Control Engineering Practice最新文献

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Frequency response analysis for reset control systems: Application to predict precision of motion systems 复位控制系统的频率响应分析:应用于运动系统精度预测
IF 5.4 2区 计算机科学
Control Engineering Practice Pub Date : 2024-09-02 DOI: 10.1016/j.conengprac.2024.106063
Xinxin Zhang, Marcin B. Kaczmarek, S. Hassan HosseinNia
{"title":"Frequency response analysis for reset control systems: Application to predict precision of motion systems","authors":"Xinxin Zhang,&nbsp;Marcin B. Kaczmarek,&nbsp;S. Hassan HosseinNia","doi":"10.1016/j.conengprac.2024.106063","DOIUrl":"10.1016/j.conengprac.2024.106063","url":null,"abstract":"<div><p>The frequency response analysis describes the steady-state responses of a system to sinusoidal inputs at different frequencies, providing control engineers with an effective tool for designing control systems in the frequency domain. However, conducting this analysis for closed-loop reset systems is challenging due to system nonlinearity. This paper addresses this challenge through two key contributions. First, it introduces novel analysis methods for both open-loop and closed-loop reset control systems at steady states. These methods decompose the frequency responses of reset systems into base-linear and nonlinear components. Second, building upon this analysis, the paper develops closed-loop higher-order sinusoidal-input describing functions for reset control systems at steady states. These functions facilitate the analysis of frequency-domain properties, establish a connection between open-loop and closed-loop analysis. The accuracy and effectiveness of the proposed methods are successfully validated through simulations and experiments conducted on a reset Proportional–Integral–Derivative (PID) controlled precision motion system.</p></div>","PeriodicalId":50615,"journal":{"name":"Control Engineering Practice","volume":null,"pages":null},"PeriodicalIF":5.4,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0967066124002223/pdfft?md5=e343c15b7ef0dc4a81ada9bf1cc12dcb&pid=1-s2.0-S0967066124002223-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142122527","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Active control of road vehicle’s drag for varying upstream flow conditions using a recursive subspace based predictive control methodology 利用基于递归子空间的预测控制方法,在上游水流条件变化时主动控制道路车辆的阻力
IF 5.4 2区 计算机科学
Control Engineering Practice Pub Date : 2024-08-31 DOI: 10.1016/j.conengprac.2024.106071
Agostino Cembalo , Patrick Coirault , Jacques Borée , Clément Dumand , Guillaume Mercère
{"title":"Active control of road vehicle’s drag for varying upstream flow conditions using a recursive subspace based predictive control methodology","authors":"Agostino Cembalo ,&nbsp;Patrick Coirault ,&nbsp;Jacques Borée ,&nbsp;Clément Dumand ,&nbsp;Guillaume Mercère","doi":"10.1016/j.conengprac.2024.106071","DOIUrl":"10.1016/j.conengprac.2024.106071","url":null,"abstract":"<div><p>The growing focus on reducing energy consumption, particularly in electric vehicles with limited autonomy, has prompted innovative solutions. In this context, we propose a real-time flap-based control system aimed at improving aerodynamic drag in real driving conditions. Employing a Recursive Subspace based Predictive Control approach, we conducted wind tunnel tests on a representative model vehicle at reduced scale equipped with flaps. Comprehensive assessments using pressure measurements and Particle Image Velocimetry were undertaken to evaluate the control efficiency. Static and dynamic perturbation tests were conducted, revealing the system’s effectiveness in both scenarios. The closed-loop controlled system demonstrated a substantial gain, achieving a 5% base pressure recovery.</p></div>","PeriodicalId":50615,"journal":{"name":"Control Engineering Practice","volume":null,"pages":null},"PeriodicalIF":5.4,"publicationDate":"2024-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0967066124002302/pdfft?md5=002d356a29e08d75e4b62b3e1ae0a188&pid=1-s2.0-S0967066124002302-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142097737","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A model-based kinematic guidance method for control of underactuated autonomous underwater vehicles 基于模型的运动学制导方法,用于控制欠驱动自主潜水器
IF 5.4 2区 计算机科学
Control Engineering Practice Pub Date : 2024-08-31 DOI: 10.1016/j.conengprac.2024.106068
