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Enhancing autonomous vehicle control with lateral error feedback analysis 利用横向误差反馈分析增强自动驾驶车辆控制
IF 1.8 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2026-01-03 DOI: 10.1016/j.ifacsc.2025.100359
Mordecai Opoku Ohemeng , Bernard Asamoah Afful , Joseph Ackora-Prah , Benedict Barnes , Ishmael Takyi
This paper develops a general Lyapunov-based framework for state-feedback control of nonlinear discrete-time systems, where the controller is designed to offer formal assurance of the monotonic decrease of a quadratic Lyapunov function while explicitly accounting for actuator saturation (input constraints). The framework is first presented in a general setting, emphasizing stability conditions under practical limits, and then applied to a case study in autonomous driving. The core difficulty lies in analytically deriving the feedback gains to satisfy both the Hurwitz stability criteria and desired transient (damping) specifications, while maintaining a low-complexity structure. Using a simplified vehicle model, two controllers are compared: a basic proportional feedback law and a Lyapunov-stable controller (LSC) that explicitly incorporates lateral deviation into the control policy. Both controllers are evaluated on real-world driving trajectories from the comma2k19 dataset. Simulation results demonstrate that the LSC significantly improves lane-keeping performance and accelerates convergence to the equilibrium compared to the baseline controller. The novelty of this work lies in bridging Lyapunov stability analysis with practical control evaluation on real driving data, offering a systematic approach to controller design.
本文开发了一种基于Lyapunov的非线性离散系统状态反馈控制的一般框架,其中控制器被设计为提供二次Lyapunov函数单调减小的形式保证,同时显式地考虑执行器饱和(输入约束)。该框架首先在一般情况下提出,强调在实际限制下的稳定性条件,然后应用于自动驾驶的案例研究。核心困难在于解析地推导反馈增益,以满足Hurwitz稳定性准则和所需的瞬态(阻尼)规格,同时保持低复杂度的结构。使用简化的车辆模型,比较了两种控制器:基本比例反馈律和明确将横向偏差纳入控制策略的李雅普诺夫稳定控制器(LSC)。两个控制器都在comma2k19数据集的真实驾驶轨迹上进行评估。仿真结果表明,与基线控制器相比,LSC显著提高了车道保持性能,加速了收敛到平衡状态。这项工作的新颖之处在于将李雅普诺夫稳定性分析与对真实驾驶数据的实际控制评估联系起来,为控制器设计提供了一种系统的方法。
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引用次数: 0
A model of stem cell dynamics with carrying capacity: The role of feedback on proliferation rate 具有承载能力的干细胞动力学模型:反馈对增殖率的作用
IF 1.8 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-12-31 DOI: 10.1016/j.ifacsc.2025.100358
Alessandro Borri , Pasquale Palumbo , Abhyudai Singh
Stem cells play a crucial role in biomedical research, offering remarkable potential for regenerative medicine, disease modeling, and drug discovery. Their ability to self-renew and differentiate into specialized cell types makes them essential for tissue repair and regeneration. This note explores a basic model of the differentiation/proliferation mechanisms while accounting for the maximum population size the environment can sustainably support due to limiting resources — i.e., the carrying capacity. Regulatory mechanisms affecting the proliferation rate are investigated using both deterministic and stochastic approaches. The deterministic analysis identifies regions of the parameter space that ensure a stable balance between stem and differentiated cells, while the stochastic approach provides valuable insights suggesting that a positive feedback on the proliferation rate leads to lower fluctuations in the accumulation of differentiated cells.
