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Adaptive Dynamic Programming for a Nonlinear Two-Player Non-Zero-Sum Differential Game With State and Input Constraints
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-11-14 DOI: 10.1002/rnc.7710
Yinglu Zhou, Yinya Li, Andong Sheng, Guoqing Qi

This paper investigates a nonlinear two-player non-zero-sum differential game with state and input constraints. To solve this problem, this paper constructs a neural network (NN) framework to approximate the solution of the Hamilton-Jacobi-Isaacs (HJI) equation. The adaptive dynamic programming (ADP) method is utilized where each player only needs one critic NN. To solve the issue of state and input saturations, this paper develops a novel constrained system for the differential game, firstly to make the states within the predetermined constraint set. Then, the non-quadratic expression is used to substitute the traditional quadratic expression for the two-player non-zero-sum differential game, and both of the inputs of the two players are constrained. With these treatments, the control input and the system are more in line with real-world applications. Moreover, the stability of the system is also analyzed using the Lyapunov theorem. Two numerical examples are presented to illustrate that the critic NN weights estimation errors and the system are uniformly ultimately bounded (UUB), and the state and input constraints can be achieved.

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引用次数: 0
Disturbance Observer-Based Neural Adaptive Command Filtered BacksStepping Funnel-Like Control for the Chaotic PMSM With Asymmetric Prescribed Performance Constraints
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-11-12 DOI: 10.1002/rnc.7712
Shaoyang Li, Junxing Zhang, Menghan Li, Fengbin Wu, Peng Zhou

This paper suggests a neural adaptive command filtered backstepping tracking control strategy for the chaotic permanent magnet synchronous motors with asymmetric prescribed performance constraints. Therefore, enable chaotic permanent magnet synchronous motors (PMSM) to obtain good robustness and better universality in practical industrial environments, and realizes more accurate control effect. The main challenge lies in devising a valid funnel-like solution within the backstepping frame to handle the asymmetric performance constraints that traditional solutions cannot solve. To achieve this, a novel funnel-like function is introduced, integrating a performance boundary function independent of initial output error, thereby transforming the system into an unbounded one. Additionally, the “explosion of complexity” with conventional backstepping is mitigated by introducing command filtering and constructing an error compensating system to reduce errors. By combining the theory of Lyapunov function and backstepping technique, the virtual controller and the real controller with adaptive law ensure the stability of the system. The disturbance observer and neural network solve the external disturbance and the uncertain nonlinear problem, respectively. Simulation comparisons confirm the robustness of the proposed control scheme and demonstrate its superiority over existing solutions.

{"title":"Disturbance Observer-Based Neural Adaptive Command Filtered BacksStepping Funnel-Like Control for the Chaotic PMSM With Asymmetric Prescribed Performance Constraints","authors":"Shaoyang Li,&nbsp;Junxing Zhang,&nbsp;Menghan Li,&nbsp;Fengbin Wu,&nbsp;Peng Zhou","doi":"10.1002/rnc.7712","DOIUrl":"https://doi.org/10.1002/rnc.7712","url":null,"abstract":"<div>\u0000 \u0000 <p>This paper suggests a neural adaptive command filtered backstepping tracking control strategy for the chaotic permanent magnet synchronous motors with asymmetric prescribed performance constraints. Therefore, enable chaotic permanent magnet synchronous motors (PMSM) to obtain good robustness and better universality in practical industrial environments, and realizes more accurate control effect. The main challenge lies in devising a valid funnel-like solution within the backstepping frame to handle the asymmetric performance constraints that traditional solutions cannot solve. To achieve this, a novel funnel-like function is introduced, integrating a performance boundary function independent of initial output error, thereby transforming the system into an unbounded one. Additionally, the “explosion of complexity” with conventional backstepping is mitigated by introducing command filtering and constructing an error compensating system to reduce errors. By combining the theory of Lyapunov function and backstepping technique, the virtual controller and the real controller with adaptive law ensure the stability of the system. The disturbance observer and neural network solve the external disturbance and the uncertain nonlinear problem, respectively. Simulation comparisons confirm the robustness of the proposed control scheme and demonstrate its superiority over existing solutions.</p>\u0000 </div>","PeriodicalId":50291,"journal":{"name":"International Journal of Robust and Nonlinear Control","volume":"35 3","pages":"1183-1200"},"PeriodicalIF":3.2,"publicationDate":"2024-11-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143114569","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Robust Adaptive Extremum Seeking Control Without Persistence of Excitation: Theory to Experiment
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-11-12 DOI: 10.1002/rnc.7707
Tushar Garg, Sayan Basu Roy, Kyriakos G. Vamvoudakis

