Advanced Control for Applications最新文献

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Evolution and Monitoring of Industrial Automation Using Flow Control Loop With Low-Cost Embedded Platform 基于低成本嵌入式平台的工业自动化流程控制回路演化与监控
Advanced Control for Applications Pub Date : 2025-05-28 DOI: 10.1002/adc2.70015
Ankush M. Gund
{"title":"Evolution and Monitoring of Industrial Automation Using Flow Control Loop With Low-Cost Embedded Platform","authors":"Ankush M. Gund","doi":"10.1002/adc2.70015","DOIUrl":"https://doi.org/10.1002/adc2.70015","url":null,"abstract":"<div>\u0000 \u0000 <p>The flow control loop in industrial automation employs a low-cost embedded platform to improve system performance and enable real-time monitoring. The challenge is to develop an effective flow control loop for industrial automation using a low-cost embedded platform to improve system evolution and enable real-time monitoring. The goal is to develop a flow control loop for industrial automation that facilitates system evolution and real-time monitoring through an affordable embedded platform. Multi-scale Median Filtering (MSMF) is applied in pre-processing to remove noise and improve signal clarity, optimizing the flow control loop for monitoring and managing industrial automation on a low-cost embedded platform. SDN is applied in implementation strategies to improve flexibility, scalability, and communication efficiency in low-cost embedded platforms for industrial automation. In implementation strategies for low-cost embedded platforms in industrial automation, NFV improves flexibility and scalability by separating system functions from the hardware. Graph Convolutional Networks (GCN) are utilized in implementation strategies for low-cost embedded platforms to process spatial and temporal data, improving decision-making and control within industrial automation systems. The findings of the flow control loop for industrial automation with a low-cost embedded platform highlight enhanced efficiency, affordability, and real-time monitoring, leading to better system performance and reliability. The result shows that the proposed technique outperforms all, with accuracy at 98%, precision at 95%, recall at 89%, and F1-score at 90%, implemented using Python software. The future scope of the flow control loop for industrial automation on a low-cost embedded platform involves enhancing scalability, integrating advanced sensors, and optimizing system performance for a wider range of industrial applications.</p>\u0000 </div>","PeriodicalId":100030,"journal":{"name":"Advanced Control for Applications","volume":"7 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/adc2.70015","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144148530","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Efficiency Enhancement in DC-DC Boost Converters Using WBG Switches Through PSO Optimized FOPID Controller for Solar Systems 利用PSO优化的FOPID控制器提高WBG开关的DC-DC升压变换器的效率
Advanced Control for Applications Pub Date : 2025-05-28 DOI: 10.1002/adc2.70016
Bini Rani Jose, Mariamma Chacko, Haseena Kuttomparambil
{"title":"Efficiency Enhancement in DC-DC Boost Converters Using WBG Switches Through PSO Optimized FOPID Controller for Solar Systems","authors":"Bini Rani Jose,&nbsp;Mariamma Chacko,&nbsp;Haseena Kuttomparambil","doi":"10.1002/adc2.70016","DOIUrl":"https://doi.org/10.1002/adc2.70016","url":null,"abstract":"<div>\u0000 \u0000 <p>Power electronic converters integrating Wide-Bandgap (WBG) semiconductor devices, based on Silicon Carbide (SiC) and Gallium Nitride (GaN), demonstrate superior efficiency compared to conventional silicon-based counterparts. This work investigates the performance of a novel WBG SiC MOSFET switch-based DC-DC boost converter in a solar-fed power system. A fractional-order PID (FOPID) controller, with gain parameters optimized by the particle swarm optimization (PSO) algorithm, is employed for controlling the converters. The transfer characteristics, output characteristics, and transient characteristics of the WBG switch are validated through MATLAB simulation using an available model. The capability of the proposed WBG-based FOPID-controlled DC-DC converter to maintain stability and robustness under varying irradiance as well as load transients is assessed through comprehensive MATLAB simulations. The performance comparison of the proposed DC-DC converter using Proportional Integral (PI), Proportional Integral Derivative (PID), and FOPID controllers, with both WBG and traditional MOSFET switches, was carried out. The results validate the superiority of WBG switches over conventional switches as well as the effectiveness of the fractional parameter effect on the system response. The proposed approach ensures high efficiency performances under medium voltage applications, which are suitable for charging electric vehicles, making it a promising solution for advanced power electronics applications.