干细胞在生物医学研究中发挥着至关重要的作用,为再生医学、疾病建模和药物发现提供了巨大的潜力。它们自我更新和分化为特化细胞类型的能力使它们对组织修复和再生至关重要。本文探讨了分化/增殖机制的基本模型,同时考虑了由于资源有限,环境可以持续支持的最大种群规模-即承载能力。利用确定性和随机方法研究了影响增殖速率的调节机制。确定性分析确定了确保干细胞和分化细胞之间稳定平衡的参数空间区域,而随机方法提供了有价值的见解,表明对增殖率的正反馈导致分化细胞积累的波动较小。
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引用次数: 0
Online estimation of remaining time to recovery to enhance resilience using bond graph based power loss estimation 利用基于键合图的功率损耗估计在线估计剩余恢复时间以增强弹性
IF 1.8 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-12-27 DOI: 10.1016/j.ifacsc.2025.100357
Mohd Faizan, Mahdi Boukerdja, Anne Lise Gehin, Belkacem Ould Bouamama, Sumit Sood
Energy system resilience refers to the ability of systems to operate effectively during disruptive events. These disruptions occur when control mechanisms fail due to actuator saturation, triggered by faults or attacks with unpredictable behaviour. Maintaining system resilience relies on recovery control strategies. However, these strategies are often delayed, leading to severe system performance degradation. A novel indicator, Remaining Time to Recovery (RTTR), has been introduced in this work to address the delay in recovery control implementation. This indicator facilitates the implementation of the anticipatory recovery control strategies to address this delay. An innovative method for the online estimation of RTTR has been proposed, based on a hybrid approach that combines Bond Graph (BG) modelling and Machine Learning (ML). In the proposed work, the BG reference model interacts with system measurements and instantly estimates power losses caused by faults or attacks before the system’s performance is impacted. The ML layer, using linear regression (LR), processes the estimated power loss data to derive a prediction model of power loss evolution that is updated in real-time. RTTR is then predicted based on the initiation of power loss and the predicted evolution of that loss over time. The proposed methodology has been validated on a two-tank system using real-time Hardware-in-the-Loop (HIL) simulation with a Speedgoat target machine. The HIL simulations in different scenarios have been presented to demonstrate the reliability and accuracy of the proposed approach.
能源系统弹性是指系统在破坏性事件中有效运行的能力。当控制机制由于执行器饱和而失效时,这些中断就会发生,这是由故障或不可预测行为的攻击触发的。维护系统弹性依赖于恢复控制策略。然而,这些策略经常被延迟,导致严重的系统性能下降。本文引入了一个新的指标——剩余恢复时间(RTTR)来解决恢复控制实施中的延迟问题。这一指标有助于执行预期恢复控制战略,以解决这一延误问题。提出了一种基于结合键图(BG)建模和机器学习(ML)的混合方法的RTTR在线估计的创新方法。在提出的工作中,BG参考模型与系统测量相互作用,并在系统性能受到影响之前立即估计由故障或攻击引起的功率损失。机器学习层使用线性回归(LR)处理估计的功率损耗数据,以导出实时更新的功率损耗演变预测模型。然后,RTTR是根据功率损耗的开始和功率损耗随时间的预测演变来预测的。所提出的方法已经在一个双罐系统上进行了验证,使用Speedgoat靶机进行实时硬件在环(HIL)仿真。通过不同场景下的HIL仿真,验证了该方法的可靠性和准确性。
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引用次数: 0
Direct data-driven model-reference control for constrained systems 约束系统的直接数据驱动模型参考控制
IF 1.8 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-12-26 DOI: 10.1016/j.ifacsc.2025.100355
Manas Mejari, Milad Banitalebi Dehkordi, Dario Piga
A central challenge in direct data-driven control design is to ensure constraint satisfaction and safe operation of the closed-loop system while maintaining certain performance. To address this, we propose a hierarchical data-driven control architecture for constrained linear time-invariant systems to track a given setpoint reference. The inner-loop consists of a model reference controller (MRC) synthesized directly from the noisy data, which ensures performance by attempting to match a user-specified reference model. The outer-loop is a robust model predictive control (RMPC), acting as a safety pre-filter which optimally modifies the reference signal given to the inner loop MRC, ensuring constraint satisfaction and improving overall tracking performance. Additionally, the RMPC scheme accounts for a potential mismatch between the achieved closed-loop and the desired reference model, in the case of imperfect matching by the inner loop controller. The effectiveness of the method is demonstrated via a numerical example.
