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Predictive functional control for chamber pressure: A quantum simultaneous whale optimization approach 腔室压力的预测功能控制:量子同步鲸鱼优化方法
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-07-24 DOI: 10.1177/01423312241263673
H. Ghadiri, Hamed Khodadadi
This study introduces a Constrained Predictive Functional Controller (CPFC) designed for regulating chamber pressure in a coke furnace. While the traditional controllers face challenges posed by the system’s complex multi-input multi-output (MIMO) structure, cross-coupling, time delays, physical constraints, and uncertainties, this article’s approach realized set-point tracking and disturbance rejection, addressing model mismatches while considering constraints on system inputs, input variations, and outputs. To tackle the constrained Model Predictive Control (MPC) optimization problem and minimize the cost function, the Quantum Simultaneous Whale Optimization Algorithm (QSWOA) is employed. This meta-heuristic optimization method integrates quantum coding and simultaneous search with the whale optimization algorithm, enhancing convergence speed and precision. Furthermore, the performance of the proposed CPFC-QSWOA controller is assessed through simulations of the chamber pressure control of a Coke furnace. Results demonstrate the superiority of the CPFC-QSWOA approach, showcasing high precision and robustness, particularly in the face of uncertainties and disturbances.
本研究介绍了一种为调节焦炉炉膛压力而设计的受限预测功能控制器(CPFC)。传统控制器面临着系统复杂的多输入多输出(MIMO)结构、交叉耦合、时间延迟、物理约束和不确定性带来的挑战,而本文的方法实现了设定点跟踪和干扰抑制,解决了模型不匹配问题,同时考虑了系统输入、输入变化和输出的约束。为了解决约束模型预测控制(MPC)优化问题并使成本函数最小化,本文采用了量子同步鲸优化算法(QSWOA)。这种元启发式优化方法将量子编码和同步搜索与鲸鱼优化算法相结合,提高了收敛速度和精度。此外,通过对焦炉炉膛压力控制的仿真,评估了所提出的 CPFC-QSWOA 控制器的性能。结果表明了 CPFC-QSWOA 方法的优越性,尤其是在面对不确定性和干扰时,显示出高精度和鲁棒性。
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引用次数: 0
Robust fractional-order PID controller assisted by active disturbance rejection control for the first-order plus time-delay systems 一阶加时延系统主动干扰抑制控制辅助下的鲁棒分数阶 PID 控制器
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-07-23 DOI: 10.1177/01423312241261747
Weijia Zheng, Xiaorong Li, Yangquan Chen, Ze-Hao Wu, Xiaohong Wang
Time-delay characteristics of various industrial processes may degrade the stability and dynamic performance of the control systems. Aiming at the problems of the existing methods in dealing with the time delay plant, a modified fractional-order proportional–integral–derivative (FOPID) controller for the first-order plus time-delay (FOPTD) system is developed. Assisted by a modified active disturbance rejection control (ADRC) scheme with increased observer bandwidth, the proposed FOPID controller inherently obtains good robustness to time-delay uncertainties and external disturbances. In addition, taking advantage of the fractional-order operator, the proposed controller can provide larger stability margin over the proportional–integral–derivative (PID) controller. By suitably establishing the relation between ADRC and FOPID controller parameters, the proposed controller can be analytically tuned based on the common design indices. A practical tuning guideline is developed according to frequency-domain characteristic analysis, making the proposed controller more acceptable to industrial application. The performance of the ADRC-based FOPID controller is tested by the control simulation of some typical FOPTD systems and a diesel engine speed regulation system. The efficiency of the ADRC-based FOPID controller is demonstrated by the comparisons with some existing controllers.