In this article, we develop a novel adaptive extremum-seeking control (AdESC) algorithm with robustness guarantees and without persistence of excitation (PE). Specifically, this builds on a proportional-integral (PI)-like parameter estimator. A zeroth-order optimization framework is used, where the optimizer/agent can only query the numerical value of the cost function at the current coordinate given an unmodeled bounded disturbance. Since parameter estimation plays a decisive role in the stability and convergence properties of AdESC algorithm, it is also well established in the existing literature that to ensure parameter convergence a stringent PE condition is required. Here, we eliminate the need for a stringent PE condition by utilizing a novel set of weighted integral filter dynamics, while ensuring sufficient richness using a milder condition, called initial excitation (IE). Moreover, to validate the robustness guarantees towards unmodeled bounded disturbance, a detailed Lyapunov function based analysis is performed to establish the closed-loop stability and convergence in the form of uniform ultimate boundedness (UUB). Furthermore, an experimental study using a unicycle wheeled mobile robot (WMR) is carried out as a proof-of-concept considering disturbance and disturbance-free scenarios.

在本文中,我们开发了一种新型自适应极值寻优控制(AdESC)算法,该算法具有鲁棒性保证,且无持续激励(PE)。具体来说,该算法建立在类似于比例积分(PI)的参数估计器的基础上。该算法采用零阶优化框架,优化器/代理只能在当前坐标上查询成本函数的数值,并给出一个未建模的有界干扰。由于参数估计对 AdESC 算法的稳定性和收敛性起着决定性的作用,因此现有文献也明确指出,要确保参数收敛,需要严格的 PE 条件。在这里,我们利用一组新颖的加权积分滤波器动态,消除了对严格 PE 条件的需求,同时利用一个较温和的条件(称为初始激励 (IE))确保足够的丰富性。此外,为了验证对未建模有界干扰的鲁棒性保证,还进行了详细的基于 Lyapunov 函数的分析,以统一终极有界性(UUB)的形式建立闭环稳定性和收敛性。此外,还使用独轮车轮式移动机器人(WMR)进行了实验研究,作为概念验证,考虑了干扰和无干扰情况。
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引用次数: 0
IT2-Fuzzy-Model-Based Guaranteed Cost Control for Continuous-Time MJSs With Non-Consecutive Transmission and Quantization
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-11-11 DOI: 10.1002/rnc.7691
Guangtao Ran, Yanning Guo, Yueyong Lv, Hak-Keung Lam, Jian Liu, Hongtian Chen

This article addresses the asynchronous guaranteed cost control (GCC) problems for interval type-2 (IT2) fuzzy continuous-time Markov jump systems (C-TMJSs) with quantization and non-consecutive transmission. A dynamic event-triggered mechanism (ETM) for IT2 fuzzy C-TMJSs is designed to address the limited bandwidth and communication burden, which incorporates mode-dependent thresholds and weighting matrices. An asynchronous IT2 fuzzy guaranteed cost controller possessing unmatched premise variable information is developed to stabilize the considered system, achieving desired GCC performance. The relationship between system mode and controller mode is described by the hidden Markov model (HMM). A quantizer is employed to quantize the signal prior to transmission to the next node, modeled as a stochastic quantization utilizing the HMM. Furthermore, an improved mode-dependent and fuzzy-dependent Lyapunov function is constructed for stability analysis, and the conditions of optimal GCC performance are derived. Finally, two examples are performed to validate the effectiveness of the proposed algorithms.

