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A graphical approach to design PI controller for integrator plus dead-time processes 积分器加死时过程PI控制器的图形化设计方法
Pub Date : 2011-12-01 DOI: 10.1109/ICCIAUTOM.2011.6356677
I. Momenizadeh, A. Madady, H. Reza-Alikhani
The proportional-integral (PI) and proportional integral-derivative (PID) controllers are widely used in lots of industrial control systems for many years since Ziegler and Nichols proposed their first PID tuning scheme. This is because the PI/PID controller structure is simple and its principle is easier to understand than most other advanced controllers. The aim and the contribution of this paper is to develop a novel graphical method to design the PI controller for industrial processes which are modeled by an integrator plus dead time (IPDT) transfer function. For this purpose, a set of loci is developed and plotted in the controller parameters plane, which one of the quantities consists of gain and phase margins, gain and phase crossover frequencies and Smith's vector margin is constant on each locus. Next, the desired closed loop system characteristics are stated in the form of two loci. By sketching these two loci and obtaining their intersection point the controllers parameters are determined. Finally some examples are given to demonstrate the effectiveness of the proposed method.
自Ziegler和Nichols首次提出PID整定方案以来,比例积分(PI)和比例积分导数(PID)控制器在工业控制系统中得到了广泛的应用。这是因为PI/PID控制器结构简单,其原理比大多数其他高级控制器更容易理解。本文的目的和贡献是开发一种新的图形化方法来设计由积分器加死区(IPDT)传递函数建模的工业过程的PI控制器。为此,在控制器参数平面上绘制了一组轨迹,其中一个量由增益和相位裕度、增益和相位交叉频率组成,并且每个轨迹上的史密斯矢量裕度是恒定的。接下来,期望的闭环系统特性以两个轨迹的形式表示。通过绘制这两个轨迹并求出它们的交点来确定控制器的参数。最后通过算例验证了所提方法的有效性。
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引用次数: 1
Initial test and design of a soft sensor for flow estimation using vibration measurements 利用振动测量进行流量估计的软传感器的初步测试和设计
Pub Date : 2011-12-01 DOI: 10.1109/ICCIAUTOM.2011.6356765
R. Safari, B. Tavassoli
This article presents results of an experimental study that indicates a correlation between the flow of the fluid in a pipe and the resulting vibrations. The main idea is to investigate the possibility of developing a low-cost, nonintrusive, flow rate estimation technique with a simple soft-sensor based on the dependency of flow rate on the vibration levels. In this work, the pipe vibrations were measured using a capacitive microphone installed on the pipe. Microphone time domain data were recorded at different flow rate values and then transformed to the frequency domain for further analysis. Empirical results indicate that there is a relationship between the output signal of microphone in frequency domain and the flow rate in the pipe. In other words, investigations show that pipe vibration levels are proportional to the fluid flow rate. Also, to study the effect of microphone installation location, the experiments were repeated for different microphone locations.
本文介绍了一项实验研究的结果,表明管道中流体的流动与产生的振动之间存在相关性。主要思想是研究开发一种低成本、非侵入式、基于流量与振动水平相关性的简单软传感器的流量估计技术的可能性。在这项工作中,使用安装在管道上的电容式麦克风测量管道振动。记录不同流量值下的麦克风时域数据,然后将其转换到频域进行进一步分析。实验结果表明,传声器的频域输出信号与管道内的流量有一定的关系。换句话说,研究表明,管道振动水平与流体流量成正比。同时,为了研究麦克风安装位置的影响,对不同麦克风位置进行了重复实验。
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引用次数: 6
A GOBF-wavelet wiener model for identification of nonlinear dynamic systems 一种用于非线性动力系统辨识的gbf -小波维纳模型
Pub Date : 2011-12-01 DOI: 10.1109/ICCIAUTOM.2011.6356832
M. Salimifard, A. Safavi, M. Shaheed
Since orthogonal representations of functions are among the most desirable and efficient approximation schemes, this paper proposes an appropriate combination of two classes of orthonormal basis functions for nonlinear dynamic system identification. For this purpose, the nonlinear Wiener model is studied which consists of a linear time invariant (LTI) subsystem followed by a nonlinear static function. To describe the linear part, Generalized Orthonormal Basis Functions (GOBFs) are invoked. These orthonormal bases include the familiar Laguerre, FIR, two-parameter Kautz and Hambo bases as special cases. The nonlinear static part is approximated based on orthogonal wavelets with compact support. By appropriate combination of these two parts, a linear-in-the-parameter model is obtained. Therefore, parameter estimation is simplified to an ordinary least squares problem. Two nonlinear dynamic case studies, a simulated fermentation process and a real singlelink flexible manipulator system, are also provided which demonstrate the effectiveness of the proposed algorithm with satisfactory performance.
