首页 > 最新文献

Frontiers in control engineering最新文献

英文 中文
Virtual Actuator Design for Uncertain Metzler Systems 不确定Metzler系统的虚拟执行器设计
Pub Date : 2021-11-18 DOI: 10.3389/fcteg.2021.758543
D. Krokavec, A. Filasová
The paper presents the design conditions adequate in design of virtual actuators and utilizable by nominal static output control structures in fault-tolerant control for strictly Metzler systems. The positive stabilization with H ∞ norm performance is also addressed for virtual actuator design for strictly Metzler systems with interval uncertainty matrix representations of single actuator faults. Taking into account disturbance conditions and changes of values of variables after the virtual actuator activation, the design conditions are outlined in the terms of linear matrix inequalities. The approach provides a way to obtain acceptable dynamics of the closed loop system after virtual actuator activation.
本文给出了虚拟执行器设计的充分条件,以及在严格梅茨勒系统容错控制中标称静态输出控制结构的可用性。对于具有区间不确定性矩阵表示的严格Metzler系统的虚拟执行器设计,研究了具有H∞范数性能的正镇定问题。考虑扰动条件和虚作动器激活后变量值的变化,用线性矩阵不等式来描述设计条件。该方法为获得虚拟作动器激活后闭环系统的可接受动力学特性提供了一种途径。
{"title":"Virtual Actuator Design for Uncertain Metzler Systems","authors":"D. Krokavec, A. Filasová","doi":"10.3389/fcteg.2021.758543","DOIUrl":"https://doi.org/10.3389/fcteg.2021.758543","url":null,"abstract":"The paper presents the design conditions adequate in design of virtual actuators and utilizable by nominal static output control structures in fault-tolerant control for strictly Metzler systems. The positive stabilization with H ∞ norm performance is also addressed for virtual actuator design for strictly Metzler systems with interval uncertainty matrix representations of single actuator faults. Taking into account disturbance conditions and changes of values of variables after the virtual actuator activation, the design conditions are outlined in the terms of linear matrix inequalities. The approach provides a way to obtain acceptable dynamics of the closed loop system after virtual actuator activation.","PeriodicalId":73076,"journal":{"name":"Frontiers in control engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47069123","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Leader-Following Multi-Agent Coordination Control Accompanied With Hierarchical Q(λ)-Learning for Pursuit 基于层次Q(λ)学习的领导跟随多智能体协调控制
Pub Date : 2021-11-17 DOI: 10.3389/fcteg.2021.721475
Zhe-Yang Zhu, Chenglin Liu
In this paper, we investigate a pursuit problem with multi-pursuer and single evader in a two-dimensional grid space with obstacles. Taking a different approach to previous studies, this paper aims to address a pursuit problem in which only some pursuers can directly access the evader’s position. It also proposes using a hierarchical Q(λ)-learning with improved reward, with simulation results indicating that the proposed method outperforms Q-learning.
本文研究了二维网格空间中存在障碍物的多追踪者和单躲避者的追踪问题。本文采用与以往研究不同的方法,研究了只有部分追求者能够直接接近逃避者位置的追求者问题。本文还提出了一种改进奖励的分层Q(λ)学习方法,仿真结果表明该方法优于Q-学习方法。
{"title":"Leader-Following Multi-Agent Coordination Control Accompanied With Hierarchical Q(λ)-Learning for Pursuit","authors":"Zhe-Yang Zhu, Chenglin Liu","doi":"10.3389/fcteg.2021.721475","DOIUrl":"https://doi.org/10.3389/fcteg.2021.721475","url":null,"abstract":"In this paper, we investigate a pursuit problem with multi-pursuer and single evader in a two-dimensional grid space with obstacles. Taking a different approach to previous studies, this paper aims to address a pursuit problem in which only some pursuers can directly access the evader’s position. It also proposes using a hierarchical Q(λ)-learning with improved reward, with simulation results indicating that the proposed method outperforms Q-learning.","PeriodicalId":73076,"journal":{"name":"Frontiers in control engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43947510","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Cascade Descriptor Observers: Application to Understanding Sitting Control of Persons Living With Spinal Cord Injury 级联描述符观察者:应用于理解脊髓损伤患者的坐姿控制
Pub Date : 2021-11-05 DOI: 10.3389/fcteg.2021.710271
Hajer Srihi, T. Guerra, Anh‐Tu Nguyen, P. Pudlo, A. Dequidt
People with spinal cord injury (SCI) suffer from a drastic reduction in sitting stability which negatively impacts their postural control. Thus, sitting balance becomes one of the most challenging everyday exercises. To better understand the consequences of this pathology, we have to work with high-sized non-linear biomechanical models implying both theoretical and numerical difficulties. The main goal being to recover unmeasured inputs, the observer should have limited or no simplification at all to provide a better estimation quality. A Proportional Integral-observer (PI-observer) is designed and its convergence is formulated by linear matrix inequalities (LMI) through convex optimization techniques. Using a unique high-sized observer, the LMI constraints problem can quickly reach current solvers limitations regarding the number of unknown parameters required. A way to solve this issue is to design a cascade observer in order to estimate the unmeasurable torques of a human with SCI. This approach consists in decomposing a biomechanical model into interconnected subsystems and to build “local” observers. The relevance of this approach is demonstrated in simulation and with real-time experimental data.