直接数据驱动控制设计的核心挑战是在保持一定性能的同时保证闭环系统的约束满足和安全运行。为了解决这个问题,我们提出了一种用于约束线性定常系统的分层数据驱动控制体系结构,以跟踪给定的设定值参考。内环由一个直接从噪声数据合成的模型参考控制器(MRC)组成,它通过尝试匹配用户指定的参考模型来确保性能。外环是一个鲁棒模型预测控制(RMPC),作为一个安全预滤波器,最优地修改给定给内环MRC的参考信号,确保约束满足并提高整体跟踪性能。此外,在内环控制器不完全匹配的情况下,RMPC方案考虑了实现的闭环与期望的参考模型之间的潜在不匹配。通过数值算例验证了该方法的有效性。
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引用次数: 0
Multimodal haptic feedback guidance and discrimination in vision-assisted teleoperation 视觉辅助遥操作中的多模态触觉反馈引导与识别
IF 1.8 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-12-16 DOI: 10.1016/j.ifacsc.2025.100353
Sohaib Ahmad Sirwal , Babar Ahmad , Majid Hameed Koul
Haptic feedback is essential for intuitive teleoperation, yet designing systems that improve performance without increasing cognitive load remains a critical challenge. This study investigates how the quality of vibrotactile feedback within a multimodal framework influences operator performance and control strategy. A vision-assisted haptic teleoperation system that combines position-error-based force feedback with vibrotactile cues derived from real-time contour detection is proposed. Using a low-cost dual Novint Falcon setup, a user study compared binary vibration with a graded mode employing PWM-based signals to encode proximity. The results demonstrated that graded feedback allowed participants to complete tasks 17% faster with approximately 5% lower RMSE while applying a comparable force. Subjective evaluations also revealed a 32% reduction in mental demand and a 35% reduction in frustration at NASA-TLX, in addition to significantly greater confidence and perceived performance. These findings show that proportional anticipatory feedback allows operators to shift from reactive error correction to more fluid and efficient predictive control strategies. The results infer that the quality and intuitiveness of haptic information is decisive in developing effective telepresence systems, with graded multimodal cues providing clear advantages over binary feedback in the surgical, industrial, and assistive domains.
触觉反馈对于直观的遥操作是必不可少的,然而设计在不增加认知负荷的情况下提高性能的系统仍然是一个关键的挑战。本研究探讨了在多模态框架下,振动触觉反馈的质量如何影响操作员的性能和控制策略。提出了一种将基于位置误差的力反馈与基于实时轮廓检测的振动触觉线索相结合的视觉辅助触觉遥操作系统。一项用户研究使用低成本的双Novint Falcon装置,将二元振动与采用基于pwm的信号编码接近度的分级模式进行了比较。结果表明,在施加类似力的情况下,分级反馈使参与者完成任务的速度提高了17%,均方根误差降低了约5%。主观评估还显示,在NASA-TLX工作时,心理需求减少了32%,挫折感减少了35%,此外还显着增强了信心和感知表现。这些发现表明,比例预期反馈可以使作业者从被动纠错转向更灵活、更有效的预测控制策略。结果表明,触觉信息的质量和直观性是开发有效的远程呈现系统的决定性因素,分级多模态线索在外科、工业和辅助领域提供了明显优于二元反馈的优势。
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引用次数: 0
Optimal and robust control techniques for stability enhancement in a renewable integrated power system 可再生综合电力系统稳定性增强的最优鲁棒控制技术
IF 1.8 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-12-15 DOI: 10.1016/j.ifacsc.2025.100354
Shuvo Dev , Mehedi Hassan , Naruttam Kumar Roy , Rabiul Islam
This study examines the design of a resilient control strategy for an IEEE 8-bus power system with renewable integration. It makes use of sophisticated control techniques such as Linear Quadratic Regulator (LQR), Linear Quadratic Gaussian (LQG), Sector-Bounded LQG (SBLQG), and Norm-Bounded LQG (NBLQG). By correcting model errors, the major goal of this study is to increase the power system’s resilience while preserving respectable performance indicators. To evaluate the efficacy of each control strategy, a thorough comparison is carried out using pole-zero plots, Bode plots, time-domain specifications, robust analysis, and statistical analysis. According to the pole-zero analysis, all