各种工业过程的时延特性可能会降低控制系统的稳定性和动态性能。针对现有方法在处理时延工厂方面存在的问题,我们开发了一种适用于一阶加时延(FOPTD)系统的改进型分数阶比例积分派生(FOPID)控制器。在增加了观测器带宽的改进型主动干扰抑制控制(ADRC)方案的辅助下,所提出的 FOPID 控制器本质上对时延不确定性和外部干扰具有良好的鲁棒性。此外,利用分数阶算子的优势,所提出的控制器能比比例-积分-派生(PID)控制器提供更大的稳定性裕度。通过适当建立 ADRC 和 FOPID 控制器参数之间的关系,可以根据常用的设计指标对所提出的控制器进行分析调整。根据频域特性分析,制定了实用的调谐指南,使提出的控制器更易于工业应用。通过对一些典型的 FOPTD 系统和柴油发动机调速系统进行控制仿真,测试了基于 ADRC 的 FOPID 控制器的性能。通过与一些现有控制器的比较,证明了基于 ADRC 的 FOPID 控制器的效率。
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引用次数: 0
Krylov subspace model order reduction of linear dynamical systems with quadratic output 具有二次输出的线性动力系统的克雷洛夫子空间模型阶次缩减
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-07-23 DOI: 10.1177/01423312241257298
Yan-Ping Bu
This paper presents Krylov subspace model order reduction of linear dynamical systems with quadratic output. To reach this goal, the quadratic transfer function with two variables is taken into consideration. The Krylov subspaces are established at the finite and the infinite frequency points where both the one-sided and the two-sided projection cases are discussed. The moment matching is accordingly studied and the quadratic transfer function of the reduced system resulting from the two-sided projection case can match more moments. Finally, numerical results illustrate the performance of the proposed Krylov model order reduction methodology.
本文介绍了具有二次输出的线性动力系统的 Krylov 子空间模型阶次缩减。为了实现这一目标,本文考虑了具有两个变量的二次传递函数。在有限频点和无限频点建立了 Krylov 子空间,讨论了单面和双面投影情况。对力矩匹配进行了相应的研究,双面投影情况下产生的还原系统的二次传递函数可以匹配更多的力矩。最后,数值结果说明了所提出的克雷洛夫模型阶次缩减方法的性能。
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引用次数: 0
A tracking control method with the fast finite-time command filter for four degrees of freedom tower cranes 四自由度塔式起重机的快速有限时间指令滤波器跟踪控制方法
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-07-23 DOI: 10.1177/01423312241259066
Cungen Liu, Shuo Meng, Xiaoping Liu, Yajing Zhao, Huanqing Wang, Chengdong Li
Tower cranes are the main tool of the horizontal and vertical transportation for construction, which are always driven by operators slowly to prevent payloads from large swing, such that efficiency is low. To deal with the problem, a finite-time tracking control method based on fast command filters is proposed, which can eliminate the tracking error in finite time and restrain the swing at the same time. The asymptotic stability is proved by Lyapunov technique. Finally, the hardware experiment is carried out and compared with the existing methods on the self-built tower crane experimental platform, and the pole placement method is used to select control parameters. The effectiveness and superiority are verified by the experimental results.
塔式起重机是建筑施工中水平和垂直运输的主要工具,为防止有效载荷大幅摆动,操作人员总是缓慢地驾驶塔式起重机,因此效率较低。针对这一问题,提出了一种基于快速指令滤波器的有限时间跟踪控制方法,可以在有限时间内消除跟踪误差,同时抑制摆动。利用 Lyapunov 技术证明了渐近稳定性。最后,在自建的塔式起重机实验平台上进行了硬件实验,并与现有方法进行了比较,采用立杆放置法选择控制参数。实验结果验证了其有效性和优越性。
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引用次数: 0
Prescribed-time leader-follower consensus and containment control for nonlinear multi-agent systems with event-triggered control protocols 具有事件触发控制协议的非线性多代理系统的规定时间领导者-追随者共识和遏制控制
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-07-23 DOI: 10.1177/01423312241260916
Wangming Lu, Zhiyong Yu, Xuening Xu, Haijun Jiang
This paper discusses the prescribed-time leader-follower consensus and containment control problems for a class of nonlinear multi-agent systems with external disturbances. First, an event-triggered control protocol with sign function is proposed, which can ensure that all agents achieve consensus within a prescribed time. Second, as the sliding mode control has the advantage of good robustness to external disturbances, an improved event-triggered control protocol is designed by using the integral sliding mode control method and some sufficient conditions are derived for achieving the prescribed-time leader-follower consensus. Moreover, the prescribed-time containment control problem for multi-agent systems with multiple leaders is investigated by using the event-triggered control strategy. It is shown that Zeno behavior can be excluded in the above consensus issues by choosing parameters appropriately. Finally, several numerical examples are given to demonstrate the effectiveness and reliability of the proposed approaches.