脊髓损伤(SCI)患者的坐姿稳定性急剧下降,这对他们的姿势控制产生了负面影响。因此,坐姿平衡成为最具挑战性的日常锻炼之一。为了更好地理解这种病理学的后果,我们必须使用高尺寸的非线性生物力学模型,这意味着理论和数值上的困难。主要目标是恢复未测量的输入,观测器应该有有限的简化或根本没有简化,以提供更好的估计质量。设计了一个比例积分观测器(PI观测器),通过凸优化技术,利用线性矩阵不等式(LMI)来表示其收敛性。使用一个独特的大尺寸观测器,LMI约束问题可以快速达到当前求解器在所需未知参数数量方面的限制。解决这个问题的一种方法是设计一个级联观测器,以估计SCI患者的不可测量扭矩。这种方法包括将生物力学模型分解为相互连接的子系统,并建立“局部”观察者。该方法的相关性在仿真和实时实验数据中得到了证明。
{"title":"Cascade Descriptor Observers: Application to Understanding Sitting Control of Persons Living With Spinal Cord Injury","authors":"Hajer Srihi, T. Guerra, Anh‐Tu Nguyen, P. Pudlo, A. Dequidt","doi":"10.3389/fcteg.2021.710271","DOIUrl":"https://doi.org/10.3389/fcteg.2021.710271","url":null,"abstract":"People with spinal cord injury (SCI) suffer from a drastic reduction in sitting stability which negatively impacts their postural control. Thus, sitting balance becomes one of the most challenging everyday exercises. To better understand the consequences of this pathology, we have to work with high-sized non-linear biomechanical models implying both theoretical and numerical difficulties. The main goal being to recover unmeasured inputs, the observer should have limited or no simplification at all to provide a better estimation quality. A Proportional Integral-observer (PI-observer) is designed and its convergence is formulated by linear matrix inequalities (LMI) through convex optimization techniques. Using a unique high-sized observer, the LMI constraints problem can quickly reach current solvers limitations regarding the number of unknown parameters required. A way to solve this issue is to design a cascade observer in order to estimate the unmeasurable torques of a human with SCI. This approach consists in decomposing a biomechanical model into interconnected subsystems and to build “local” observers. The relevance of this approach is demonstrated in simulation and with real-time experimental data.","PeriodicalId":73076,"journal":{"name":"Frontiers in control engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46106045","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Linear Parameter Varying Path Tracking Control for Over-Actuated Electric Vehicles 过驱动电动汽车的线性参数变路径跟踪控制
Pub Date : 2021-10-27 DOI: 10.3389/fcteg.2021.750190
Alex Gimondi, M. Corno, S. Savaresi
This paper discusses a multi-layer linear parameter varying path tracking controller for autonomous full electric vehicles with 4 wheel drive. Many approaches for path tracking are present in the literature, but the majority of them utilize only the steering wheel. Nowadays, the massive introduction of electric vehicles opens new opportunities for vehicle dynamics control; multiple electric motors, via differential torque, offer an alternative way to influence vehicle motion. The multi-layer structure, managing separately steering wheel and electric motors, permits the exploitation of pre-existing control systems and maintains a straightforward tuning process. Furthermore, the robustness of the path tracking controller is enhanced by introducing tire nonlinearities. Linear parameter varying models offer a direct way to incorporate tire characteristics in the design process. Exploiting H ∞ technique the scheduled controller can be seamlessly synthezised. The proposed strategy has been compared in simulation to a benchmark integrated, i.e., a unique controller that manages all the actuators, approach. During double lane changes beyond the vehicle limits, the multi-layer controller guarantees stability and excellent tracking with an average error of 12 and 24 cm on high and low grip respectively.