control strategies have poles that are located in the left half-plane; the SBLQG and NBLQG strategies have the most leftward pole placements, which is a sign of better stability. The gain margin and phase margin consistently rise with each approach, according to Bode plot research, while the gain crossover and phase crossover frequencies also slightly increase. The controller’s enhanced robustness is evident in the 9.63% gain margin increases for LQG, 55.29% for SBLQG, and 86.79% for NBLQG when compared to LQR. In terms of time-domain performance, a decrease in rise time, peak time, and settling time is noted, while the percentage overshoot progressively diminishes in the sequence of LQR, LQG, SBLQG, and NBLQG. The percentage decrement in settling time for the controllers compared to LQR is 24.73% for LQG, 93.23% for SBLQG, and 98.06% for NBLQG, further highlighting their enhanced performance. The largest negative Cohen’s d values are observed in the comparison between LQR and NBLQG, with −24.4618 for GM and −18.9984 for PM, indicating a significant performance disparity. The results show that NBLQG is the most robust control strategy, exhibiting a modest settling time decrement. This research contributes to the field by illustrating how robust control methods, particularly NBLQG, effectively mitigate the impact of model uncertainties, thereby enhancing power system stability and performance in the presence of inaccuracies.
本研究探讨了IEEE 8总线可再生集成电力系统的弹性控制策略设计。它利用了复杂的控制技术,如线性二次调节器(LQR),线性二次高斯(LQG),扇区有限LQG (SBLQG)和范数有限LQG (NBLQG)。通过修正模型误差,本研究的主要目标是增加电力系统的弹性,同时保持可观的性能指标。为了评估每种控制策略的有效性,使用极零图、波德图、时域规范、鲁棒分析和统计分析进行了彻底的比较。根据极点-零点分析,所有控制策略的极点都位于左半平面;SBLQG和NBLQG策略有最左边的极位,这是一个更好的稳定性的标志。根据波德图研究,增益裕度和相位裕度随每种方法持续上升,而增益交叉和相位交叉频率也略有增加。与LQR相比,LQG的增益边际增加了9.63%,SBLQG的增益边际增加了55.29%,NBLQG的增益边际增加了86.79%,这表明控制器的鲁棒性增强。时域性能方面,从LQR、LQG、SBLQG到NBLQG,上升时间、峰值时间和稳定时间依次递减,超调百分比依次递减。与LQR相比,LQG控制器的稳定时间减少了24.73%,SBLQG减少了93.23%,NBLQG减少了98.06%,进一步突出了它们的性能增强。在LQR和NBLQG的比较中,观察到最大的负Cohen’s d值,GM为- 24.4618,PM为- 18.9984,表明显著的性能差异。结果表明,NBLQG是最鲁棒的控制策略,具有适度的沉降时间衰减。本研究通过说明鲁棒控制方法,特别是NBLQG,如何有效减轻模型不确定性的影响,从而在存在不准确性的情况下提高电力系统的稳定性和性能,为该领域做出了贡献。
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引用次数: 0
Optimal targeted marketing strategy in multiple market systems based on social network 基于社会网络的多市场系统中最优目标营销策略
IF 1.8 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-12-13 DOI: 10.1016/j.ifacsc.2025.100356
Mingda Yue , Jingyu Zhang , Yuhu Wu , Xun Shen
This paper investigates a duopoly marketing competition over multiple interconnected market systems (MSs). In each MS, consumers are divided into three groups: loyalists of Firm 1, loyalists of Firm 2, and undecided switchers. Firms employ targeted marketing strategies to influence consumer loyalty, leading to instantaneous shifts in the MS composition. Additionally, consumers across different MSs interact through a fixed social network, modeled as a directed graph, which drives continuous consensus-based opinion dynamics. We first establish that the consumer loyalty dynamics are well-posed over time. Then, we prove that the competition between the two firms always admits a unique Nash equilibrium. Furthermore, we analytically characterize the firms’ optimal advertising strategies at equilibrium by explicitly deriving the closed-form structure of their best responses. The results offer practical insights for managers on how to leverage social network interactions across MSs to optimize marketing resource allocation and competitive positioning.