由于函数的正交表示是最理想和最有效的逼近格式之一,本文提出了两类正交基函数的适当组合用于非线性动力系统辨识。为此,研究了非线性维纳模型,该模型由一个线性时不变子系统和一个非线性静态函数组成。为了描述线性部分,使用了广义正交基函数。这些标准正交基包括我们熟悉的Laguerre、FIR、双参数Kautz和Hambo基作为特例。非线性静态部分基于紧支撑的正交小波逼近。通过这两部分的适当结合,得到了参数线性模型。因此,将参数估计简化为一个普通的最小二乘问题。最后给出了模拟发酵过程和实际单链柔性机械臂系统的非线性动态算例,验证了该算法的有效性和令人满意的性能。
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引用次数: 0
Design of new soft sensors based on PCA, genetic algorithm and neural network for parameters estimation of a petroleum reservoir 基于PCA、遗传算法和神经网络的油气储层参数估计软传感器设计
Pub Date : 2011-12-01 DOI: 10.1109/ICCIAUTOM.2011.6356768
H. Alaei
A new set of soft sensors is presented, based on principal component analysis (PCA), genetic algorithm (GA) and artificial neural network (ANN) methodologies for parameters estimation of a petroleum reservoir. The crude diagrams of reservoir parameters provide valuable evaluation for petro-physical parameters. These parameters, however, are usually difficult to measure due to limitations insights on cost, reliability considerations, inappropriate instrument maintenance and sensor failures. PCA and genetic algorithm is utilized to develop new soft sensors to incorporate reliability and prediction capabilities of ANN. Genetic algorithms are used to decide the initial weights of the gradient decent methods so that all the initial weights can be searched intelligently. The genetic operators and parameters are carefully designed and set avoiding premature convergence and permutation problems. The proposed algorithm combines the local searching ability of the gradient-based back-propagation (BP) strategy with the global searching ability of genetic algorithms in the PCA subspaces. The developed soft sensors are applied to reconstruct parameters of Marun reservoir located in Ahwaz, Iran, by utilizing the available geophysical well log data.
提出了一套基于主成分分析(PCA)、遗传算法(GA)和人工神经网络(ANN)方法的油气储层参数估计软传感器。储层参数粗图为储层物性参数评价提供了有价值的依据。然而,由于对成本、可靠性考虑、仪器维护不当和传感器故障的限制,这些参数通常难以测量。利用主成分分析和遗传算法开发新的软传感器,结合人工神经网络的可靠性和预测能力。采用遗传算法确定梯度体面法的初始权值,实现对所有初始权值的智能搜索。遗传算子和遗传参数经过精心设计和设置,避免了早熟收敛和置换问题。该算法将基于梯度的反向传播(BP)策略的局部搜索能力与遗传算法在PCA子空间中的全局搜索能力相结合。利用现有的地球物理测井资料,将开发的软传感器应用于伊朗Ahwaz Marun油藏的参数重建。
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引用次数: 0
Kinematic control of a seven DOF robot manipulator with joint limits and obstacle avoidance using neural networks 基于神经网络的关节限制和避障七自由度机器人的运动控制
Pub Date : 2011-12-01 DOI: 10.1109/ICCIAUTOM.2011.6356794
H. Toshani, M. Farrokhi
In this paper, a numerical method based on neural network is presented to solve inverse kinematics problem of redundant manipulators subject to joint angle limits and obstacles in the workspace of the robot. The proposed method is performed in real time, where radial-basis function neural network is used to obtain joint angles of the robot. In order to satisfy constrains, a method called Nonlinear Quadratic Programming (NQP) is applied to update NN's weights. Moreover, it will be shown that if the Kuhn-Tucker conditions are satisfied, then convergence of NN's weights is guaranteed. Since the process is performed on-line, the computational time of obtaining the inverse kinematics solution must be suitable for real-time applications such as control of the robot manipulators. Moreover, since the convergence rate of the problem depends on the initial weights of the neural network, several initial weights are used relative to suitable factors such as feasibility of the solution and vicinity of the desired point. Simulations are carried out on the PA-10 redundant manipulator to show effectiveness of the proposed algorithm.