</p>\u0000 </div>","PeriodicalId":100030,"journal":{"name":"Advanced Control for Applications","volume":"7 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/adc2.70016","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144148531","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysis of Rail Transit Operation and Maintenance Fault Recognition Considering Bayesian Knowledge Recognition Algorithm 基于贝叶斯知识识别算法的轨道交通运维故障识别分析
Advanced Control for Applications Pub Date : 2025-05-14 DOI: 10.1002/adc2.70014
Yanyan Zhang
{"title":"Analysis of Rail Transit Operation and Maintenance Fault Recognition Considering Bayesian Knowledge Recognition Algorithm","authors":"Yanyan Zhang","doi":"10.1002/adc2.70014","DOIUrl":"https://doi.org/10.1002/adc2.70014","url":null,"abstract":"<div>\u0000 \u0000 <p>In the context of the development of high-speed railways, the management of rail transit operation and maintenance is an important task for the daily operation of trains. At present, train scheduling is the most common fault manifestation in rail transit systems. The detection and identification of fault sources during scheduling are uncertain and subject to interference from subjective and objective factors. The present study employs statistical analysis to examine the occurrence of fault events in the train scheduling structure and operation process. The study integrates Bayesian network structure and related algorithms to calculate the occurrence and diagnosis of faults in the operation and maintenance process. A comparative analysis of the probability analysis and identification methods of fault occurrence revealed that the posterior probability of fault events at network nodes was the highest at 90.34%, which was 32.3% higher than the prior knowledge state. In comparing fault recognition methods, the recognition accuracy of the support vector machine algorithm was 91.17%, while the proposed Bayesian knowledge recognition algorithm was as high as 95.89%, with a specificity of 97.02%. Therefore, the superiority of its method in rail transit operation and maintenance has been proven.</p>\u0000 </div>","PeriodicalId":100030,"journal":{"name":"Advanced Control for Applications","volume":"7 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-05-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/adc2.70014","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143949772","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advanced Speed Control of Permanent Magnet Synchronous Motor Using Linear Matrix Inequalities Methode 基于线性矩阵不等式法的永磁同步电机先进速度控制
Advanced Control for Applications Pub Date : 2025-05-12 DOI: 10.1002/adc2.70013
Mohamaed Ata Al Kadaa, Moustapha Asslan
{"title":"Advanced Speed Control of Permanent Magnet Synchronous Motor Using Linear Matrix Inequalities Methode","authors":"Mohamaed Ata Al Kadaa,&nbsp;Moustapha Asslan","doi":"10.1002/adc2.70013","DOIUrl":"https://doi.org/10.1002/adc2.70013","url":null,"abstract":"<div>\u0000 \u0000 <p>Permanent Magnet Synchronous Motors (PMSMs) are highly efficient and versatile, widely used in electric vehicles, robotics, and industrial systems due to their high torque density, precision, and low maintenance. Research focuses on enhancing control performance, addressing dynamic response, overshoot, torque ripples, and disturbances to meet modern application demands. This study offers a reliable control approach for creating a three-phase Permanent Magnet Synchronous Motor (PMSM) speed control system. A state-feedback control rule based on the Robust Parametric Quadratic (RPQ) approach is developed using the coupled model in the (d,q) reference frame because the motor's dynamic model is nonlinear. To guarantee system stability and good dynamic performance, the model is reformed into an Affine/Polytopic state-space representation, and the control law is constructed using Linear Matrix Inequalities (LMI) approaches. The results of the simulation show that the suggested RPQ controller is better than the traditional LQ and PI controllers. The RPQ controller achieves a faster response, minimal overshoot, higher efficiency in overcoming load torque variations, reduced electromagnetic torque ripples, and improved quality of electrical signals. These findings underscore the effectiveness of the proposed controller in addressing challenges arising from parameter variations and nonlinearities in the motor model.