本文讨论了一种适用于四轮驱动全电动汽车的多层线性参数变路径跟踪控制器。文献中有许多路径跟踪方法,但大多数方法只使用方向盘。如今,电动汽车的大规模引入为车辆动力学控制打开了新的机遇;多个电动机通过差动扭矩提供了一种影响车辆运动的替代方式。多层结构,分别管理方向盘和电机,允许利用预先存在的控制系统,并保持简单的调整过程。此外,通过引入轮胎非线性来增强路径跟踪控制器的鲁棒性。线性参数变化模型提供了一种将轮胎特性纳入设计过程的直接方法。利用H∞技术可以实现调度控制器的无缝合成。所提出的策略已在仿真中与基准集成方法进行了比较,即管理所有致动器的独特控制器方法。在超过车辆限制的双车道变化过程中,多层控制器保证了稳定性和出色的跟踪性能,在高抓地力和低抓地力下的平均误差分别为12厘米和24厘米。
{"title":"Linear Parameter Varying Path Tracking Control for Over-Actuated Electric Vehicles","authors":"Alex Gimondi, M. Corno, S. Savaresi","doi":"10.3389/fcteg.2021.750190","DOIUrl":"https://doi.org/10.3389/fcteg.2021.750190","url":null,"abstract":"This paper discusses a multi-layer linear parameter varying path tracking controller for autonomous full electric vehicles with 4 wheel drive. Many approaches for path tracking are present in the literature, but the majority of them utilize only the steering wheel. Nowadays, the massive introduction of electric vehicles opens new opportunities for vehicle dynamics control; multiple electric motors, via differential torque, offer an alternative way to influence vehicle motion. The multi-layer structure, managing separately steering wheel and electric motors, permits the exploitation of pre-existing control systems and maintains a straightforward tuning process. Furthermore, the robustness of the path tracking controller is enhanced by introducing tire nonlinearities. Linear parameter varying models offer a direct way to incorporate tire characteristics in the design process. Exploiting H ∞ technique the scheduled controller can be seamlessly synthezised. The proposed strategy has been compared in simulation to a benchmark integrated, i.e., a unique controller that manages all the actuators, approach. During double lane changes beyond the vehicle limits, the multi-layer controller guarantees stability and excellent tracking with an average error of 12 and 24 cm on high and low grip respectively.","PeriodicalId":73076,"journal":{"name":"Frontiers in control engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-10-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47428245","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Robust Consensus Problem of Heterogeneous Uncertain Second-Order Multi-Agent Systems Based on Sliding Mode Control 基于滑模控制的异构不确定二阶多智能体系统的鲁棒一致性问题
Pub Date : 2021-10-01 DOI: 10.3389/fcteg.2021.744027
Ni Zhao, Jiandong Zhu
This paper investigates the robust consensus problem for heterogeneous second-order multi-agent systems with uncertain parameters. Based on the sliding mode control method, novel robust consensus protocols are designed for the linear multi-agent systems with uncertain parameters and a class of uncertain nonlinear multi-agent systems. Finally, numerical simulations are given to verify the effectiveness of the proposed protocols.