本文提出了一种基于神经网络的数值方法,用于求解关节角度限制和机器人工作空间中障碍物影响下的冗余机械手逆运动学问题。该方法采用径向基函数神经网络实时获取机器人关节角度。为了满足约束条件,采用非线性二次规划(NQP)方法更新神经网络的权值。并且,如果满足Kuhn-Tucker条件,则保证了神经网络权值的收敛性。由于该过程是在线进行的,因此获得运动学逆解的计算时间必须适合于机器人操作手控制等实时应用。此外,由于问题的收敛速度取决于神经网络的初始权值,因此针对解的可行性和期望点的邻近度等合适的因素使用了几个初始权值。通过对PA-10冗余机械手的仿真,验证了该算法的有效性。
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引用次数: 7
Bayesian networks design of load-frequency control based on GA 基于遗传算法的负载频率控制贝叶斯网络设计
Pub Date : 2011-12-01 DOI: 10.1109/ICCIAUTOM.2011.6356676
Fatemeh Daneshfar, H. Bevrani, F. Mansoori
Frequency regulation in interconnected networks is one of the main challenges in power systems. Significant interconnection frequency deviations can cause under/over frequency relaying and disconnect some loads and generations. Under unfavorable conditions, this may result in a cascading failure and system collapse. A control strategy for solving this problem in a multi-area power system is presented by an intelligent based load frequency control (LFC) using Bayesian networks (BNs). This method admits considerable flexibility in defining the control objectives specifically in a large scale power system. The BNs provide efficient probabilistic inference algorithms that permit answering various probabilistic queries about the system and incorporate expert knowledge and historical data for revising the prior belief in the light of new evidence in many fields. It is also possible to include local conditional dependencies into the model, by directly specifying the causes that influence a given effect. To demonstrate the capability of the proposed control structure, a three-control area power system simulation with two different scenarios is presented.
互联网络的频率调节是电力系统面临的主要挑战之一。显著的互连频率偏差可能导致频率过低/过低中继,并断开某些负载和代。在不利的情况下,这可能导致级联故障和系统崩溃。提出了一种基于贝叶斯网络的智能负荷频率控制策略,以解决多区域电力系统中的这一问题。该方法在确定大型电力系统的具体控制目标方面具有很大的灵活性。bp网络提供了有效的概率推理算法,允许回答关于系统的各种概率查询,并结合专家知识和历史数据,根据许多领域的新证据修改先验信念。通过直接指定影响给定结果的原因,也可以将局部条件依赖关系包含到模型中。为了验证所提出的控制结构的能力,给出了两种不同场景下的三控制区电力系统仿真。
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引用次数: 12
Nonlinear PI controller for interior permanent magnet synchronous motor drive 内置永磁同步电机驱动的非线性PI控制器
Pub Date : 2011-12-01 DOI: 10.1109/ICCIAUTOM.2011.6356660
M. Mardaneh, F. Bavafa, S. Alavi, M. Sadeghi
This paper develops a high performance PI based controller for interior permanent magnet synchronous motor (IPMSM) drive. The performance indices which have been utilized as objective function are zero steady-state error, minimum speed deviation, and minimum settling time of the IPMSM drive. In this paper, a new method is used for tuning the PI controller. The optimal behavior of drive can be achieved by considering two control strategies: maximum torque per ampere (MTPA) control strategy in constant torque region and flux-weakening (FW) control strategy in constant power region. The nonlinear behavior of the IPMSM drives makes it difficult to tune the coefficients of the controller. This paper deals with tuning of the coefficients of the controller. In this paper a proportional-integral controller is utilized which is very simple applicable with high performance. Whereas, using the proposed tuning method, the problems that arise from conventional PI-controller, especially in nonlinear system, have been omitted.
本文开发了一种基于PI的高性能内置永磁同步电机驱动控制器。以永磁同步电动机的零稳态误差、最小转速偏差和最小沉降时间为目标函数。本文采用一种新的方法对PI控制器进行整定。通过考虑恒转矩区域的最大转矩/安培(MTPA)控制策略和恒功率区域的磁链弱化(FW)控制策略来实现驱动的最优行为。IPMSM驱动器的非线性特性使得控制器的系数难以整定。本文讨论了控制器系数的整定问题。本文采用了一种简单、性能优良的比例积分控制器。采用该方法,克服了传统pi控制器在非线性系统中存在的问题。
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引用次数: 4
A fast convergence algorithm for BPNN based on optimal control theory based learning rate 基于最优控制理论的bp神经网络快速收敛算法
Pub Date : 2011-12-01 DOI: 10.1109/ICCIAUTOM.2011.6356672
E. Zeraatkar, Mohammad Soltani, P. Karimaghaee
In this paper, a novel updating law for Backpropagation learning algorithm based on optimal control theory is proposed. The original Backpropagation algorithm composed of learning rate factor (LR). The coefficient in LR is called step size and indicates the rate of algorithm convergence which is selected by trial and error. In original BP the step size is constant. This fixed step size causes important incapabilities such as slow convergence and local minima problem. In Optimal Control Theory Based Learning Rate (OCLR)algorithm the step size is selected adaptively according to optimal control theory that makes Backpropagation learning algorithm convergence much faster than the original BP. To achieve the fastest possible answer, the Backpropagation learning algorithm is modeled as a minimum time control problem and the step size coefficient is considered as input. This consideration results a Bang-Bang control characteristics. The effectiveness of the proposed algorithm is evaluated via two examples. These examples are XOR, 3-bit parity. In all the problems, the proposed algorithm outperforms well in speed and the ability to escape from local minima.