</p>\u0000 </div>","PeriodicalId":100030,"journal":{"name":"Advanced Control for Applications","volume":"7 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/adc2.70013","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143939156","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Research on Collision Avoidance Control in the Same Direction for Intelligent Vehicles Under Emergency Conditions 紧急情况下智能车辆同向避碰控制研究
Advanced Control for Applications Pub Date : 2025-04-27 DOI: 10.1002/adc2.70012
Zhanyu Wang, Yuqiang Liu, Hongyang Su, Benhong Zhang
{"title":"Research on Collision Avoidance Control in the Same Direction for Intelligent Vehicles Under Emergency Conditions","authors":"Zhanyu Wang,&nbsp;Yuqiang Liu,&nbsp;Hongyang Su,&nbsp;Benhong Zhang","doi":"10.1002/adc2.70012","DOIUrl":"https://doi.org/10.1002/adc2.70012","url":null,"abstract":"<div>\u0000 \u0000 <p>In order to reduce the possibility of collisions during the driving process of intelligent vehicles in the same direction, this paper studies the collision avoidance control of intelligent vehicles in the same direction and designs an active collision avoidance controller. The longitudinal safe distance model, lateral lane change path planning model, and adaptive multi-point preview model of preview distance are established. The longitudinal speed control is carried out by the expert PID control method based on mode switching, the lateral path tracking control is carried out by the sliding mode control method with exponential convergence law, and the active collision avoidance controller is designed in combination with the multi-point preview module that is adaptive to the preview distance. The active collision avoidance controller was jointly simulated using Carsim, Prescan, and Simulink software for emergency lane change scenarios and slow vehicle driving in front. In the emergency lane change scenario, the minimum distance between the two vehicles is 1.9 m, and the path tracking deviation is 0.17 m. In the front vehicle slow driving scenario, the minimum distance between the two vehicles is 2.2 m, and the path tracking deviation is 0.13 m. The controller can realize collision avoidance in two scenarios of 80 and 108 km/h respectively, which shows that the controller is robust and considers the tracking accuracy and steering stability at the same time, which is of reference significance for improving the safety of intelligent vehicles driving in the same direction.</p>\u0000 </div>","PeriodicalId":100030,"journal":{"name":"Advanced Control for Applications","volume":"7 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-04-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/adc2.70012","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143880027","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improving Industrial Boiler Efficiency With Quantitative Feedback Theory-Based Controllers 基于定量反馈理论的控制器提高工业锅炉效率
Advanced Control for Applications Pub Date : 2025-04-21 DOI: 10.1002/adc2.70010
Rebira Etefa Itika, Habtamu Zewude Belachew, Dereje Fedasa Tegegn, Ayodeji Olalekan Salau
{"title":"Improving Industrial Boiler Efficiency With Quantitative Feedback Theory-Based Controllers","authors":"Rebira Etefa Itika,&nbsp;Habtamu Zewude Belachew,&nbsp;Dereje Fedasa Tegegn,&nbsp;Ayodeji Olalekan Salau","doi":"10.1002/adc2.70010","DOIUrl":"https://doi.org/10.1002/adc2.70010","url":null,"abstract":"<div>\u0000 \u0000 <p>The aim of this study is to improve industrial boiler efficiency with QFT-based controllers. The operational parameters of industrial boilers are frequently highly uncertain, which can have an impact on their performance and stability. PID controllers and other conventional control techniques have not been able to effectively manage these uncertainties. The proposed methodology involves identifying and modeling the dynamics of the industrial boiler system, accounting for parametric uncertainties like fuel flow, air flow, and pressure changes. A QFT controller is designed using frequency-domain techniques, incorporating phase and magnitude information to ensure robust stability and performance under uncertain conditions. The designed controller is validated through simulations and real-time testing to demonstrate its effectiveness in improving