本文讨论了一类具有外部干扰的非线性多代理系统的规定时间领导者-跟随者共识和遏制控制问题。首先,本文提出了一种带符号函数的事件触发控制协议,它能确保所有代理在规定时间内达成共识。其次,由于滑模控制具有对外部干扰具有良好鲁棒性的优点,利用积分滑模控制方法设计了一种改进的事件触发控制协议,并推导出了一些实现规定时间内领导者-跟随者共识的充分条件。此外,还利用事件触发控制策略研究了具有多个领导者的多代理系统的规定时间遏制控制问题。结果表明,在上述共识问题中,通过适当选择参数,可以排除 Zeno 行为。最后,给出了几个数值示例来证明所提方法的有效性和可靠性。
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引用次数: 0
An experimentally validated model for a multivariate drying industrial process 经实验验证的多元干燥工业流程模型
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-07-23 DOI: 10.1177/01423312241261127
Olfa Yahya, Z. Lassoued, Zied Aboud, K. Abderrahim
Modeling of industrial production processes is becoming increasingly challenging due to their large number of variables. These variables often are highly correlated and introduce nonlinear and complex features. In this paper, we are interested to model an industrial dicalcium phosphate (DCP) drying process. Attempting to solve this issue is motivated by the need to improve several production conditions, such as minimizing the consumption of natural gas and reducing the pollution rate. In fact, applying an advanced control approach requires a dynamic model for the monitored plant. This work proposes a multivariable mathematical model for the DCP dryer within the Tunisian Chemical Group factory. A steady-state model has been reproduced using Aspen Plus software tool to implement the different functionalities of the system as well as involved reactions. Indeed, since the main operation in the drying process is the combustion reaction of the liquified petroleum gas (LPG) in the furnace that produce the necessary heat to reach a target value of temperature at the dryer outlet, we focus on determining a dynamic model for the furnace. To do so, we have proposed two approaches. The first is based on the Aspen dynamic tool. The second is based on the left matrix fraction description (LMFD) identification approach. The obtained results have been successfully validated using real measurements.
由于工业生产过程中存在大量变量,其建模工作正变得越来越具有挑战性。这些变量通常高度相关,并具有非线性和复杂的特征。在本文中,我们有兴趣对工业磷酸二钙(DCP)干燥过程进行建模。试图解决这一问题的动机是需要改善一些生产条件,如尽量减少天然气消耗和降低污染率。事实上,采用先进的控制方法需要为受监控的设备建立动态模型。这项工作为突尼斯化工集团工厂内的 DCP 干燥机提出了一个多变量数学模型。使用 Aspen Plus 软件工具重现了一个稳态模型,以实现系统的不同功能和相关反应。事实上,由于干燥过程中的主要操作是熔炉中液化石油气(LPG)的燃烧反应,该反应产生必要的热量以达到干燥器出口处的目标温度值,因此我们将重点放在确定熔炉的动态模型上。为此,我们提出了两种方法。第一种是基于 Aspen 动态工具。第二种是基于左矩阵分数描述 (LMFD) 识别方法。所获得的结果已通过实际测量成功验证。
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引用次数: 0
A novel prognostic method for degrading devices with nonlinear degradation processes indexed by both continuous and discrete time scales 一种新型降解设备预报方法,其非线性降解过程以连续和离散时间尺度为指标
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-07-23 DOI: 10.1177/01423312241259821
Jianfei Zheng, Xinyue Geng, Changhua Hu, Hong Pei, Zhengxin Zhang
Remaining useful life (RUL) prediction techniques based on degradation modeling to ensure the safety and reliability of stochastic degraded devices are of critical value. However, although the performance degradation of various devices in engineering practice is affected by multi-timescales, there are few RUL prediction methods for stochastic degraded devices with dual time scales in the existing literature. The research of prediction methods considering continuous and discrete time scales is blank. Toward this end, this paper proposes a novel prognostic method for nonlinear degradation devices based on the continuous-discrete dual time scales. First, the performance degradation with a discrete timescale is determined with a compound Poisson process and integrated into the diffusion process model to establish a nonlinear dual-timescale degradation model. Subsequently, the joint expression of the dual-timescale RUL distribution of the device in the first hitting time sense solves with threshold transformation. Finally, the effectiveness and superiority of the proposed method are verified through a numerical simulation and a gyroscope example. The experimental results show that the proposed method can provide more comprehensive information about the life distribution and effectively improve the accuracy of the RUL prediction.