本文研究了在多个相互关联的市场系统(MSs)上的双寡头市场竞争。在每个MS中,消费者被分为三组:公司1的忠诚者,公司2的忠诚者和未决定转换者。公司采用有针对性的营销策略来影响消费者的忠诚度,从而导致MS组成的瞬时变化。此外,跨不同MSs的消费者通过固定的社交网络进行交互,该网络被建模为有向图,从而驱动持续的基于共识的意见动态。我们首先确定消费者忠诚度动态是随时间变化的。然后,我们证明了两家企业之间的竞争总是存在唯一的纳什均衡。此外,我们通过明确地推导出企业最佳对策的封闭形式结构,分析了企业在均衡状态下的最优广告策略。研究结果为管理者如何利用社交网络互动来优化营销资源配置和竞争定位提供了实用的见解。
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引用次数: 0
Direct data-driven interpolation and approximation of linear parameter-varying system trajectories 线性参数变化系统轨迹的直接数据驱动插值和逼近
IF 1.8 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-12-11 DOI: 10.1016/j.ifacsc.2025.100352
Chris Verhoek , Ivan Markovsky , Roland Tóth
We consider the problem of estimating missing values in trajectories of linear parameter-varying (LPV) systems. We solve this interpolation problem for the class of shifted-affine LPV systems. Conditions for the existence and uniqueness of solutions are given and a direct data-driven algorithm for its computation is presented, i.e., the data-generating system is not given by a parametric model but is implicitly specified by data. We illustrate the applicability of the proposed solution on illustrative examples of a mass–spring-damper system with exogenous and endogenous parameter variation.
研究了线性变参系统轨迹缺失值的估计问题。我们解决了平移仿射LPV系统的插值问题。给出了解的存在唯一性条件,并给出了其计算的直接数据驱动算法,即数据生成系统不是由参数模型给出,而是由数据隐式指定。我们在具有外生和内生参数变化的质量-弹簧-阻尼器系统的实例上说明了所提出的解的适用性。
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引用次数: 0
Experimental Validation of the ACTIV Multi-Patient Mechanical Ventilation System ACTIV多病人机械通气系统的实验验证
IF 1.8 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-12-03 DOI: 10.1016/j.ifacsc.2025.100351
Lui Holder-Pearson , J. Geoffrey Chase , Yeong Shiong Chiew , Geoffrey Shaw , Bernard Lambermont , Thomas Desaive
Acute respiratory distress and respiratory disease often require patients be treated with mechanical ventilation (MV) and thus place extreme demand on intensive care units (ICUs). This burden can be unsustainably high in some periods, and particularly during pandemics, such as Covid-19. In low resource regions and countries, the result can be inequity, a problem addressable via simple technological innovation. Ventilator sharing over two or more patients has been proposed but strongly discouraged because it could not treat different patient needs and hindered individual patient monitoring. However, all these approaches ventilated patients in-parallel, each breathing at the same time.
A simple switching valve enables series breathing, one patient after the other. External, low-cost, and reusable sensor arrays enable individual monitoring, while low-cost adjustable pressure reducing valves allow pressure to be fully customised across two patients. This study uses an experimental test lung to experimentally demonstrate and validate the ability of such a system to balance ventilation across 2 simulated patients with very different lung compliances.
