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2022 26th International Conference on System Theory, Control and Computing (ICSTCC)最新文献

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Artificial Intelligence Assisted Optimization Under Uncertainty for Robust Solutions 不确定条件下鲁棒解的人工智能辅助优化
Pub Date : 2022-10-19 DOI: 10.1109/ICSTCC55426.2022.9931860
Ravi kiran Inapakurthi, K. Mitra
Uncertainty in process conditions makes the optimal solution from the deterministic optimization case infeasible or suboptimal. This mandates a special treatment for process uncertainty. The advent of unsupervised machine learning technique like clustering can be used to address this problem. Data arising from process conditions is meager and, to perform robust optimization, it is necessary to have enough representation of the uncertain region. For this, the collected data from process conditions is clustered using Support Vector Clustering (SVC). The hyper-parameters of SVC play a crucial role in clustering exercise. To promote this, a novel algorithm for determining optimal SVC models, is proposed. The proposed algorithm is used to cluster the uncertain process data and once clustered, can be used to sample additional data points inside each cluster using the convex hull. The additionally sampled data points in each cluster increases the cluster representativeness. The proposed methodology is implemented on industrial grinding circuits for performing Optimization Under Uncertainty (OUU) for the worst-case scenario and tested against the budget-uncertainty set based OUU.
工艺条件的不确定性使得确定性优化情况下的最优解不可行或次优。这要求对过程不确定性进行特殊处理。像聚类这样的无监督机器学习技术的出现可以用来解决这个问题。由过程条件产生的数据是贫乏的,为了进行鲁棒优化,有必要对不确定区域有足够的表示。为此,从过程条件中收集的数据使用支持向量聚类(SVC)进行聚类。SVC的超参数在聚类过程中起着至关重要的作用。为此,提出了一种确定最优SVC模型的新算法。该算法用于对不确定过程数据进行聚类,一旦聚类,可以使用凸包对每个聚类内的附加数据点进行采样。每个簇中额外采样的数据点增加了簇的代表性。提出的方法在工业磨削电路中实现了最坏情况下的不确定优化(OUU),并针对基于预算不确定集的OUU进行了测试。
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引用次数: 0
A Continuous Collision Checking Method for Non-holonomic Path Planning in Narrow Environments 窄环境下非完整路径规划的连续碰撞检测方法
Pub Date : 2022-10-19 DOI: 10.1109/ICSTCC55426.2022.9931874
Daniel Henning, Georg Schildbach
This paper presents a new method of collision checking for non-holonomic dynamical systems in environments with narrow passages. This new method is compared with alternative approaches for collision checking, which are widely used in conjunction with different path planners. All methods are evaluated in a systematic simulation study with numerous scenarios, using two of the most popular path planning methods, Hybrid A* and RRT*. On the one hand, the results show that the new collision checking approach can manage the narrow passages better than the compared methods. On the other hand, its computation time can be longer or shorter, depending on the particular scenario.
本文提出了窄通道环境下非完整动力系统碰撞检测的一种新方法。该方法与其他碰撞检测方法进行了比较,这些方法通常与不同的路径规划器结合使用。采用两种最流行的路径规划方法Hybrid a *和RRT*,在系统仿真研究中对所有方法进行了评估。结果表明,该碰撞检测方法能较好地处理窄通道。另一方面,它的计算时间可能更长或更短,这取决于特定的场景。
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引用次数: 1
Towards a new design of ciphers to secure CPS: the role of control theory 一种保护CPS的新密码设计:控制理论的作用
Pub Date : 2022-10-19 DOI: 10.1109/ICSTCC55426.2022.9931873
Hamid Boukerrou, G. Millérioux, M. Minier
Among several solutions to face the unprecedented increase of attacks towards Cyber Physical Systems, encryption plays a central role. In the form of a Proof of Concept, this contribution gives a new methodology for designing self-synchronizing automata, having in mind their use in symmetric cryptography, namely the Self-Synchronizing Stream Ciphers. The contribution of the paper is to recast the design as control theoretical issues. It calls for a graph-based approach and results borrowed from control theory and dynamical systems, in particular LPV systems. The design leads to not necessarily $T$-functions as state transition functions of the automata involved in the ciphering and deciphering sides. It is a consideration that is important for the sake of security. Another asset of the approach is that the resulting ciphers admit possibly vectorial inputs to enhance the throughput.