本文提出了一种基于最优控制理论的反向传播学习算法的更新规律。原始的反向传播算法由学习率因子(LR)组成。LR中的系数称为步长,表示算法的收敛速度,该速度是通过试错法选择的。在原始BP中,步长是恒定的。这种固定的步长导致了一些重要的缺陷,如缓慢的收敛和局部最小问题。基于最优控制理论的学习率(OCLR)算法根据最优控制理论自适应选择步长,使得反向传播学习算法的收敛速度大大快于原BP。为了获得最快的答案,将反向传播学习算法建模为最小时间控制问题,并将步长系数作为输入。这种考虑产生了Bang-Bang的控制特性。通过两个算例验证了该算法的有效性。这些例子是异或,3位奇偶校验。在所有问题中,所提出的算法在速度和摆脱局部极小值的能力上都有较好的表现。
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引用次数: 4
A semi-analytic modeling of nonlinearities for nano-robotic applications, macro and micro sized systems 应用于纳米机器人、宏观和微观系统的非线性半解析建模
Pub Date : 2011-12-01 DOI: 10.1109/ICCIAUTOM.2011.6356795
M. Korayem, A. Homayooni, S. Sadeghzadeh, M. Safa, V. Rahneshin
Hysteresis effects on the macro, micro and nano sized piezo-driven systems are presented using a semi-analytical approach. After deriving the equations of motion and related boundary conditions using the Hamilton principle, they have been discretized using the Generalized Differential Quadrature Method (GDQM). Validation with exact and existent numerical methods provided and a good agreement has been observed for linear and nonlinear responses. As a pioneer, the hysteresis loops are provided with present distributed semi-analytical approach. Then, applicability of the obtained hysteresis loop in a nano-manipulation scheme has described exactly. It has shown that an expensive nano-manipulation scheme may be failed in the presence of hysteresis loops. In addition, the effects of the lamination on the hysteresis loop have been investigated. However, lamination strongly changes the linear response of micro and nano electro mechanical systems, nonlinear response shape (hysteresis loops) toward the lamination has not considerably affected.
用半解析的方法研究了宏观、微观和纳米压电驱动系统的磁滞效应。在利用Hamilton原理推导出运动方程和相关边界条件后,利用广义微分正交法(GDQM)对其进行离散化。给出了精确的和现有的数值方法,并对线性和非线性响应进行了验证。作为一种先驱者,我们用分布式半解析方法给出了滞回线。然后,准确地描述了所得到的磁滞回线在纳米操纵方案中的适用性。这表明,一个昂贵的纳米操作方案可能会失败的存在滞回环。此外,还研究了层压对磁滞回线的影响。然而,层合会强烈地改变微纳机电系统的线性响应,而对层合的非线性响应形状(迟滞回路)没有明显的影响。
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引用次数: 2
Flux and torque control of synchronous reluctance motor based on second order sliding mode method 基于二阶滑模方法的同步磁阻电机磁链和转矩控制
Pub Date : 2011-12-01 DOI: 10.1109/ICCIAUTOM.2011.6356707
S. S. Boroujeni, G. Markadeh, J. Soltani, N. Abjadi
In this paper the electromagnetic torque and the square of the stator flux magnitude control using second order sliding mode controller (2-SMC) of a synchronous reluctance motor (SynRM), is proposed. With the purpose of guarantee the electromagnetic torque and stator flux to track its reference signal strictly, the electromagnetic torque sliding mode variable and stator flux sliding mode variable were selected separately. Designed super twisting controller permits to decrease chattering that is inherent in first order sliding mode control and to improve accuracy. Also the upper band of parameters uncertainties, are calculated to serve the stability of the total system. The effectiveness of the designed control scheme is confirmed via simulation.
本文提出了用二阶滑模控制器(2-SMC)控制同步磁阻电动机的电磁转矩和定子磁链大小的平方。为了保证电磁转矩和定子磁链严格跟踪其参考信号,分别选择了电磁转矩滑模变量和定子磁链滑模变量。所设计的超扭控制器能够有效地降低一阶滑模控制固有的抖振,提高控制精度。此外,还计算了参数不确定性的上带,以服务于整个系统的稳定性。通过仿真验证了所设计控制方案的有效性。
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引用次数: 1
期刊
The 2nd International Conference on Control, Instrumentation and Automation
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