基于退化建模的剩余使用寿命(RUL)预测技术对于确保随机退化设备的安全性和可靠性具有重要价值。然而,尽管工程实践中各种设备的性能退化受多时间尺度的影响,但现有文献中很少有针对双时间尺度随机退化设备的剩余使用寿命预测方法。考虑连续和离散时间尺度的预测方法研究尚属空白。为此,本文提出了一种基于连续-离散双时间尺度的新型非线性退化设备预报方法。首先,用复合泊松过程确定离散时间尺度的性能退化,并将其纳入扩散过程模型,建立非线性双时间尺度退化模型。随后,利用阈值变换求解了器件在首次命中时间意义上的双时间尺度 RUL 分布的联合表达式。最后,通过数值模拟和陀螺仪实例验证了所提方法的有效性和优越性。实验结果表明,所提方法能提供更全面的寿命分布信息,有效提高 RUL 预测的准确性。
{"title":"A novel prognostic method for degrading devices with nonlinear degradation processes indexed by both continuous and discrete time scales","authors":"Jianfei Zheng, Xinyue Geng, Changhua Hu, Hong Pei, Zhengxin Zhang","doi":"10.1177/01423312241259821","DOIUrl":"https://doi.org/10.1177/01423312241259821","url":null,"abstract":"Remaining useful life (RUL) prediction techniques based on degradation modeling to ensure the safety and reliability of stochastic degraded devices are of critical value. However, although the performance degradation of various devices in engineering practice is affected by multi-timescales, there are few RUL prediction methods for stochastic degraded devices with dual time scales in the existing literature. The research of prediction methods considering continuous and discrete time scales is blank. Toward this end, this paper proposes a novel prognostic method for nonlinear degradation devices based on the continuous-discrete dual time scales. First, the performance degradation with a discrete timescale is determined with a compound Poisson process and integrated into the diffusion process model to establish a nonlinear dual-timescale degradation model. Subsequently, the joint expression of the dual-timescale RUL distribution of the device in the first hitting time sense solves with threshold transformation. Finally, the effectiveness and superiority of the proposed method are verified through a numerical simulation and a gyroscope example. The experimental results show that the proposed method can provide more comprehensive information about the life distribution and effectively improve the accuracy of the RUL prediction.","PeriodicalId":49426,"journal":{"name":"Transactions of the Institute of Measurement and Control","volume":null,"pages":null},"PeriodicalIF":1.7,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141812825","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Remaining useful life prediction of slewing bearings using attention mechanism enabled multivariable gated recurrent unit network 利用注意力机制支持的多变量门控递归单元网络预测回转支承的剩余使用寿命
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-07-23 DOI: 10.1177/01423312241257297
Yiyu Shao, Qinrong Qian, Hua Wang
It is difficult to obtain the damage information on large slewing bearings only from vibration signals. In addition, deep learning models trained on old samples do not achieve high accuracy in new tasks. Therefore, this paper uses vibration, temperature, and torque signals of slewing bearings to build a model. Meanwhile, we add attention mechanism to capture internal correlation of them to consider the related factors of remaining useful life (RUL) from multiple angles. The multivariable gated recurrent unit (GRU) based on attention mechanism gated recurrent unit (attention-MGRU) model is adopted to improve the prediction performance. On this foundation, a fine-tuning strategy is introduced to improve the generalization ability of the model. A full-life accelerated test is carried out on the slewing bearing test bench. The model proposed in this paper is compared with GRU prediction model, which utilizes vibration signals and multivariable GRU prediction model. Mean absolute error (MAE) and root-mean-square error (RMSE) are used as measurement indicators. Among different methods, three indicators generated by attention-MGRU show significant superiority. Moreover, the fine-tuned model performs better in new tasks compared with the original model.
仅从振动信号中很难获取大型回转轴承的损坏信息。此外,在旧样本上训练的深度学习模型在新任务中并不能达到很高的精度。因此,本文使用回转轴承的振动、温度和扭矩信号来建立模型。同时,我们添加了注意力机制来捕捉它们的内部关联性,从而从多个角度考虑剩余使用寿命(RUL)的相关因素。为了提高预测性能,我们采用了基于注意力机制的多变量门控递归单元(GRU)模型(attention-MGRU)。在此基础上,引入了微调策略,以提高模型的泛化能力。在回转支承试验台上进行了全寿命加速试验。本文提出的模型与利用振动信号的 GRU 预测模型和多变量 GRU 预测模型进行了比较。平均绝对误差(MAE)和均方根误差(RMSE)被用作测量指标。在不同的方法中,由注意力-MGRU 生成的三个指标显示出明显的优越性。此外,与原始模型相比,微调模型在新任务中的表现更好。
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引用次数: 0
Safe tracking control for unmanned autonomous helicopter under actuator faults and outside disturbances 执行器故障和外部干扰条件下无人自主直升机的安全跟踪控制
IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-07-23 DOI: 10.1177/01423312241261108
Mingliang Wang, Ting Wang, Zhijie Wang, Tao Li
This paper considers the problem on tracking control for the medium-scale unmanned autonomous helicopter (UAH) system under external disturbances, actuator faults, and full state constraints. In comparison with existing results, this paper does not only consider asymmetric state constraints but also jointly take the faults and disturbances into account on the UAH system, estimating and compensating for them separately, which can effectively enhance the tracking performance. First, the dynamics of nonlinear UAH system is divided into the position subsystem and the attitude one. Second, an improved barrier Lyapunov function (BLF) is constructed to handle the problem of asymmetric state constraints. Third, in order to estimate the external disturbances and actuator faults, two coupled generalized proportional integral observers (GPIOs) and two fault estimators are designed, respectively. Fourth, based on above estimations, improved BLFs, and backstepping method, two tracking control laws for the position and attitude loops are presented and an overall closed-loop system is established. Then, a sufficient condition ensuring uniform boundedness of tracking and estimation errors is derived. Finally, some simulating results demonstrate the effectiveness and advantage of the proposed control scheme.
