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2013 9th Asian Control Conference (ASCC)最新文献

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Optimized real-time soft analyzer for chemical process using artificial intelligence 利用人工智能优化化工过程实时软分析仪
Pub Date : 2013-06-23 DOI: 10.1109/ASCC.2013.6606356
M. M. Karimi, A. Fatehi, R. Ebrahimpour, Ali Shamsaddinlou
This paper concerns application of data-derived approaches for analyzing and monitoring chemical process instruments, extracting product information, and designing estimation models for primary process variables, or difficult to measure in real-time variables. Modeling of process with an optimized classical neural network, the multi-layer perceptron (MLP) is discussed. Tennessee Eastman Process, a well-known plant wide process benchmark, is applied to validate the proposed approach. Investigations and several algorithms as step response test, Lipschitz number method and forward selection are used. The main advancement introduced here is that a hierarchical level responsible strategy is applied for selection of input variables and respective efficient time delays to attain the highest possible prediction accuracy of the neural network model for industrial process identification.
本文研究了数据衍生方法在化工过程仪表分析与监控、产品信息提取、主要过程变量或难以实时测量的变量估计模型设计等方面的应用。讨论了用优化后的经典神经网络对过程进行建模的多层感知器。田纳西州伊士曼过程,一个著名的工厂范围内的过程基准,被用于验证所提出的方法。采用了阶跃响应检验、利普希茨数法和正向选择等算法。本文的主要进展是采用一种分层负责策略来选择输入变量和各自的有效时滞,以达到工业过程识别神经网络模型的最高预测精度。
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引用次数: 0
Unscented Kalman Filter for an orientation module of a quadrotor mathematical model 四旋翼飞行器数学模型定向模块的无气味卡尔曼滤波
Pub Date : 2013-06-23 DOI: 10.1109/ASCC.2013.6606269
Jarosław Gośliński, Wojciech Giernacki, Stanislaw Gardecki
The article describes the Unscented Kalman Filter, used in an orientation module of the quadrotor. Control of the quadrocopter is an important issue. Since it belongs to the group of the UAVs (Unmanned Aerial Vehicle), quadrotor must pass safety requirements in order to be used in urban spaces. Here, authors are solving one of the most important problems: estimation of the state vector of the quadrotor. Multirotors like quadrotor can work in semi autonomous or full autonomous mode. Regardless of the used mode, at least one control loop must be always on: an orientation loop. Normally a regulator responsible for an orientation stabilization is based on measurements from IMU (Inertial Measurement Unit). Here, an extended version of the state estimator, based on IMU readings and prediction from the model is introduced. Authors have implemented the Unscented Kalman Filter (firstly described in [1]) and proved that, this estimator is suitable in case of UAV.
文章介绍了Unscented卡尔曼滤波器,用于四旋翼飞行器的定向模块。控制的四轴飞行器是一个重要的问题。由于它属于无人机(无人驾驶飞行器)的一组,四旋翼必须通过安全要求,才能在城市空间使用。在这里,作者正在解决一个最重要的问题:四旋翼飞行器的状态向量的估计。像四旋翼这样的多旋翼机可以在半自主或全自主模式下工作。无论使用哪种模式,必须至少有一个控制回路始终处于开启状态:方向回路。通常负责方向稳定的调节器是基于来自IMU(惯性测量单元)的测量。本文介绍了基于IMU读数和模型预测的状态估计器的扩展版本。作者实现了Unscented卡尔曼滤波器(在[1]中首次描述),并证明了该估计器适用于无人机。
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引用次数: 11
Computation of Parametric Convergence Bound and Parametric Convergence Margin for Volterra series expansion Volterra级数展开的参数收敛界和参数收敛裕度的计算
Pub Date : 2013-06-23 DOI: 10.1109/ASCC.2013.6606144
Zhenlong Xiao, X. Jing, Li Cheng
In this paper, the concepts of Parametric Bound of Convergence (PBoC) and Parametric Convergence Margin (PCM) are proposed, The estimation of PBoC and PCM are presented explicitly in terms of the characteristic parameters, which do not require any recursive computation. An example is given to illustrate and validate the presented results.