Loïck Degorre , Thor I. Fossen , Olivier Chocron , Emmanuel Delaleau
{"title":"A model-based kinematic guidance method for control of underactuated autonomous underwater vehicles","authors":"Loïck Degorre ,&nbsp;Thor I. Fossen ,&nbsp;Olivier Chocron ,&nbsp;Emmanuel Delaleau","doi":"10.1016/j.conengprac.2024.106068","DOIUrl":"10.1016/j.conengprac.2024.106068","url":null,"abstract":"<div><p>In this work, a novel guidance principle for underactuated autonomous underwater vehicles is introduced. This new method relies on the kinematic coupling between non-actuated and actuated degrees of freedom. It uses a newly introduced matrix called the <em>Handy Matrix</em> denoted <span><math><mi>H</mi></math></span>. The method allows reassigning unused degrees of freedom of the task to useful non-actuated DOF. The algorithm and design rules leading to the construction of <span><math><mi>H</mi></math></span> are also provided. Two different solutions based on matrix <span><math><mi>H</mi></math></span> are compared on a standard seabed scanning task.</p></div>","PeriodicalId":50615,"journal":{"name":"Control Engineering Practice","volume":null,"pages":null},"PeriodicalIF":5.4,"publicationDate":"2024-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142097738","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Theory and experiment on distributed output formation tracking of unmanned aerial and ground vehicle swarm systems over jointly connected digraphs 联合连接数字图上无人机和地面飞行器蜂群系统的分布式输出编队跟踪理论与实验
IF 5.4 2区 计算机科学
Control Engineering Practice Pub Date : 2024-08-29 DOI: 10.1016/j.conengprac.2024.106070
Peixuan Shu , Changhai Wang , Yongzhao Hua , Xiwang Dong , Yumeng Liu , Zhang Ren
{"title":"Theory and experiment on distributed output formation tracking of unmanned aerial and ground vehicle swarm systems over jointly connected digraphs","authors":"Peixuan Shu ,&nbsp;Changhai Wang ,&nbsp;Yongzhao Hua ,&nbsp;Xiwang Dong ,&nbsp;Yumeng Liu ,&nbsp;Zhang Ren","doi":"10.1016/j.conengprac.2024.106070","DOIUrl":"10.1016/j.conengprac.2024.106070","url":null,"abstract":"<div><p>This paper studies the distributed output formation tracking control problem of the unmanned aerial vehicle (UAV) and unmanned ground vehicle (UGV) swarm systems, where the UAV swarm cooperatively tracks the output trajectory of the UGV in a formation under directed jointly connected communication networks. A three-layer formation tracking protocol is proposed. Firstly, a novel distributed observer using neighbor interactions is designed for each UAV to estimate the states of the UGV with parameterized inputs over periodic jointly connected digraphs. Next, based on the observation result and output regulation theory, a virtual reference system that tracks the trajectory of the UGV in the desired formation is constructed to generate reference states for each UAV. Then based on the differential flatness of UAVs, a geometric controller is utilized for UAVs to track the reference states and form the formation. An algorithm to determine the gain matrices of the protocol is also presented while the convergence of the system is analyzed. Finally, an experiment platform with three quadrotor UAVs and one UGV is built. The effectiveness of the proposed protocol is validated both by the simulation and experiment.</p></div>","PeriodicalId":50615,"journal":{"name":"Control Engineering Practice","volume":null,"pages":null},"PeriodicalIF":5.4,"publicationDate":"2024-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142097736","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
A hierarchical multi-parametric programming approach for dynamic risk-based model predictive quality control 基于风险的动态模型预测质量控制的分层多参数编程方法
IF 5.4 2区 计算机科学
Control Engineering Practice Pub Date : 2024-08-28 DOI: 10.1016/j.conengprac.2024.106062
Austin Braniff, Yuhe Tian
