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2019 24th International Conference on Methods and Models in Automation and Robotics (MMAR)最新文献

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Iterative learning control of deflections in vibrating beam 振动梁挠度的迭代学习控制
Kamil Klimkowicz, Robert Maniarski, M. Patan
The paper discuss an effective approach to iterative learning control synthesis for a class of distributed parameter systems described by partial differential equations with biharmonic operator. The study is carried out based on the example of transverse displacements in a cantilever beam induced by the external loads. The sufficient conditions for the convergence of the proposed iterative control law are formulated. Also, the resulting control learning scheme supported by effective implementation based on the finite element method was investigated subject to the different configurations of actuator/sensor field.
本文讨论了一类含双调和算子的偏微分方程分布参数系统的迭代学习控制综合的有效方法。本文以外荷载作用下悬臂梁的横向位移为例进行了研究。给出了迭代控制律收敛的充分条件。同时,针对不同的作动器/传感器场配置,研究了基于有限元法的有效实现控制学习方案。
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引用次数: 3
On asymptotic properties of discrete Volterra equations of convolution type 关于卷积型离散Volterra方程的渐近性质
P. T. Anh, A. Babiarz, A. Czornik, M. Niezabitowski, S. Siegmund
This paper discusses dynamic properties of discrete Volterra equations of convolution type. The asymptotic separation of solutions is studied. More precisely, a polynomial lower bound for the norm of differences between two different solutions of discrete Volterra equations of convolution type is presented. We apply this result to the theory of fractional difference equations.
讨论了卷积型离散Volterra方程的动力学性质。研究了解的渐近分离问题。更准确地说,给出了卷积型离散Volterra方程两种不同解之间差模的多项式下界。我们将这一结果应用于分数阶差分方程理论。
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引用次数: 2
Extremal Problems for Integral Time Lag Parabolic Systems 积分时滞抛物型系统的极值问题
A. Kowalewski, M. Miśkowicz
Extremal problems for integral time lag parabolic systems are presented. An optimal boundary control problem for distributed parabolic systems in which integral time lags appear in the state equations and in the boundary conditions simultaneously is solved. Such equations constitute in a linear approximation a universal mathematical model for many diffusion processes. The time horizon is fixed. Making use of the Dubovicki-Milutin scheme, necessary and sufficient conditions of optimality for the Neumann problem with the quadratic performance functionals and constrained control are derived.
给出了积分时滞抛物型系统的极值问题。求解了状态方程和边界条件同时存在积分时滞的分布式抛物型系统的最优边界控制问题。这些方程以线性近似的形式构成了许多扩散过程的通用数学模型。时间范围是固定的。利用Dubovicki-Milutin格式,导出了具有二次性能泛函和约束控制的Neumann问题的最优性的充分必要条件。
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引用次数: 4
FEM Modeling and Parameter Identification of Thermoelectrical Processes in Cylindrical Bodies 圆柱体热电过程的有限元建模与参数辨识
D. Knyazkov, G. Kostin, A. Gavrikov, H. Aschemann, A. Rauh
In this paper, a test rig available at the University of Rostock is considered that consists of two co-axial aluminum cylinders heated by a Peltier element (PE) located in between them. The end faces of the cylinders that are not in contact with the PE are thermally insulated. For the assessment of control structures, an accurate finite element (FE) model for the complete system is derived including a detailed thermoelectric model for the PE. Given experimental data from the test rig, characteristic system parameters of the PE - the Seebeck coefficient and the Ohmic resistance - are identified. A comparison of the parametrized overall FE model with validation data shows that the simulation results are in good agreement with experimental data.
本文考虑了罗斯托克大学现有的一个试验台,该试验台由两个同轴铝圆柱体组成,由位于它们之间的珀尔捷元件(PE)加热。不与PE接触的钢瓶端面是隔热的。为了对控制结构进行评估,导出了完整系统的精确有限元模型,其中包括PE的详细热电模型。根据试验台的实验数据,确定了PE的特征系统参数——塞贝克系数和欧姆电阻。参数化整体有限元模型与验证数据的比较表明,仿真结果与实验数据吻合较好。
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引用次数: 3
Model-Based Nonlinear Control of the Cathode Pressure of a PEM Fuel Cell System Using a VTG 基于模型的基于VTG的PEM燃料电池系统阴极压力非线性控制
D. Schitz, H. Aschemann
Fuel cells are in risk of starvation due to a possible drop of the oxygen partial pressure during a dynamic operation. Therefore, feedback control of the cathode pressure plays an important role towards an efficient operation of a polymer electrolyte membrane (PEM) fuel cell system. In this paper, hence, a model-based nonlinear pressure control approach using a variable turbine geometry (VTG) is presented. The system model is derived from physical considerations in symbolic form, and parametrized by a least-squares parameter identification. As the derived dynamic model of the cathode subsystem is highly nonlinear, appropriate techniques using differential flatness are applied. Moreover, a sigma-point Kalman filter (SPKF) provides accurate estimates for the state variables and a lumped disturbance. Simulation results show the effectiveness and illustrate the achieved control performance.