boiler efficiency and reducing fuel consumption. According to the simulation results, the QFT-based controller outperform conventional controllers in terms of disturbance rejection, settling times, and smoother responses. The controller is then synthesized to satisfy these bounds, ensuring that the system remains stable and performs satisfactorily under all specified uncertainties. The system increases overall system stability, decreases fuel consumption, and improves fuel efficiency by the use of QFT. The controller successfully mitigates the impact of uncertainties, ensuring that key performance indicators such as response time, overshoot, and disturbance rejection, remain within acceptable limits. The results shows that implementing QFT-based controllers significantly improves industrial boiler efficiency. By addressing the challenges of high parametric uncertainty, the QFT controller achieves robust stability, enhanced performance, and better handling of dynamic variables such as fuel flow and boiler pressure. This leads to smoother system responses, reduced overshoot, faster settling time, and ultimately contributes to reduced fuel consumption and increased overall operational efficiency.</p>\u0000 </div>","PeriodicalId":100030,"journal":{"name":"Advanced Control for Applications","volume":"7 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/adc2.70010","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143857113","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","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 Comprehensive Experimental Liquid-Level Control System for Advancing Fault Diagnosis Research Innovation: Data, Models, and Procedures 推进故障诊断的综合实验液位控制系统研究创新:数据,模型和程序
Advanced Control for Applications Pub Date : 2025-04-20 DOI: 10.1002/adc2.70011
Hilina Workneh, Ioannis Raptis
{"title":"A Comprehensive Experimental Liquid-Level Control System for Advancing Fault Diagnosis Research Innovation: Data, Models, and Procedures","authors":"Hilina Workneh,&nbsp;Ioannis Raptis","doi":"10.1002/adc2.70011","DOIUrl":"https://doi.org/10.1002/adc2.70011","url":null,"abstract":"<p>This work addresses the development of a laboratory benchmark system designed for testing and comparing model-based fault diagnosis algorithms. We selected a liquid-level control system with three interconnected storage tanks as the physical process. We provide a detailed description of the first-principles mathematical modeling for deriving the state-space equations of the physical process. System identification was performed using elementary least squares to estimate the model parameters from input/output data. The primary contribution of this paper is the presentation of an open-access repository containing extensive sensor and actuator data from experiments on a physical process experiencing faults. This repository enables researchers to validate their algorithms using sensory data from a real-world process subjected to realistic uncertainty and measurement challenges. The validation of the identified dynamic model and its agreement with the collected data demonstrate the capabilities of the proposed system for testing and comparing model-based fault detection algorithms.</p>","PeriodicalId":100030,"journal":{"name":"Advanced Control for Applications","volume":"7 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/adc2.70011","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143852875","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fault-Observer-Based Fault-Tolerant Fuzzy Terminal Sliding Mode Control of a Quadrotor Encountered the Deviation of Rotor Thrust 基于故障观测器的四旋翼飞行器推力偏差容错模糊终端滑模控制
Advanced Control for Applications Pub Date : 2025-04-12 DOI: 10.1002/adc2.70008
Mohammad Bagher Sajjadi, Nima Safaei, Moosa Ayati
{"title":"Fault-Observer-Based Fault-Tolerant Fuzzy Terminal Sliding Mode Control of a Quadrotor Encountered the Deviation of Rotor Thrust","authors":"Mohammad Bagher Sajjadi,&nbsp;Nima Safaei,&nbsp;Moosa Ayati","doi":"10.1002/adc2.70008","DOIUrl":"https://doi.org/10.1002/adc2.70008","url":null,"abstract":"<div>\u0000 \u0000 <p>Due to the high nonlinearity of the quadrotor dynamics and the generated structural faults, a Fault-Observer-Based Fault-Tolerant Fuzzy Terminal Sliding Mode Controller (FT2SMC) is utilized. This strategic utilization remains effective even when the system encounters input saturation. A fault observer estimates the fault vector since it is applied to the governing equations of motion as external disturbances. Additionally, a Fuzzy