在应对网络物理系统攻击空前增加的几种解决方案中,加密起着核心作用。以概念证明的形式,这一贡献给出了一种设计自同步自动机的新方法,考虑到它们在对称密码学中的使用,即自同步流密码。本文的贡献在于将设计重新定义为控制理论问题。它需要从控制理论和动力系统,特别是LPV系统中借鉴基于图的方法和结果。这种设计并不一定导致$T$函数作为参与加密和解密方面的自动机的状态转换函数。为了安全起见,这是一个重要的考虑因素。该方法的另一个优点是生成的密码可能允许向量输入以提高吞吐量。
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引用次数: 0
Sampled-Data Model-Free Adaptive Control of Piezoelectric Actuators with Input Rate Constraint Using Extended State Observer 基于扩展状态观测器的输入速率约束下压电驱动器的无采样数据自适应控制
Pub Date : 2022-10-19 DOI: 10.1109/ICSTCC55426.2022.9931780
Maryam Naghdi, I. Izadi
This paper investigates the motion tracking problem for piezoelectric actuators (PEAs) using a sampled-data control method known as sampled-data model-free adaptive control (SMFAC). The fundamental architecture of the proposed scheme is based on input-output data, and the sampling period is an integral part of the design. PEA with the Bouc-Wen hysteresis model is first considered to obtain a sampled-data nonlinear model using the integral mean value theorem and the discrete-time Euler approximation. Then, a sampled-data control rule subject to input rate constraint is constructed by applying a sampled-data extended state observer (SESO) and a sampled-data parameter estimation technique. The SESO is used to estimate the unknown residual nonlinearity and external disturbances. The convergence of the tracking error is proven through theoretical analysis. Experimental results confirm the adequate performance of the proposed scheme.
本文采用采样数据无模型自适应控制(SMFAC)方法研究压电致动器的运动跟踪问题。该方案的基本架构是基于输入输出数据,采样周期是设计的一个组成部分。首先考虑具有Bouc-Wen迟滞模型的PEA,利用积分均值定理和离散欧拉近似得到采样数据非线性模型。然后,利用采样数据扩展状态观测器和采样数据参数估计技术,构造了受输入速率约束的采样数据控制规则;SESO用于估计未知的剩余非线性和外部干扰。通过理论分析证明了跟踪误差的收敛性。实验结果证实了该方案的良好性能。
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引用次数: 1
Event-based PID control in a flexible manufacturing process 柔性制造过程中基于事件的PID控制
Pub Date : 2022-10-19 DOI: 10.1109/ICSTCC55426.2022.9931787
Octavian Duca, E. Minca, A. Filipescu, R. Șolea, D. Cernega, M. Paun
In the flexible manufacturing environment some processes that until now did not need a close loop control need to be controlled so that the precision of the task permits the continuing of the manufacturing. As the processes are optimized and the manufacturing consists of multiple parallel processes, there is a need of assuring that a product is at a certain location at a certain time. In the control of a task, usually, the output of the system is measured in a timely manner at a certain sampling time. This is usually not possible in the manufacturing processes as a product position is given based on events, by sensors placed at certain locations. Certain event-based PID controllers were proposed and implemented in other control areas but in this controllers the event triggering is given by the error passing a certain level. This kind of controller cannot be implemented given the necessity of high frequency measurement of product position. In this paper we propose an PID event-base controller that uses as triggering event the activation of one of the manufacturing process sensors by the product. As the sensors are placed only in key positions the number of activations is limited. Based on these sensors the PID controller determines the necessary control signals between the key locations.
在柔性制造环境中,需要对一些迄今为止不需要闭环控制的过程进行控制,以使任务的精度允许制造的继续进行。由于工艺优化和制造由多个并行过程组成,因此需要确保产品在特定时间处于特定位置。在任务的控制中,通常是在一定的采样时间及时测量系统的输出。这在制造过程中通常是不可能的,因为产品位置是由放置在特定位置的传感器根据事件给出的。在其他控制领域提出并实现了基于事件的PID控制器,但在这种控制器中,事件触发是由通过一定级别的误差给出的。由于需要对产品位置进行高频测量,这种控制器无法实现。在本文中,我们提出了一种基于PID事件的控制器,该控制器使用产品激活其中一个制造过程传感器作为触发事件。由于传感器只放置在关键位置,激活的次数是有限的。PID控制器根据这些传感器确定关键位置之间所需的控制信号。
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引用次数: 2
Supervised machine learning based system for automatic fault-detection in water-quality sensors 基于监督机器学习的水质传感器故障自动检测系统
Pub Date : 2022-10-19 DOI: 10.1109/ICSTCC55426.2022.9931788
A. Nair, Jonas Weitzel, A. Hykkerud, H. Ratnaweera
Online water-quality sensors installed in Wastewater Treatment Plants (WWTPs) are prone to process disturbances that generate erroneous data. Faulty sensor data can disrupt automation systems and result in sub-optimal performance of WWTPs. This paper presents a machine-learning-based system for real-time detection and the subsequent correction of faulty sensor data installed in a full-scale municipal WWTP. The fault detection system is developed by training a k-nearest neighbour (kNN) classifier with labelled historical data. The trained kNN classifier is then deployed in the WWTP's web-based Supervisory Control And Data Acquisition (SCADA) system to assess the performance in real-time. A qualitative comparison between raw and corrected sensor data demonstrates the system's potential to detect sensor faults and provide stable and reliable surrogate values.