{"title":"A hierarchical multi-parametric programming approach for dynamic risk-based model predictive quality control","authors":"Austin Braniff,&nbsp;Yuhe Tian","doi":"10.1016/j.conengprac.2024.106062","DOIUrl":"10.1016/j.conengprac.2024.106062","url":null,"abstract":"<div><p>In this work, we present a hierarchical batch quality control strategy with real-time process safety management. It features a multi-time-scale decision-making framework augmenting: (i) Risk-aware model predictive controller for short-term set point tracking and dynamic risk control under disturbances; (ii) Control-aware optimizer for long-term quality and safety optimization over the entire batch operation; (iii) Intermediate surrogate model to bridge the timescale gap by readjusting the optimizer operating decisions for the controller. All of the above problems are solved via multi-parametric mixed-integer quadratic programming with a key advantage to generate offline explicit control/optimization laws as affine functions of process and risk variables. This allows for the design of a fit-for-purpose risk management plan prior to real-time implementation, while reducing the need for repetitive online dynamic optimization. A unified process model is used to underpin the consistency of hierarchical operational optimization. The proposed approach offers a flexible strategy to integrate distinct decision-making time scales which can be selected separately tailored to the process-specific need of control, fault prognosis, and end-batch quality control. A T2 batch reactor case study is presented to showcase this approach to systematically address the interactions and trade-offs of multiple decision layers toward improving process efficiency and safety.</p></div>","PeriodicalId":50615,"journal":{"name":"Control Engineering Practice","volume":null,"pages":null},"PeriodicalIF":5.4,"publicationDate":"2024-08-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142089210","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Interval estimation of dynamic liquid level of sucker-rod pumping systems based on dynamometer card 基于测功卡的抽油杆泵送系统动态液位区间估算
IF 5.4 2区 计算机科学
Control Engineering Practice Pub Date : 2024-08-27 DOI: 10.1016/j.conengprac.2024.106064
Wenhua Liu, Jinghao Li, Guang-Hong Yang, Xianwen Gao
{"title":"Interval estimation of dynamic liquid level of sucker-rod pumping systems based on dynamometer card","authors":"Wenhua Liu,&nbsp;Jinghao Li,&nbsp;Guang-Hong Yang,&nbsp;Xianwen Gao","doi":"10.1016/j.conengprac.2024.106064","DOIUrl":"10.1016/j.conengprac.2024.106064","url":null,"abstract":"<div><p>This paper is concerned with the interval estimation problem of the dynamic liquid level for sucker-rod pumping systems via dynamometer cards. Firstly, a surface dynamometer card-based dynamic liquid level model is established in terms of the operational mechanism of the pump and the dynamics of the rod strings. Then, an underdamped oscillation method and a boxplot-based denoising method are developed respectively to determine the damping coefficient in the dynamics of the rod strings and deal with the uncertainties in the dynamometer card. Based on these, a finite difference-based interval estimation strategy is proposed to determine dynamic liquid level via the surface dynamometer card. Finally, simulation results with the field measurements demonstrate the validity of the proposed method.</p></div>","PeriodicalId":50615,"journal":{"name":"Control Engineering Practice","volume":null,"pages":null},"PeriodicalIF":5.4,"publicationDate":"2024-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142089209","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Vehicle modeling and state estimation for autonomous driving in terrain 地形自动驾驶的车辆建模和状态估计
IF 5.4 2区 计算机科学
Control Engineering Practice Pub Date : 2024-08-27 DOI: 10.1016/j.conengprac.2024.106046
Tabish Badar , Juha Backman , Arto Visala
{"title":"Vehicle modeling and state estimation for autonomous driving in terrain","authors":"Tabish Badar ,&nbsp;Juha Backman ,&nbsp;Arto Visala","doi":"10.1016/j.conengprac.2024.106046","DOIUrl":"10.1016/j.conengprac.2024.106046","url":null,"abstract":"<div><p>The automobile industry usually ignores the height of the path and uses planar vehicle models to implement automatic vehicle control. In addition, existing literature mostly concerns level terrain or homogeneous road surfaces for estimating vehicle dynamics. However, ground vehicles utilized in forestry, such as forwarders, operate on uneven terrain. The vehicle models built on level terrain assumptions are inadequate to capture the rolling or pitching dynamics of such machines as rollover of such vehicles is a potential risk. Therefore, knowledge about the height profile of the path is crucial for automating such off-road operations and avoiding rollover. We propose the use of a six-degrees-of-freedom (6-DOF) dynamic vehicle model to solve the autonomous forwarder problem. An adaptive linear tire model is used in the 6-DOF model assuming the vehicle operates in a primary handling regime. The force models are modified to include the three-dimensional (3D) map information. The calibration procedures, identifying actuator dynamics, and quantifying sensor delays are also represented.