在动态运行过程中,由于氧分压可能下降,燃料电池处于饥饿的危险中。因此,阴极压力的反馈控制对聚合物电解质膜(PEM)燃料电池系统的高效运行起着重要的作用。因此,本文提出了一种基于模型的基于可变涡轮几何形状的非线性压力控制方法。该系统模型以符号形式从物理考虑出发,并采用最小二乘参数辨识方法进行参数化。由于导出的阴极子系统的动力学模型是高度非线性的,因此采用了适当的差分平坦度技术。此外,sigma-point Kalman滤波(SPKF)提供了对状态变量和集总扰动的准确估计。仿真结果表明了该方法的有效性,并说明了所实现的控制性能。
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引用次数: 0
Multi-criteria Loop Quality Assessment: A Large-Scale Industrial Case Study 多准则循环质量评估:大规模工业案例研究
P. Domański, M. Lawrynczuk, Sebastian Golonka, B. Moszowski, Piotr Matyja
This paper is concerned with Control Performance Assessment (CPA) of an industrial nitric fertilizer production installation. As many as more than 200 single or cascaded loops based on the PID control algorithm are considered. Effectiveness of various control loop quality measures is compared: integral indexes, factors of different probabilistic density functions and persistence fractal measures are taken into account. Finally, the most informative ones are integrated into a single radar plot being the common platform for comparison. Analysis is accompanied with PID settings analysis showing further tuning directions. As each of the installation elements is in different status, the results enable to point out necessary steps for future plant improvements.
本文对某工业氮肥生产装置的控制性能评价进行了研究。基于PID控制算法的单回路或级联回路多达200多个。比较了各种控制回路质量测度的有效性:考虑了积分指标、不同概率密度函数的影响因素和持续分形测度。最后,将信息量最大的数据整合到一个雷达图中,作为通用的比较平台。分析伴随着PID设置分析,显示进一步的调整方向。由于每个安装元素处于不同的状态,结果可以指出未来工厂改进的必要步骤。
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引用次数: 3
JamesBot - an intelligent agent playing StarCraft II JamesBot -一个玩星际争霸II的智能代理
Z. Kowalczuk, J. Cybulski, Michał Czubenko
The most popular method for optimizing a certain strategy based on a reward is Reinforcement Learning (RL). Lately, a big challenge for this technique are computer games such as StarCraft II which is a real-time strategy game, created by Blizzard. The main idea of this game is to fight between agents and control objects on the battlefield in order to defeat the enemy. This work concerns creating an autonomous bot using reinforced learning, in particular, the Q-Learning algorithm for playing StarCraft. JamesBot consists of three parts. State Manager processes relevant information from the environment. Decision Manager consists of a table implementation of the Q-Learning algorithm, which assigns actions to states, and the epsilon-greedy strategy, which determines the behavior of the bot. In turn, Action Manager is responsible for executing commands. Testing bots involves fighting the default (simple) agent built into the game. Although JamesBot played better than the default (random) agent, it failed to gain the ability to defeat the opponent. The obtained results, however, are quite promising in terms of the possibilities of further development.