本文提出了参数收敛界(PBoC)和参数收敛裕度(PCM)的概念,并明确给出了基于特征参数的参数收敛界和参数收敛裕度的估计,这两种估计不需要递归计算。最后给出了一个算例来说明和验证所提出的结果。
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引用次数: 3
Model Predictive Control of transparent bilateral teleoperation systems under uncertain communication time-delay 不确定通信时延下双向透明遥操作系统的模型预测控制
Pub Date : 2013-06-23 DOI: 10.1109/ASCC.2013.6606130
Seyyed Vahid Ghoushkhanehee, A. Alfi
Performance and stability degradation in teleoperation systems experiencing time delay in both forward and backward channels is of crucial importance. What is addressed in this paper is to propose a new control strategy using a modified Model Predictive Control (MPC) and a modified smith predictor. The MPC is in charge of the forward communication time delay by providing future control sequences. Also, the smith predictor compensates for the backward time delay. First, as a slave controller a simple discrete PD controller is designed for the slave system. Then, the system is reduced to a more general form to derive the future control sequences or namely to derive the master controller. Throughout the paper a low-pass unitary gain filter is used to improve the robustness of the teleoperation system under study. The design of a pre-filter highly reduces the overshoots imposed on the system.
在前向和后向信道均存在时间延迟的远程操作系统中,性能和稳定性下降是一个至关重要的问题。本文提出了一种基于修正模型预测控制(MPC)和修正smith预测器的控制策略。MPC通过提供未来的控制序列来控制前向通信的时间延迟。此外,smith预测器补偿了反向时间延迟。首先,设计了一个简单的离散PD控制器作为从控器。然后,将系统简化为更一般的形式来推导出未来的控制序列,即推导出主控制器。本文采用低通酉增益滤波器来提高所研究的遥操作系统的鲁棒性。预滤波器的设计极大地减少了施加在系统上的超调。
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引用次数: 14
System identification and robust controller design for the autopilot of an unmanned helicopter 无人直升机自动驾驶仪系统辨识与鲁棒控制器设计
Pub Date : 2013-06-23 DOI: 10.1109/ASCC.2013.6606298
A. Safaee, H. Taghirad
One of the most complex issues which are proposed in designing a controller for autopilots is robustness. This requirement is due to the dynamic model changes and also, the resistance to environmental disturbances. A main factor that changes the dynamic model of the helicopter autopilot is any change in body mass center, such as any additional load. Furthermore, wind is one of the main causes of environmental disturbances. In this paper model identification of four systems in helicopter by using real data is presented. For all systems robust H2/H∞ and mixed sensitivity controller are designed. The simulation results show the robustness of designed controllers in the existence of uncertainty. The designed controller was implemented on the real case study. Results demonstrate the robustness of the system.
鲁棒性是自动驾驶仪控制器设计中最复杂的问题之一。这种要求是由于动态模型的变化以及对环境干扰的抵抗力。机体质量中心的变化是影响直升机自动驾驶仪动力学模型的主要因素,如附加载荷的变化。此外,风是造成环境干扰的主要原因之一。本文利用实际数据对直升机四种系统进行了模型辨识。针对所有系统设计了鲁棒H2/H∞和混合灵敏度控制器。仿真结果表明,所设计的控制器在存在不确定性时具有较好的鲁棒性。设计的控制器在实际案例中得到了实现。结果表明了系统的鲁棒性。
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引用次数: 4
Modeling of guide disk speed of rotary piercer based on PCA-ELM 基于PCA-ELM的旋转穿孔机导盘速度建模
Pub Date : 2013-06-23 DOI: 10.1109/ASCC.2013.6605991
Dong Xiao, S. Shi, Zhizhong Mao, Jichun Wang
Piercer is an important equipment in seamless steel tubes production. The guide disc model is proposed by the analysis to hydraulic system which drives guide disc which is important for its control. Load-torque which is the important parameter in model is predicted by soft measure method. A PCA-ELM soft sensor model is proposed to estimate the guide disc speed in rolling piercing process successfully. The accuracy system is proved by simulation.