安装在污水处理厂(WWTPs)的在线水质传感器容易受到过程干扰,从而产生错误数据。错误的传感器数据可能会破坏自动化系统并导致污水处理厂的次优性能。本文提出了一种基于机器学习的系统,用于实时检测和随后校正安装在全尺寸市政污水处理厂的故障传感器数据。故障检测系统是通过训练具有标记历史数据的k近邻(kNN)分类器开发的。经过训练的kNN分类器随后被部署在WWTP基于web的监控和数据采集(SCADA)系统中,以实时评估性能。对原始数据和校正后的传感器数据进行定性比较,证明了系统检测传感器故障并提供稳定可靠的替代值的潜力。
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引用次数: 0
Advanced Process Control of a cement plant grate cooler 水泥厂篦冷机的先进过程控制
Pub Date : 2022-10-19 DOI: 10.1109/ICSTCC55426.2022.9931833
S. Zanoli, C. Pepe, G. Astolfi
The present work describes an Advanced Process Control solution applied to a cement plant grate cooler. The grate cooler is located downstream of a clinker rotary kiln with the purpose of suitably cooling the clinker. Clinker is cooled through the action of multiple cold air fan units as it is transported by the clinker rotary kiln. A Model Predictive Control strategy was designed in order to minimize the electrical energy consumption of the cold air fan units while guaranteeing the necessary heat recovery for the kiln and the preheater. At the same time, clinker quality constraints are taken into account. The designed controller has been installed on the real plant, obtaining satisfactory results in terms of kiln tertiary air increase and of kiln combustion improvement. In particular, a major process stabilization has been achieved, proven by a significant reduction of the standard deviation related to the pressure of cooler grate.
本文介绍了一种应用于水泥厂篦冷机的先进过程控制解决方案。篦冷器位于熟料回转窑的下游,目的是对熟料进行适当的冷却。熟料在熟料回转窑输送过程中,通过多个冷风机机组的作用进行冷却。设计了一种模型预测控制策略,以最大限度地减少冷风机机组的电能消耗,同时保证窑炉和预热器的热回收。同时考虑了熟料质量约束。所设计的控制器已在实际装置上进行了应用,在提高窑炉三次风量和改善窑炉燃烧方面取得了满意的效果。特别是,一个主要的过程稳定已经实现,证明了与冷却器篦的压力有关的标准偏差的显著减少。
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引用次数: 4
Optimal tuning rules for an absolutely stable nonlinear PI controller with a practical application 绝对稳定非线性PI控制器的最优整定规则及实际应用
Pub Date : 2022-10-19 DOI: 10.1109/ICSTCC55426.2022.9931881
Rúul Brenes Astorga, Mercedes Chacón Vásquez
Tuning nonlinear controllers which can be easily implemented in real-time applications is a challenging task since stability in the controlled loop has to be guaranteed. In this work, a set of new tuning rules for nonlinear PI controllers applied to first-order plus dead time systems is presented. The design method guarantees the asymptotic stability of the control system while providing optimal performance. Moreover, the tuning rules offer good robustness in the presence of process variations and disturbance. This controller is easy to implement and the efficacy of the method is shown through various simulations. Furthermore, the real-time implementation of the tuning rule on a control loop for an airflow process is shown.