基于奖励优化特定策略的最流行方法是强化学习(RL)。最近,这一技术面临的一大挑战是电脑游戏,如暴雪制作的即时战略游戏《星际争霸2》。这款游戏的主要思想是在战场上的代理人和控制对象之间进行战斗,以击败敌人。这项工作涉及使用强化学习来创建一个自主机器人,特别是玩《星际争霸》的Q-Learning算法。JamesBot由三部分组成。状态管理器处理来自环境的相关信息。Decision Manager由Q-Learning算法的表实现和epsilon-greedy策略组成,前者将动作分配给状态,后者决定机器人的行为。反过来,动作管理器负责执行命令。测试机器人包括对抗内置在游戏中的默认(简单)代理。尽管JamesBot比默认(随机)代理玩得更好,但它未能获得击败对手的能力。然而,就进一步发展的可能性而言,所获得的结果是相当有希望的。
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引用次数: 1
Camera model for lens with strong distortion in automotive application 汽车用强畸变镜头的相机模型
Kamil Lelowicz
This document presents mathematical model of camera with strong lens distortion that can be used in calibration process and in a computer vision algorithms. Both radial and tangential aberration are taken into consideration. Moreover, a comparison of the use of the division and Brown-Conrady models has been presented.
本文提出了具有强烈镜头畸变的摄像机的数学模型,该模型可用于标定过程和计算机视觉算法。同时考虑了径向和切向像差。此外,还对划分模型和Brown-Conrady模型的使用进行了比较。
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引用次数: 3
Mechatronics Design, Modelling and Controlling of the Stewart-Gough Platform Stewart-Gough平台的机电一体化设计、建模与控制
Dawid Owoc, K. Ludwiczak, R. Piotrowski
This paper presents a mechatronics design of a low-cost Stewart-Gough platform (SGP) with rotary actuators. The designed SGP is supposed to be applied in a ball & plate control system. The synthesis of the ball & plate control system is also within the subject of the paper. A mechatronics design process of the SGP was conducted with computer-aided design (CAD) software. Unique analytical solutions of an inverse kinematics problem (IKP) of the SGP were presented for both prismatic actuators and rotary actuators. Five geometry constants which affect the final range of movement of the SGP were defined. An interactive movable 3D model of the SGP was created. The 3D model was used to test a range of movement of the SGP and to detect a potential crossing of elements during their motion. A mathematical model of a ball & plate system was designed. A control synthesis was conducted with rapid control prototyping using the MATLAB environment. A prototyped and implemented control law was based on two proportional integral derivative (PID) controllers.
提出了一种低成本Stewart-Gough平台的机电一体化设计方案。所设计的SGP可应用于球板控制系统。球板控制系统的综合也在本文的研究范围之内。利用计算机辅助设计(CAD)软件对SGP进行了机电一体化设计。给出了运动学逆问题(IKP)的唯一解析解,该解适用于圆柱驱动器和回转驱动器。定义了影响SGP最终运动范围的5个几何常数。建立了一个可交互移动的SGP三维模型。3D模型用于测试SGP的一系列运动,并检测运动过程中元素的潜在交叉。设计了球板系统的数学模型。在MATLAB环境下进行了快速控制原型的控制综合。基于两个比例积分导数(PID)控制器的控制律原型和实现。
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引用次数: 0
Discrete-Time Design of Model Reference Learning Control System 模型参考学习控制系统的离散时间设计
E. Kurniawan, B. Widiyatmoko, D. Bayuwati, M. Afandi, Suryadi, M. Y. Rofianingrum
This paper presents the design of discrete-time model reference learning control of linear system for tracking aperiodic signal while rejecting periodic disturbance. The design integrates Model Reference Control (MRC) and Iterative Learning Control (ILC) in order to achieve the desired objective. The use of MRC makes tracking any reference signal is possible, while ILC is used to eliminate the periodic disturbance. The proposed design is simulated on LTI system with repetitive output disturbance. Model reference learning control with several ILC learning gains are simulated. It is shown that ILC learning gain can be tuned to determine the convergence rate and stability of the whole system. Simulation results indicate that the accurate tracking of aperiodic reference can be achieved as long as the plant and disturbance models are accurately known.
本文提出了线性系统的离散时间模型参考学习控制的设计,用于跟踪非周期信号,同时抑制周期干扰。该设计将模型参考控制(MRC)和迭代学习控制(ILC)相结合,以达到预期的目标。MRC的使用使得跟踪任何参考信号成为可能,而ILC用于消除周期性干扰。在具有重复输出干扰的LTI系统上进行了仿真。模拟了具有多个ILC学习增益的模型参考学习控制。结果表明,可以调整ILC的学习增益来决定整个系统的收敛速度和稳定性。仿真结果表明,只要精确地知道目标模型和扰动模型,就可以实现对非周期参考点的精确跟踪。
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引用次数: 1
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2019 24th International Conference on Methods and Models in Automation and Robotics (MMAR)
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