A method is presented to achieve equal tidal volumes in two lungs with differing compliances of 0.10 L cmH 2O−1 and 0.05 L cmH 2O−1. This goal requires driving and end-expiratory pressures of at least 20 cmH 2O, which are clinically relatively high. The approach prioritises safety, ensuring more compliant lung is not over-ventilated during the process, reducing the risk of ventilator-induced lung injury (VILI). The system is compatible with different ventilators, and cost-effectively fabricated in low-resource settings. Strategies addressing key safety concerns, such as cross-contamination, sterilisation, and ventilator configuration, are also presented.
急性呼吸窘迫和呼吸系统疾病通常需要患者进行机械通气(MV)治疗,因此对重症监护病房(icu)提出了极高的要求。在某些时期,特别是在Covid-19等大流行期间,这种负担可能高得不可持续。在资源匮乏的地区和国家,结果可能是不平等,这个问题可以通过简单的技术创新来解决。两名或两名以上患者共用呼吸机已被提议,但强烈反对,因为它不能满足不同患者的需求,并阻碍了患者的个体监测。然而,所有这些方法都是平行的,每次呼吸都是同时进行的。一个简单的开关阀可以实现病人一个接一个的连续呼吸。外部、低成本和可重复使用的传感器阵列可以实现个人监测,而低成本的可调减压阀可以完全定制两个患者的压力。本研究通过实验测试肺,实验证明并验证了该系统在两个肺顺应性差异很大的模拟患者中平衡通气的能力。提出了一种方法,以实现相等的潮汐体积在两个肺不同的顺应性0.10 L cmh2o−1和0.05 L cmh2o−1。这一目标要求驱动和呼气末压力至少为20 cmh2o,这在临床上是相对较高的。该方法优先考虑安全性,确保更适应的肺在通气过程中不会过度通气,降低呼吸机诱导肺损伤(VILI)的风险。该系统与不同的呼吸机兼容,并且在低资源环境下具有成本效益。还提出了解决关键安全问题的策略,例如交叉污染,灭菌和呼吸机配置。
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引用次数: 0
Identification of reaction–diffusion systems from finitely many non-local noisy measurements via exponential fitting 通过指数拟合从有限多非局部噪声测量中识别反应扩散系统
IF 1.8 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2025-12-03 DOI: 10.1016/j.ifacsc.2025.100350
Rami Katz , Giulia Giordano , Dmitry Batenkov
Given a reaction–diffusion equation with unknown right-hand side, we consider the nonlinear inverse problem of estimating the associated leading eigenvalues and initial condition Fourier coefficients from a finite number of non-local noisy measurements. We define a reconstruction (i.e., estimation) criterion and, for small enough noise, we prove existence and uniqueness of the desired estimates. We derive closed-form expressions for the first-order condition numbers and bounds for their asymptotic behavior in a regime when the number of measured samples is fixed and the inter-sampling interval length is arbitrarily large. When computing the sought estimates numerically, our simulations show that the exponential fitting algorithm ESPRIT is first-order optimal, since its first-order condition numbers have the same asymptotic behavior as the analytic condition numbers in the considered regime.
给定一个右侧未知的反应扩散方程,我们考虑了从有限数量的非局部噪声测量中估计相关的前导特征值和初始条件傅立叶系数的非线性反问题。我们定义了一个重建(即估计)准则,并且,对于足够小的噪声,我们证明了期望估计的存在性和唯一性。在测量样本数目固定且采样间隔长度任意大的情况下,我们导出了一阶条件数及其渐近行为的封闭表达式。当数值计算所寻求的估计时,我们的模拟表明指数拟合算法ESPRIT是一阶最优的,因为它的一阶条件数与所考虑的区域中的解析条件数具有相同的渐近行为。
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引用次数: 0
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IFAC Journal of Systems and Control
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