</p><p>The proposed vehicle modeling contributed to realizing the continuous-discrete extended Kalman filter (CDEKF), which takes into account the 3D path during filtering and fixed-lag smoothing. Polaris (an all-terrain electric car) is used as a case study to experimentally validate the vehicle modeling and performance of the state estimator. Three types of grounds are selected — an asphalt track, a concrete track with a high elevation gradient, and a gravel track inside a forest. Stable state estimates are obtained using CDEKF and sparse 3D maps of terrains despite discontinuities in satellite navigation data inside the forest. The height estimation results are obtained with sufficient accuracy when compared to ground truth obtained by aerial 3D mapping. Finally, the proposed model’s applicability for predictive control is demonstrated by utilizing the state estimates to predict future states considering (3D) terrain.</p></div>","PeriodicalId":50615,"journal":{"name":"Control Engineering Practice","volume":null,"pages":null},"PeriodicalIF":5.4,"publicationDate":"2024-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0967066124002053/pdfft?md5=f8e1033b864223df5e336f7abd2f49ca&pid=1-s2.0-S0967066124002053-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142083241","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Full-speed domain position sensorless control strategy for PMSM based on a novel phase-locked loop 基于新型锁相环的 PMSM 全速域位置无传感器控制策略
IF 5.4 2区 计算机科学
Control Engineering Practice Pub Date : 2024-08-24 DOI: 10.1016/j.conengprac.2024.106058
Guozhong Yao, Zixian Yang, Shaojun Han, Zhengjiang Wang
{"title":"Full-speed domain position sensorless control strategy for PMSM based on a novel phase-locked loop","authors":"Guozhong Yao,&nbsp;Zixian Yang,&nbsp;Shaojun Han,&nbsp;Zhengjiang Wang","doi":"10.1016/j.conengprac.2024.106058","DOIUrl":"10.1016/j.conengprac.2024.106058","url":null,"abstract":"<div><p>This paper proposes a full-speed-domain position-sensor-less control strategy for precise control under forward and reverse rotation conditions to address the weak convex polarity of surface-mounted permanent magnet synchronous motor (SPMSM). The strategy comprises several key stages: pre-positioning of the rotor, constant current variable frequency (I/F) start-up, construct the Luenberger State Observer, and utilization of an improved phase-locked loop (PLL) for position estimation. In the pre-positioning stage, a constant amplitude current is applied to drag the rotor to a predetermined position. Subsequently, the I/F start-up stage accelerates the motor to a predetermined speed before transitioning to the Luenberger observer for closed-loop speed control, which is based on an extended back electromotive force (back-EMF) a two-phase rotating coordinate system. The improved PLL for position and speed estimation features three components: a phase discriminator (PD), a voltage-controlled oscillator (VCO), and loop filter (LF). Experimental results demonstrate the efficacy of the proposed strategy, showing quick start-up response, speed estimation error below 2 RPM, rotor position estimation error under 0.6 degrees post-loop closure, stable tracking during rapid speed changes, and consistent accuracy and stability even under reverse rotation conditions, thereby meeting the control strategy’s objectives.</p></div>","PeriodicalId":50615,"journal":{"name":"Control Engineering Practice","volume":null,"pages":null},"PeriodicalIF":5.4,"publicationDate":"2024-08-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S096706612400217X/pdfft?md5=ea20665e2ea29cf62ebc6e363f127def&pid=1-s2.0-S096706612400217X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142050301","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Nonlinear second order plus time delay model identification and nonlinear PID controller tuning based on extended linearization method 基于扩展线性化方法的非线性二阶加时延模型识别和非线性 PID 控制器调整
IF 5.4 2区 计算机科学