研究了参数不确定的二阶异构多智能体系统的鲁棒一致性问题。基于滑模控制方法,针对参数不确定的线性多智能体系统和一类不确定的非线性多智能体,设计了新的鲁棒一致性协议。最后,通过数值模拟验证了所提协议的有效性。
{"title":"Robust Consensus Problem of Heterogeneous Uncertain Second-Order Multi-Agent Systems Based on Sliding Mode Control","authors":"Ni Zhao, Jiandong Zhu","doi":"10.3389/fcteg.2021.744027","DOIUrl":"https://doi.org/10.3389/fcteg.2021.744027","url":null,"abstract":"This paper investigates the robust consensus problem for heterogeneous second-order multi-agent systems with uncertain parameters. Based on the sliding mode control method, novel robust consensus protocols are designed for the linear multi-agent systems with uncertain parameters and a class of uncertain nonlinear multi-agent systems. Finally, numerical simulations are given to verify the effectiveness of the proposed protocols.","PeriodicalId":73076,"journal":{"name":"Frontiers in control engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47590684","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Modelling Fractional Behaviours Without Fractional Models 没有分数模型的分数行为建模
Pub Date : 2021-08-19 DOI: 10.3389/fcteg.2021.716110
J. Sabatier
This paper first warns about the confusion or rather the implicit link that exists in the literature between fractional behaviours (of physical, biological, thermal, etc. origin) and fractional models. The need in the field of dynamic systems modelling is for tools that can capture fractional behaviours that are ubiquitous. Fractional models are only one class of models among others that can capture fractional behaviours, but with associated drawbacks. Several other modelling tools are proposed in this paper, thus showing that a distinction is needed between fractional behaviours and fractional models.
本文首先警告了文献中存在的分数行为(物理、生物、热等起源)和分数模型之间的混淆,或者更确切地说是隐含的联系。动态系统建模领域需要能够捕捉普遍存在的分数行为的工具。分数模型只是可以捕捉分数行为的一类模型,但也有相关的缺点。本文提出了其他几种建模工具,从而表明需要区分分数行为和分数模型。
{"title":"Modelling Fractional Behaviours Without Fractional Models","authors":"J. Sabatier","doi":"10.3389/fcteg.2021.716110","DOIUrl":"https://doi.org/10.3389/fcteg.2021.716110","url":null,"abstract":"This paper first warns about the confusion or rather the implicit link that exists in the literature between fractional behaviours (of physical, biological, thermal, etc. origin) and fractional models. The need in the field of dynamic systems modelling is for tools that can capture fractional behaviours that are ubiquitous. Fractional models are only one class of models among others that can capture fractional behaviours, but with associated drawbacks. Several other modelling tools are proposed in this paper, thus showing that a distinction is needed between fractional behaviours and fractional models.","PeriodicalId":73076,"journal":{"name":"Frontiers in control engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42726484","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 10
Secure Dynamic State Estimation for Cyber Security of AC Microgrids 交流微电网网络安全的安全动态状态估计
Pub Date : 2021-08-18 DOI: 10.3389/fcteg.2021.734220
Dariush Fooladivanda, Qie Hu, Y. Chang
A timely, accurate, and secure dynamic state estimation is needed for reliable monitoring and efficient control of microgrids. The synchrophasor technology enables system operators to obtain synchronized measurements in real-time and to develop dynamic state estimators for monitoring and control of microgrids. However, in practice, sensor measurements can be corrupted or attacked. In this study, we consider an AC microgrid comprising several synchronous generators and inverter-interface power supplies, and focus on securely estimating the dynamic states of the microgrid from a set of corrupted data. We propose a secure dynamic state estimator which allows the microgrid operator to reconstruct the dynamic states of the microgrid from a set of attacked or corrupted data without any assumption on attacks or corruptions. Finally, we consider an AC microgrid with the same topology as the IEEE 33-bus distribution system, and show that the proposed secure estimation algorithm can accurately reconstruct the attack signals.