穿孔机是无缝钢管生产中的重要设备。通过对驱动导向盘的液压系统的分析,提出了导向盘模型,对导向盘的控制具有重要意义。采用软测量方法对模型中的重要参数负载-转矩进行了预测。提出了一种PCA-ELM软测量模型,成功地估计了轧制穿孔过程中导向盘的速度。通过仿真验证了该系统的精度。
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引用次数: 0
A study on the spectrum of monodromy operator for a time-delay system 一类时滞系统单算子谱的研究
Pub Date : 2013-06-23 DOI: 10.1109/ASCC.2013.6606024
Jung Hoon Kim, T. Hagiwara, K. Hirata
This paper studies the spectral properties of mon-odromy operators, which play an important role in stability analysis of linear time-invariant time-delay feedback systems. The paper is motivated by the fact that this operator can actually be defined naturally on four spaces, where the difference stems from different choices for the function space on which the infinite-dimensional state of such a time-delay system is assumed to take its value. It is first shown that the spectrum of the monodromy operator is independent of the spaces on which it is defined. It is further shown that the operator spectrum is continuous at monodromy operators, which is a crucial fundamental fact in justifying the spectrum computation of the monodromy operator through its approximation by any sort of tractable operators.
本文研究了非正交算子的谱性质,它在线性时不变时滞反馈系统的稳定性分析中起着重要的作用。这篇论文的动机是,这个算子实际上可以在四个空间上自然地定义,其中的差异源于对函数空间的不同选择,在函数空间上假设这样一个时滞系统的无限维状态取其值。首先证明了单算子的谱与它所定义的空间无关。进一步证明了算子谱在单算子处是连续的,这是证明用任意可处理算子逼近单算子进行谱计算的一个重要的基本事实。
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引用次数: 2
Data-driven water supply systems modelling 数据驱动的供水系统建模
Pub Date : 2013-06-23 DOI: 10.1109/ASCC.2013.6606373
Yuan Zhang, Jing Wu, Ning Li, Shaoyuan Li, Kang Li
Nowadays, the structure and properties of water supply system are becoming more and more complex, and modeling is becoming increasingly difficult. In this paper, a data-driven subspace identification method is presented. Firstly, a brief introduction for water supply systems is presented; after that, we get the I/O data through the InfoWorks WS software; at last, a data-driven subspace identification method is applied to get the model. The result of the experiment shows the effectiveness of the proposed method.
如今,供水系统的结构和性能越来越复杂,建模难度也越来越大。提出了一种数据驱动的子空间识别方法。首先,对供水系统进行了简要介绍;然后通过InfoWorks WS软件获取I/O数据;最后,采用数据驱动的子空间识别方法得到模型。实验结果表明了该方法的有效性。
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引用次数: 1
The effect of measurement for time synchronization error in the tightly coupled GPS/INS integration GPS/INS紧密耦合集成中测量对时间同步误差的影响
Pub Date : 2013-06-23 DOI: 10.1109/ASCC.2013.6606325
Cheol-Kwan Yang, D. Shim
The performance of tightly coupled GPS/INS integration becomes worse if the time synchronization error occurs between the GPS receiver and INS(Inertial Navigation System). In this paper the effect of measurement due to time synchronization error is investigated for tightly coupled GPS/INS integration. Two kinds of measurement is used; one is pseudorange only, and the other is both pseudorange and pseudorange rate.
当GPS接收机与惯导系统之间存在时间同步误差时,会影响GPS/INS紧密耦合集成的性能。研究了GPS/INS紧密耦合集成中时间同步误差对测量的影响。采用两种测量方法;一个是伪橙值,另一个是伪橙值和伪橙率。
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引用次数: 1
Improved results on frequency weighted optimal Hankel norm model reduction 改进了频率加权最优汉克尔范数模型约简结果
Pub Date : 2013-06-23 DOI: 10.1109/ASCC.2013.6606397
Deepak Kumar, S. K. Nagar
In this paper a new frequency weighted optimal Hankel norm model reduction algorithm is proposed which is based on a combination of Wang et al's technique [14] and Varga and Anderson's technique [13]. The proposed algorithm results stable reduced order models with both single sided and double sided weightings. A numerical example is considered to validate the proposed algorithm and the comparison with other well known techniques shows the effectiveness of the proposed algorithm.
本文将Wang等人的技术[14]与Varga和Anderson的技术[13]相结合,提出了一种新的频率加权最优Hankel范数模型约简算法。该算法在单面和双面加权下都能得到稳定的降阶模型。通过数值算例验证了所提算法的有效性,并与其它已知算法进行了比较。
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引用次数: 8
期刊
2013 9th Asian Control Conference (ASCC)
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