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引用次数: 0
Constrained Control of Autonomous Underwater Gliders Based on Disturbance Estimation and Tracking Back Calculation
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-11-11 DOI: 10.1002/rnc.7708
Ming Lei, Fuxin Jia, Haoruo Chai, Shuoshuo Ding, Tiedong Zhang

This article presents an anti-disturbance constrained control scheme for the pitch channel of autonomous underwater gliders subject to internal and external disturbances, as well as actuator saturation. First, the integral control technique is employed to develop a disturbance observer to estimate the overall effect of possible uncertainties and disturbances on the nominal vehicle model, which is referred to as the mismatched lumped disturbance. Then, a disturbance rejection control law is constructed based on the disturbance observer. Following that, a straightforward anti-windup modification is proposed to handle potential input constraints by using the tracking back calculation technique. Specifically, the difference between saturated and unsaturated control input signals is utilized to create a feedback signal that addresses the disturbance observer input, thereby alleviating system windup during actuator saturation events. Furthermore, the stability of the overall closed-loop system is established in term of the Lyapunov stability theorem, demonstrating that the tracking error is ultimately bounded. Compared with some existing anti-windup control schemes, the suggested approach offers intuitive design guidelines, resulting in a simple controller that can be easily implemented. Finally, the effectiveness and robustness of the proposed control scheme are verified through simulation results.

{"title":"Constrained Control of Autonomous Underwater Gliders Based on Disturbance Estimation and Tracking Back Calculation","authors":"Ming Lei,&nbsp;Fuxin Jia,&nbsp;Haoruo Chai,&nbsp;Shuoshuo Ding,&nbsp;Tiedong Zhang","doi":"10.1002/rnc.7708","DOIUrl":"https://doi.org/10.1002/rnc.7708","url":null,"abstract":"<div>\u0000 \u0000 <p>This article presents an anti-disturbance constrained control scheme for the pitch channel of autonomous underwater gliders subject to internal and external disturbances, as well as actuator saturation. First, the integral control technique is employed to develop a disturbance observer to estimate the overall effect of possible uncertainties and disturbances on the nominal vehicle model, which is referred to as the mismatched lumped disturbance. Then, a disturbance rejection control law is constructed based on the disturbance observer. Following that, a straightforward anti-windup modification is proposed to handle potential input constraints by using the tracking back calculation technique. Specifically, the difference between saturated and unsaturated control input signals is utilized to create a feedback signal that addresses the disturbance observer input, thereby alleviating system windup during actuator saturation events. Furthermore, the stability of the overall closed-loop system is established in term of the Lyapunov stability theorem, demonstrating that the tracking error is ultimately bounded. Compared with some existing anti-windup control schemes, the suggested approach offers intuitive design guidelines, resulting in a simple controller that can be easily implemented. Finally, the effectiveness and robustness of the proposed control scheme are verified through simulation results.</p>\u0000 </div>","PeriodicalId":50291,"journal":{"name":"International Journal of Robust and Nonlinear Control","volume":"35 3","pages":"1134-1144"},"PeriodicalIF":3.2,"publicationDate":"2024-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143114318","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
An Anti-Attack Neural Sliding Mode Framework Based on a Novel Non-Fragile Observer
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-11-10 DOI: 10.1002/rnc.7701
Qi Liu, Jianxun Li, Shuping Ma, Jimin Wang, Baoping Jiang, Shen Yin

This article investigates anti-attack stabilization with passivity problem of uncertain singular semi-Markov jump systems (singular S-MJSs) with exogenous disturbance and delay. An ingenious non-fragile observer-based neural sliding mode control (SMC) scheme is put forward to solve the problem. First, considering unmeasured states, a distinctive non-fragile and decoupled observer, which does not contain the control input or any auxiliary sliding mode compensator design as in existing observer-based SMC approaches, is established such that the disadvantages of sliding mode switching in observers in existing literature can be avoided. Then, “only one sliding surface” design and a new system analysis route are presented, and the derived sliding surface is accessibly designed. Next, a new version of stochastic admissibility and passivity sufficient condition is given, and a related algorithm via an optimization problem is proposed to determine the controller gain and the observer gain by linear matrix inequalities (LMIs). Further, a novel observer-based anti-attack neural SMC law, which utilizes a neural network-based approach to approximate actuator attack, is proposed to stabilize the singular S-MJSs against actuator attack. Finally, simulation and comparison results are presented, which demonstrate the effectiveness and superiority of our method.