微电网的可靠监测和有效控制需要及时、准确和安全的动态状态估计。同步相量技术使系统运营商能够实时获得同步测量,并开发用于监测和控制微电网的动态状态估计器。然而,在实践中,传感器测量可能会被破坏或攻击。在这项研究中,我们考虑了一个由几个同步发电机和逆变器接口电源组成的交流微电网,并专注于从一组损坏的数据中安全地估计微电网的动态状态。我们提出了一种安全的动态状态估计器,该估计器允许微电网运营商从一组受攻击或损坏的数据中重建微电网的动态状态,而无需对攻击或损坏进行任何假设。最后,我们考虑了一个与IEEE 33总线配电系统拓扑结构相同的交流微电网,并表明所提出的安全估计算法可以准确地重构攻击信号。
{"title":"Secure Dynamic State Estimation for Cyber Security of AC Microgrids","authors":"Dariush Fooladivanda, Qie Hu, Y. Chang","doi":"10.3389/fcteg.2021.734220","DOIUrl":"https://doi.org/10.3389/fcteg.2021.734220","url":null,"abstract":"A timely, accurate, and secure dynamic state estimation is needed for reliable monitoring and efficient control of microgrids. The synchrophasor technology enables system operators to obtain synchronized measurements in real-time and to develop dynamic state estimators for monitoring and control of microgrids. However, in practice, sensor measurements can be corrupted or attacked. In this study, we consider an AC microgrid comprising several synchronous generators and inverter-interface power supplies, and focus on securely estimating the dynamic states of the microgrid from a set of corrupted data. We propose a secure dynamic state estimator which allows the microgrid operator to reconstruct the dynamic states of the microgrid from a set of attacked or corrupted data without any assumption on attacks or corruptions. Finally, we consider an AC microgrid with the same topology as the IEEE 33-bus distribution system, and show that the proposed secure estimation algorithm can accurately reconstruct the attack signals.","PeriodicalId":73076,"journal":{"name":"Frontiers in control engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44928197","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
An Improved Integral Inequality for Delay-Dependent Gain-Scheduled LPV Control 延迟相关增益LPV控制的一个改进积分不等式
Pub Date : 2021-08-16 DOI: 10.3389/fcteg.2021.687807
Shahin Tasoujian, Karolos Grigoriadis , Matthew Franchek 
The present work examines the delay-dependent gain-scheduling feedback control with guaranteed closed-loop stability and induced L 2 norm performance for continuous-time linear parameter-varying (LPV) systems with arbitrary time-varying delay. An extension of Lyapunov stability utilizing Krasovskii functionals is considered to derive stability analysis and synthesis conditions for delay-dependent dynamic output feedback LPV control design. The main challenges associated with this approach are selecting appropriate Lyapunov-Krasovskii functionals (LKFs) and finding efficient integral inequalities to bound the derivative of the LKF. Accordingly, a novel modified parameter-dependent LKF candidate along with an affine version of Jensen’s inequality bounding technique are employed leading to the derivation of less conservative sufficient conditions expressed in terms of convex linear matrix inequalities (LMIs). The proposed methodology is compared with past work in the literature in terms of conservatism reduction and performance improvement through a numerical example. Finally, the application of the proposed output-feedback LPV control design is evaluated on the automated mean arterial blood pressure (MAP) regulation in critical patient resuscitation via vasoactive drug infusion. Closed-loop simulation results are presented to illustrate the potential of the introduced LPV gain-scheduling design to provide MAP set-point tracking in the presence of disturbances and varying input delays.
本文研究了具有任意时变时滞的连续线性变参数系统的具有保证闭环稳定性和诱导l2范数性能的时滞相关增益调度反馈控制。利用Krasovskii泛函对Lyapunov稳定性进行了扩展,导出了时滞相关动态输出反馈LPV控制设计的稳定性分析和综合条件。与此方法相关的主要挑战是选择合适的Lyapunov-Krasovskii泛函(LKF)和寻找有效的积分不等式来约束LKF的导数。因此,采用了一种新的改进的参数相关LKF候选函数和仿射版本的Jensen不等式边界技术,从而推导出以凸线性矩阵不等式(lmi)表示的不太保守的充分条件。通过一个数值算例,将所提出的方法与以往文献中的保守性降低和性能改进进行了比较。最后,评估了输出反馈LPV控制设计在血管活性药物输注危重患者复苏中平均动脉血压(MAP)自动调节中的应用。闭环仿真结果说明了引入的LPV增益调度设计在存在干扰和不同输入延迟的情况下提供MAP设定点跟踪的潜力。
