized optimal control problems 解分散最优控制问题的神经逼近器
M. Baglietto, T. Parisini, R. Zoppoli
There are many situations, in engineering and economic systems, where several decision makers (DMs), sharing different information patterns, cooperate to the accomplishment of a common goal. We address an approximate technique consisting in constraining the control functions to have a fixed structure (we chose feedforward neural networks). We are then able to obtain solutions that approximate the optimal ones within any desired degree of accuracy under very general conditions. Such a technique has proved to be effective in non-LQG classical optimal control and in team problems not solvable analytically.
在工程和经济系统中,有许多情况下,几个决策者(dm)共享不同的信息模式,为实现共同目标而合作。我们解决了一种近似技术,包括约束控制函数具有固定结构(我们选择了前馈神经网络)。然后,我们能够在非常一般的条件下,在任何期望的精度范围内获得近似于最优解的解。该方法在非lqg经典最优控制和不可解析解的团队问题中是有效的。
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引用次数: 0
Sampled-data iterative learning control for a class of nonlinear systems 一类非线性系统的采样数据迭代学习控制
Mingxuan Sun, Danwei W. Wang
In this paper, a sampled-data iterative learning control (ILC) method is proposed for a class of nonlinear continuous-time systems with higher-order relative degree. The learning control does not require differentiation of tracking error. As the sampling period is set to be small enough, a sufficient condition is derived to guarantee the convergence of the learning process. This method can be applied to a more general class of nonlinear continuous-time systems that the most existing ILC methods fail to work.
针对一类具有高阶相对度的非线性连续系统,提出了一种采样数据迭代学习控制方法。学习控制不需要微分跟踪误差。在采样周期足够小的情况下,导出了保证学习过程收敛的充分条件。该方法可以应用于更一般的一类非线性连续系统,而大多数现有的ILC方法都不起作用。
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引用次数: 3
A neural network based nonlinear PID controller using PID gradient training 一种基于神经网络的非线性PID控制器,采用PID梯度训练
Yonghong Tan, Xuanju Dang, A. van Cauwenberghe
A nonlinear PID controller is proposed to handle some nonlinear process control problems. In this scheme, the controller uses the system error, the integral of the system error, and the derivative of the system error as its inputs but the mapping from the inputs to the output is nonlinear. The corresponding nonlinear mapping may be specified based on the control requirement. The NPIDC strategy is realized using neural networks. For online training of the neural network based NPIDC, a PID gradient descent optimizing algorithm with momentum term is proposed. Then, the convergent characteristic of the algorithm is presented. Finally, a simulation study of applying the neural NPIDC strategy to a continuous-stirred-tank-reactor and a van de Vusse reactor is illustrated.
针对一些非线性过程控制问题,提出了一种非线性PID控制器。在该方案中,控制器使用系统误差、系统误差的积分和系统误差的导数作为其输入,但从输入到输出的映射是非线性的。可根据控制要求指定相应的非线性映射。NPIDC策略采用神经网络实现。针对基于NPIDC的神经网络在线训练问题,提出了一种带动量项的PID梯度下降优化算法。然后,给出了该算法的收敛特性。最后,对连续搅拌罐式反应器和van de Vusse反应器进行了神经网络NPIDC策略的仿真研究。
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引用次数: 5
Analysis of manufacturing lines using a phase space algorithm 用相空间算法分析生产线
T. El-Fouly, N. Zerhouni, M. Ferney, A. El Moudni
This paper presents an analysis of the dynamic behavior of manufacturing systems, as a basis for the control study. In this paper we present the special case of an open manufacturing line as an example. We present an analysis as well as an algorithm for minimizing the overall evolution time of a manufacturing line. The objective is to study the effect of changing the flow rate of the pieces arriving to the line on the overall performance of the manufacturing line (settling time, throughput) during the transient and the stationary regions.
本文对制造系统的动态行为进行了分析,为控制研究提供了基础。本文以开放式生产线的特殊情况为例。我们提出了一种最小化生产线整体进化时间的分析和算法。目的是研究在瞬态和静止区域改变到达生产线的工件的流量对生产线整体性能(沉淀时间,吞吐量)的影响。
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引用次数: 1
An analysis of type-1 and type-2 fuzzy logic systems 一类和二类模糊逻辑系统的分析
Dongming Wang, L. Acar
This document introduces the concept of type-2 fuzzy sets and compares the type-2 fuzzy set preliminaries with the ordinary type-1 fuzzy set. Two theorems are proved: the first one helps to generate the general form of the type-2 operations, the second provides an approach to transfer the type-1 fuzzy uncertainties to the type-2 system.
本文介绍了二类模糊集的概念,并将二类模糊集的初值与普通的一类模糊集进行了比较。证明了两个定理:第一个定理有助于生成二类操作的一般形式,第二个定理提供了一种将一类模糊不确定性转移到二类系统的方法。
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引用次数: 13
Using SPC and template monitoring method for fault detection and prediction in discrete event manufacturing systems 将SPC和模板监测方法应用于离散事件制造系统的故障检测与预测
H. Fadel, L. Holloway
The behavior of manufacturing systems with discrete I/O signals can be characterized by the timing and sequencing of changes (events) in these I/O. In this paper, we present a method to monitor these signals to alarm when faulty sequencing or timing behavior occurs, and also to warn when the timing starts to deviate from its normal behavior. This is accomplished by using a combination of the time template monitoring technique and statistical process control (SPC).
具有离散I/O信号的制造系统的行为可以通过这些I/O中变化(事件)的时序和顺序来表征。在本文中,我们提出了一种监测这些信号的方法,当错误的排序或时序行为发生时报警,当时序开始偏离其正常行为时也发出警告。这是通过使用时间模板监控技术和统计过程控制(SPC)的组合来实现的。
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引用次数: 22
期刊
Proceedings of the 1999 IEEE International Symposium on Intelligent Control Intelligent Systems and Semiotics (Cat. No.99CH37014)
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