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引用次数: 0
Time-Varying Sliding Mode Based Fixed-Time Missile Guidance and Attitude Control With Impact Angle Constraints
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-11-07 DOI: 10.1002/rnc.7694
Shenghui Wei, Shenmin Song

Considering an unpowered missile diving to intercept a maneuvering target, a novel fixed-time guidance and attitude control algorithm is proposed. First, the second-order derivatives of the aerodynamic angles are directly linked to the fin deflections, which can avoid the tracking of missile body angle rate instruction in the traditional methods. Second, a novel fixed-time time-varying parameter nonsingular terminal sliding mode guidance law is proposed, which can avoid control input singularity without switching to the polynomial form when the error approaches the origin. Third, a new global time-varying sliding mode with a predefined convergence time and analytical solution is developed to design the attitude controller. The system states are proved to be fixed-time convergence based on the Lyapunov stability theory. Six-degree-of-freedom simulations are conducted to validate the superiority of the proposed algorithm in terms of miss distance, impact angle error, interception time and control energy.

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引用次数: 0
Constraint-Driven Multilane Merging Control for Underactuated Connected and Automated Vehicle System With Mismatched Uncertainty
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-11-06 DOI: 10.1002/rnc.7700
Qinwen Yang, Jiawen Li, Gang Xiao, Xueyun Li, Linjie Ren, Jin Huang

This article investigates the merging control for underactuated connected and automated vehicle (CAV) systems with mismatched uncertainty. The objective is to guarantee the safe and prescribed dynamic performance of the system during multilane merging. For CAV multidimensional motions, a strongly coupled vehicle dynamics with time-varying uncertainties is constructed. For the nominal system, the control objectives are designed as system constraints, with equality constraints guaranteeing merging and time-varying inequality constraints guaranteeing dynamic performance bounds. Based on the diffeomorphism method and bounded constraint, the system constraints are reconstructed to a unified representation. Combining system constraints and underactuated structure, the nominal controller is derived based on constraint-following. For the uncertain system, the uncertainty is decomposed into matched and mismatched portions by orthogonal decomposition. The adaptive robust controller is designed based only on matched uncertainty. Through Lyapunov minimax analysis, the control renders the errors uniformly bounded and uniformly ultimately bounded. Simulation results show that merging and platooning are effectively achieved with the proposed control. The system has excellent transient and steady state performance even in the presence of time-varying uncertainties.

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引用次数: 0
Resilient Event-Triggered Control for Switched Systems With Reconstructed Switching Signals Under DoS Attacks
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-11-03 DOI: 10.1002/rnc.7682
Fanfan Li, Yuangong Sun, Zhiqiang Zhang, Xingao Zhu

In this article, the resilient event-triggered control issue for switched linear systems with the bounded disturbance is explored under the aperiodic denial-of-service (DoS) attacks. Unlike the discussions on asynchronous behavior caused by network transmission/DoS attacks, configure a copy of predictor at controller module to avert the negative impacts of asynchronous switching. Subsequently, by establishing a resilient event-triggered strategy (RETS) to eliminate invalid sampling during DoS attacks intervals, the waste of network resources is reduced. Besides, a sufficient condition is derived to ensure the input-to-state stability (ISS) for the close-loop switched systems under DoS attacks. The results indicate that the switched systems can resist a certain degree of DoS attacks under the average dwell time (ADT) constrained by DoS attacks frequency and duration. In addition, Zeno behavior is eliminated by calculating the lower bound of the triggering intervals. Finally, the availability of theoretical approach is verified through a numerical simulation.

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引用次数: 0
Sliding Window Iterative Identification for Nonlinear Closed-Loop Systems Based on the Maximum Likelihood Principle
IF 3.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-11-01 DOI: 10.1002/rnc.7705
Lijuan Liu, Fu Li, Wei Liu, Huafeng Xia

The parameter estimation problem for the nonlinear closed-loop systems with moving average noise is considered in this article. For purpose of overcoming the difficulty that the dynamic linear module and the static nonlinear module in nonlinear closed-loop systems lead to identification complexity issues, the unknown parameters from both linear and nonlinear modules are included in a parameter vector by use of the key term separation technique. Furthermore, an sliding window maximum likelihood least squares iterative algorithm and an sliding window maximum likelihood gradient iterative algorithm are derived to estimate the unknown parameters. The numerical simulation indicates the efficiency of the proposed algorithms.

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引用次数: 0
期刊
International Journal of Robust and Nonlinear Control
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