{"title":"An Improved Integral Inequality for Delay-Dependent Gain-Scheduled LPV Control","authors":"Shahin Tasoujian, Karolos Grigoriadis , Matthew Franchek ","doi":"10.3389/fcteg.2021.687807","DOIUrl":"https://doi.org/10.3389/fcteg.2021.687807","url":null,"abstract":"The present work examines the delay-dependent gain-scheduling feedback control with guaranteed closed-loop stability and induced L 2 norm performance for continuous-time linear parameter-varying (LPV) systems with arbitrary time-varying delay. An extension of Lyapunov stability utilizing Krasovskii functionals is considered to derive stability analysis and synthesis conditions for delay-dependent dynamic output feedback LPV control design. The main challenges associated with this approach are selecting appropriate Lyapunov-Krasovskii functionals (LKFs) and finding efficient integral inequalities to bound the derivative of the LKF. Accordingly, a novel modified parameter-dependent LKF candidate along with an affine version of Jensen’s inequality bounding technique are employed leading to the derivation of less conservative sufficient conditions expressed in terms of convex linear matrix inequalities (LMIs). The proposed methodology is compared with past work in the literature in terms of conservatism reduction and performance improvement through a numerical example. Finally, the application of the proposed output-feedback LPV control design is evaluated on the automated mean arterial blood pressure (MAP) regulation in critical patient resuscitation via vasoactive drug infusion. Closed-loop simulation results are presented to illustrate the potential of the introduced LPV gain-scheduling design to provide MAP set-point tracking in the presence of disturbances and varying input delays.","PeriodicalId":73076,"journal":{"name":"Frontiers in control engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48521256","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Time and Action Co-Training in Reinforcement Learning Agents 强化学习主体的时间与行动协同训练
Pub Date : 2021-08-06 DOI: 10.3389/fcteg.2021.722092
Ashlesha Akella, Chin-Teng Lin
In formation control, a robot (or an agent) learns to align itself in a particular spatial alignment. However, in a few scenarios, it is also vital to learn temporal alignment along with spatial alignment. An effective control system encompasses flexibility, precision, and timeliness. Existing reinforcement learning algorithms excel at learning to select an action given a state. However, executing an optimal action at an appropriate time remains challenging. Building a reinforcement learning agent which can learn an optimal time to act along with an optimal action can address this challenge. Neural networks in which timing relies on dynamic changes in the activity of population neurons have been shown to be a more effective representation of time. In this work, we trained a reinforcement learning agent to create its representation of time using a neural network with a population of recurrently connected nonlinear firing rate neurons. Trained using a reward-based recursive least square algorithm, the agent learned to produce a neural trajectory that peaks at the “time-to-act”; thus, it learns “when” to act. A few control system applications also require the agent to temporally scale its action. We trained the agent so that it could temporally scale its action for different speed inputs. Furthermore, given one state, the agent could learn to plan multiple future actions, that is, multiple times to act without needing to observe a new state.
在编队控制中,机器人(或代理)学会在特定的空间对齐中对齐自己。然而,在少数情况下,学习时间对齐和空间对齐也是至关重要的。一个有效的控制系统包括灵活性、准确性和及时性。现有的强化学习算法擅长于学习在给定状态下选择动作。然而,在适当的时间执行最佳操作仍然具有挑战性。构建一个强化学习代理,它可以在最佳行动的同时学习最佳行动时间,可以解决这一挑战。时间依赖于群体神经元活动的动态变化的神经网络已被证明是时间的更有效表示。在这项工作中,我们训练了一个强化学习代理,使用具有递归连接的非线性放电率神经元群体的神经网络来创建其时间表示。该智能体使用基于奖励的递归最小二乘算法进行训练,学会产生在“行动时间”达到峰值的神经轨迹;因此,它学会了“何时”行动。一些控制系统应用程序还要求代理在时间上缩放其动作。我们训练了代理,使其能够根据不同的速度输入在时间上缩放其动作。此外,在给定一种状态的情况下,代理可以学会规划多个未来行动,也就是说,多次行动而不需要观察新的状态。
{"title":"Time and Action Co-Training in Reinforcement Learning Agents","authors":"Ashlesha Akella, Chin-Teng Lin","doi":"10.3389/fcteg.2021.722092","DOIUrl":"https://doi.org/10.3389/fcteg.2021.722092","url":null,"abstract":"In formation control, a robot (or an agent) learns to align itself in a particular spatial alignment. However, in a few scenarios, it is also vital to learn temporal alignment along with spatial alignment. An effective control system encompasses flexibility, precision, and timeliness. Existing reinforcement learning algorithms excel at learning to select an action given a state. However, executing an optimal action at an appropriate time remains challenging. Building a reinforcement learning agent which can learn an optimal time to act along with an optimal action can address this challenge. Neural networks in which timing relies on dynamic changes in the activity of population neurons have been shown to