由于必须保证被控回路的稳定性,因此在实时应用中容易实现的非线性控制器的整定是一项具有挑战性的任务。本文提出了一套适用于一阶加死区系统的非线性PI控制器的新整定规则。该设计方法在提供最优性能的同时保证了控制系统的渐近稳定。此外,在存在过程变化和干扰的情况下,该调谐规则具有良好的鲁棒性。该控制器易于实现,并通过各种仿真验证了该方法的有效性。此外,还给出了该调谐规则在气流过程控制回路上的实时实现。
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引用次数: 0
On the control system for the robotic assisted instruments used in percutaneous cancer treatment 经皮肿瘤治疗中机器人辅助器械的控制系统研究
Pub Date : 2022-10-19 DOI: 10.1109/ICSTCC55426.2022.9931813
Alin Burz, N. Hajjar, P. Tucan, C. Radu, A. Pîslă, F. Graur, C. Vaida, C. Popa, T. Antal, D. Pisla
The paper presents the control system of two medical instruments used in percutaneous cancer treatment. One instrument is designed for radiofrequency ablation and the other one for brachytherapy. The instruments may be attached to various robots capable of providing 5 Degrees of Freedom. Two robotic solutions are used for exemplifying this capability, namely the Kuka iiwa robot and the PARA-BRACHYROB. The developed control system is capable to communicate with both robots using MATLAB environment and different communication protocols to establish the connections between the robot control units.
本文介绍了两种用于经皮肿瘤治疗的医疗器械的控制系统。一台用于射频消融,另一台用于近距离治疗。这些仪器可以连接到各种能够提供5个自由度的机器人上。两种机器人解决方案用于举例说明这种能力,即库卡iiwa机器人和PARA-BRACHYROB。所开发的控制系统能够使用MATLAB环境和不同的通信协议与两个机器人进行通信,建立机器人控制单元之间的连接。
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引用次数: 1
Extending a RISC-V Core with a CAN-FD Communication Unit 用CAN-FD通信单元扩展RISC-V核心
Pub Date : 2022-10-19 DOI: 10.1109/ICSTCC55426.2022.9931880
C. Popovici, A. Stan
The last decade brought up the tendency of turning every tool and device around us into a smart, autonomous, interconnected, and interoperable instrument. Autonomous driving initiative is on the verge of introducing self-driving cars with a high level of safety. Aerospace industry delivers products which improves the flight efficiency and safety, helping the pilots take the best decisions. Astronauts are no longer required to go themselves on the Moon and to risk their lives because smart interconnected robots can perform very complex spatial missions. All of these wouldn't be possible without the continuously development of the Embedded Computing. MCUs (Microcontroller Unit) and SoCs (Systems on a Chip) were permanently improved in terms of working frequency, number of processors and fast peripherals. But we reached a point when improving these parameters is not enough and the necessity of application-specific hardware accelerators and algorithms arose. A field of Embedded development which we think is suitable for integrating an application-specific hardware unit is the CAN-FD communication. This paper describes integration of a CAN-FD Communication Unit into an ISA-extended RISC-V Core (RisCanFd CPU) and designing the MCU which embeds it, called RisCanFd. Our design includes also a debugging unit called UartDebugger which eases the development of programms for RisCanFd. For offering a modern development approach, a GUI application called RisCanFd_DebugIDE was written together with a dedicated assembler, RisCanFd_Assembler. This software tool offers both develop and debug perspectives. RisCanFd may be an alternative to using classical microcontrollers with external or internal memory-mapped CAN-FD (Controller Area Network Flexible Data rate) communication peripherals. Our solution is bringing considerable improvement, which will be presented in this paper.
在过去的十年里,把我们周围的每一个工具和设备都变成一个智能的、自主的、相互连接的、可互操作的工具。自动驾驶计划即将推出具有高安全性的自动驾驶汽车。航空航天业提供的产品可以提高飞行效率和安全性,帮助飞行员做出最佳决策。宇航员不再需要亲自前往月球并冒着生命危险,因为智能互联机器人可以执行非常复杂的空间任务。这一切都离不开嵌入式计算的不断发展。mcu(微控制器单元)和soc(片上系统)在工作频率、处理器数量和快速外设方面得到了永久性的改进。但是我们达到了一个点,改进这些参数是不够的,需要特定于应用程序的硬件加速器和算法。我们认为适合集成特定应用硬件单元的嵌入式开发领域是CAN-FD通信。本文介绍了将CAN-FD通信单元集成到isa扩展的RISC-V核心(RisCanFd CPU)中,并设计了嵌入式单片机RisCanFd。我们的设计还包括一个名为UartDebugger的调试单元,它简化了RisCanFd程序的开发。为了提供一种现代的开发方法,一个名为RisCanFd_DebugIDE的GUI应用程序与一个专用的汇编程序RisCanFd_Assembler一起编写。这个软件工具提供了开发和调试的视角。RisCanFd可能是使用带有外部或内部存储器映射CAN-FD(控制器局域网灵活数据速率)通信外设的经典微控制器的替代方案。我们的解决方案带来了相当大的改善,这将在本文中介绍。
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引用次数: 1
期刊
2022 26th International Conference on System Theory, Control and Computing (ICSTCC)
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