本文研究了中型无人自主直升机(UAH)系统在外部干扰、执行器故障和完全状态约束下的跟踪控制问题。与现有结果相比,本文不仅考虑了非对称状态约束,而且将故障和干扰共同考虑到 UAH 系统中,分别对其进行估计和补偿,从而有效提高了跟踪性能。首先,将非线性 UAH 系统的动力学分为位置子系统和姿态子系统。其次,构建了改进的障碍李亚普诺夫函数(BLF)来处理非对称状态约束问题。第三,为了估计外部干扰和致动器故障,分别设计了两个耦合广义比例积分观测器(GPIO)和两个故障估计器。第四,基于上述估计、改进的 BLF 和反步法,提出了位置环和姿态环的两个跟踪控制律,并建立了一个整体闭环系统。然后,推导出确保跟踪误差和估计误差均匀有界的充分条件。最后,一些仿真结果证明了所提控制方案的有效性和优势。
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引用次数: 0
A novel approach to the FPIBSC strategy for an electric power steering system 电动助力转向系统 FPIBSC 战略的新方法
IF 1.8 4区 计算机科学 Q2 Physics and Astronomy Pub Date : 2024-06-03 DOI: 10.1177/01423312241254579
T. Nguyen
The electric power steering system is used to improve comfort and steering feel for the user. In this article, we propose to use an integrated nonlinear control strategy for the electric steering system, which is described based on a complicated dynamic model. This work provides two new contributions. First, this control algorithm combines backstepping and proportional–integral (PI) techniques with parameters adjusted by a fuzzy algorithm, so it is called Fuzzy proportional–integral backstepping control (FPIBSC). The output of the PI algorithm is the input of the backstepping technique, while system stability is evaluated based on the Lyapunov function with virtual control variables. Second, road reaction torque is calculated based on a spatial dynamic model, which considers the influence of many other factors. Numerical simulation methods are used to evaluate the performance of the system. According to research findings, the value of the steering motor angle (controlled object) continuously tracks the desired value with negligible error. Under some specific conditions, the error between signals can be reduced to zero. In addition, other outputs that are obtained from the FPIBSC algorithm also tend to follow the reference signal with high accuracy. The phase difference phenomenon only occurs when using the conventional backstepping algorithm instead of FPIBSC. The assisted torque increases as speed decreases or the driver torque increases. In general, the system’s stability is always guaranteed under many different simulation conditions.
电动助力转向系统用于改善用户的舒适度和转向感觉。在本文中,我们建议对电动转向系统采用综合非线性控制策略,该策略基于一个复杂的动态模型进行描述。这项工作有两个新贡献。首先,这种控制算法结合了反步进和比例积分(PI)技术,并通过模糊算法调整参数,因此被称为模糊比例积分反步进控制(FPIBSC)。PI 算法的输出是反步进技术的输入,而系统稳定性则根据带有虚拟控制变量的 Lyapunov 函数进行评估。其次,根据空间动态模型计算道路反应扭矩,该模型考虑了许多其他因素的影响。数值模拟方法用于评估系统性能。研究结果表明,转向电机角度值(受控对象)持续跟踪期望值,误差可忽略不计。在某些特定条件下,信号之间的误差可降至零。此外,通过 FPIBSC 算法获得的其他输出也会高精度地跟踪参考信号。只有在使用传统的反步进算法而不是 FPIBSC 时,才会出现相位差现象。当速度降低或驱动扭矩增加时,辅助扭矩也会增加。总之,在许多不同的模拟条件下,系统的稳定性始终是有保证的。
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引用次数: 0
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Transactions of the Institute of Measurement and Control
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