be a more effective representation of time. In this work, we trained a reinforcement learning agent to create its representation of time using a neural network with a population of recurrently connected nonlinear firing rate neurons. Trained using a reward-based recursive least square algorithm, the agent learned to produce a neural trajectory that peaks at the “time-to-act”; thus, it learns “when” to act. A few control system applications also require the agent to temporally scale its action. We trained the agent so that it could temporally scale its action for different speed inputs. Furthermore, given one state, the agent could learn to plan multiple future actions, that is, multiple times to act without needing to observe a new state.","PeriodicalId":73076,"journal":{"name":"Frontiers in control engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49016968","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Finite-Time Stability of Hybrid Systems With Unstable Modes 具有不稳定模态的混合系统的有限时间稳定性
Pub Date : 2021-08-02 DOI: 10.3389/fcteg.2021.707729
Kunal Garg, Dimitra Panagou
In this work, we study finite-time stability of hybrid systems with unstable modes. We present sufficient conditions in terms of multiple Lyapunov functions for the origin of a class of hybrid systems to be finite-time stable. More specifically, we show that even if the value of the Lyapunov function increases during continuous flow, i.e., if the unstable modes in the system are active for some time, finite-time stability can be guaranteed if the finite-time convergent mode is active for a sufficient amount of cumulative time. This is the first work on finite-time stability of hybrid systems using multiple Lyapunov functions. Prior work uses a common Lyapunov function approach, and requires the Lyapunov function to be decreasing during the continuous flows and non-increasing at the discrete jumps, thereby, restricting the hybrid system to only have stable modes, or to only evolve along the stable modes. In contrast, we allow Lyapunov functions to increase both during the continuous flows and the discrete jumps. As thus, the derived stability results are less conservative compared to the earlier results in the related literature, and in effect allow the hybrid system to have unstable modes.
在这项工作中,我们研究了具有不稳定模态的混合系统的有限时间稳定性。我们用多重李雅普诺夫函数给出了一类混合系统的起源是有限时间稳定的充分条件。更具体地说,我们证明,即使李雅普诺夫函数的值在连续流动过程中增加,即,如果系统中的不稳定模式在一段时间内是活跃的,如果有限时间收敛模式在足够长的累积时间内是活动的,也可以保证有限时间的稳定性。这是首次使用多个李雅普诺夫函数研究混合系统的有限时间稳定性。先前的工作使用了一种常见的李雅普诺夫函数方法,并要求李雅普函数在连续流期间递减,而在离散跳变时不递增,从而限制混合系统仅具有稳定模式,或仅沿稳定模式进化。相反,我们允许李雅普诺夫函数在连续流动和离散跳跃期间都增加。因此,与相关文献中的早期结果相比,导出的稳定性结果不那么保守,并且实际上允许混合系统具有不稳定模式。
{"title":"Finite-Time Stability of Hybrid Systems With Unstable Modes","authors":"Kunal Garg, Dimitra Panagou","doi":"10.3389/fcteg.2021.707729","DOIUrl":"https://doi.org/10.3389/fcteg.2021.707729","url":null,"abstract":"In this work, we study finite-time stability of hybrid systems with unstable modes. We present sufficient conditions in terms of multiple Lyapunov functions for the origin of a class of hybrid systems to be finite-time stable. More specifically, we show that even if the value of the Lyapunov function increases during continuous flow, i.e., if the unstable modes in the system are active for some time, finite-time stability can be guaranteed if the finite-time convergent mode is active for a sufficient amount of cumulative time. This is the first work on finite-time stability of hybrid systems using multiple Lyapunov functions. Prior work uses a common Lyapunov function approach, and requires the Lyapunov function to be decreasing during the continuous flows and non-increasing at the discrete jumps, thereby, restricting the hybrid system to only have stable modes, or to only evolve along the stable modes. In contrast, we allow Lyapunov functions to increase both during the continuous flows and the discrete jumps. As thus, the derived stability results are less conservative compared to the earlier results in the related literature, and in effect allow the hybrid system to have unstable modes.","PeriodicalId":73076,"journal":{"name":"Frontiers in control engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-08-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45781904","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Frontiers in control engineering
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1