Control Engineering Practice Pub Date : 2024-08-23 DOI: 10.1016/j.conengprac.2024.106044
Juhyeon Kim , Friedrich Y. Lee , Jietae Lee , Joseph Sang-Il Kwon
{"title":"Nonlinear second order plus time delay model identification and nonlinear PID controller tuning based on extended linearization method","authors":"Juhyeon Kim ,&nbsp;Friedrich Y. Lee ,&nbsp;Jietae Lee ,&nbsp;Joseph Sang-Il Kwon","doi":"10.1016/j.conengprac.2024.106044","DOIUrl":"10.1016/j.conengprac.2024.106044","url":null,"abstract":"<div><p>PID control systems based on the first order plus time delay model (FOPTD), which approximate the full system dynamics, are well-accepted for a wide range of linear processes. While such controllers can be applied to overdamped nonlinear processes, they often experience excessive overshoots and oscillations for general nonlinear processes. To overcome this limitation, we propose a novel method to design a nonlinear PID controller based on the second order plus time delay (SOPTD) model. The system nonlinearity requires parameter adjustments of the linearized model across operational ranges. Hence, in this work, it is handled by the extended linearization method (ELM), ensuring local stability under the assumptions of slow and small changes in operating points. Importantly, the model achieves global input-to-output stability even without the above constraints, provided there are no structural and parametric errors. The resulting nonlinear SOPTD model can describe changes in process gain and two time constants as the operation point varies. We demonstrate the applicability of our approach with a polymerization reactor simulation and liquid-level control experiments.</p></div>","PeriodicalId":50615,"journal":{"name":"Control Engineering Practice","volume":null,"pages":null},"PeriodicalIF":5.4,"publicationDate":"2024-08-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142050303","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Federated learning for decentralized fault diagnosis of a sucker-rod pumping system with class imbalance data 利用类不平衡数据对抽油杆泵送系统进行分散故障诊断的联合学习
IF 5.4 2区 计算机科学
Control Engineering Practice Pub Date : 2024-08-23 DOI: 10.1016/j.conengprac.2024.106050
Fabiao Yang, Zhi-Wei Gao, Shixiang Lu, Yuanhong Liu
{"title":"Federated learning for decentralized fault diagnosis of a sucker-rod pumping system with class imbalance data","authors":"Fabiao Yang,&nbsp;Zhi-Wei Gao,&nbsp;Shixiang Lu,&nbsp;Yuanhong Liu","doi":"10.1016/j.conengprac.2024.106050","DOIUrl":"10.1016/j.conengprac.2024.106050","url":null,"abstract":"<div><p>The development of modern oilfields has entered the middle and late stages, transforming towards digitalization and intelligence. However, the distribution of the sucker-rod pumping systems is decentralized, and the working condition information is skew-distributed. This situation poses a significant challenge to existing centralized fault diagnosis mechanisms. To address the existing practical challenge in the oilfield, a federated learning-based fault diagnosis framework for class imbalance in decentralized sucker-rod pumping systems (FL-CI) is proposed. This framework incorporates a parameter anonymization-ratio upload mechanism to mitigate the risk of gradient tracking. Then, a monitoring mechanism is leveraged to reversely infer global class-imbalance data using trained parameters uploaded by the clients. In addition, a ratio loss function is designed to calibrate the influence of class imbalance on the global system. After conducting comparative analysis, ablation analysis, and sensitivity analysis on a rod-pumping unit dataset (RPUD), as well as comparative and ablation analyses on the Case Western Reserve University bearing dataset (CWRU), the experimental results demonstrate that the FL-CI framework achieves superior diagnostic performance on the RPUD, with eight out of twelve evaluation metrics significantly outperforming seven state-of-the-art methods. A similar trend is observed on the CWRU, further validating the effectiveness and generalizability of the FL-CI.</p></div>","PeriodicalId":50615,"journal":{"name":"Control Engineering Practice","volume":null,"pages":null},"PeriodicalIF":5.4,"publicationDate":"2024-08-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142050302","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
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