Inference System (FIS) has been employed to estimate the discontinuous term of the terminal sliding mode control and to alleviate the chattering phenomenon. The finite-time convergence of the tracking errors of the attitude and the altitude toward the origin has been guaranteed, and the entire closed-loop stability of the faulty quadrotor has been proved using Lyapunov theory, ensuring that it continues following the desired trajectory even in the presence of faults. The simulation results indicate the prodigious effectiveness of the controller, which navigates the quadrotor to a desired altitude. Also, the superiority of this control algorithm is demonstrated by comparing the results of the control inputs with those obtained with a regular terminal sliding mode controller.</p>\u0000 </div>","PeriodicalId":100030,"journal":{"name":"Advanced Control for Applications","volume":"7 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-04-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/adc2.70008","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143822114","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Robust Optimal Controller Design for MIMO Systems on the Basis of Modified Discrete Kharitonov Theorem 基于修正离散Kharitonov定理的MIMO系统鲁棒最优控制器设计
Advanced Control for Applications Pub Date : 2025-03-29 DOI: 10.1002/adc2.70009
Sumit Kumar Pandey, Puja Haldar
{"title":"Robust Optimal Controller Design for MIMO Systems on the Basis of Modified Discrete Kharitonov Theorem","authors":"Sumit Kumar Pandey,&nbsp;Puja Haldar","doi":"10.1002/adc2.70009","DOIUrl":"https://doi.org/10.1002/adc2.70009","url":null,"abstract":"<div>\u0000 \u0000 <p>In this paper, a modification in the Kharitonov theorem is proposed to fix the robustness criteria of the discrete time systems. This proposed method is noble and quite simpler than the existing method of the Kharitonov theorem for discrete time plants. In this method, to ensure robust stability, there is no need to check the stability of all four Kharitonov interval polynomials, whether it can be calculated through the much simpler conditions by only knowing the polynomials' maximum and lowest limits up to fourth order polynomials. The proposed method is derived and verified for the different orders of the plants. Further, the proposed method is implemented as a physical example of a four tank MIMO system. A PID controller is designed in this work on this proposed method to find the robust gains, which are further fine-tuned by the TLBO algorithm. Tests of the multi-channel input output gain change, delay variation, and output disturbance to the plant are used to assess the robustness of the developed controller.</p>\u0000 </div>","PeriodicalId":100030,"journal":{"name":"Advanced Control for Applications","volume":"7 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-03-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/adc2.70009","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143726865","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","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 Review on Detection of Cyberattacks in Industrial Automation Systems and Its Advancement Through MPC-Based AI 工业自动化系统中网络攻击检测及其基于mpc的人工智能研究进展
Advanced Control for Applications Pub Date : 2025-03-19 DOI: 10.1002/adc2.70003
Md. Musfiqur Rahman, Jubayer Al Mahmud, Md. Firoj Ali
{"title":"A Review on Detection of Cyberattacks in Industrial Automation Systems and Its Advancement Through MPC-Based AI","authors":"Md. Musfiqur Rahman,&nbsp;Jubayer Al Mahmud,&nbsp;Md. Firoj Ali","doi":"10.1002/adc2.70003","DOIUrl":"https://doi.org/10.1002/adc2.70003","url":null,"abstract":"<div>\u0000 \u0000 <p>The burgeoning digitalization of industrial automation systems (IASs) has amplified their vulnerability to sophisticated cyberattacks, necessitating robust and adaptable detection mechanisms. This review provides insights into the current landscape of cyberattack detection in IASs and underscores the potential of model predictive control (MPC)-based AI techniques to bolster security and resilience in critical infrastructure settings. By harnessing the combined strengths of physically grounded MPC models and data-driven AI algorithms, this framework offers significant advantages over traditional methods. The review navigates through existing literature, scrutinizing diverse approaches for cyberthreat detection. An emphasis is placed on the proactive nature of MPC, which enables the modeling and optimization of complex system dynamics, coupled with the adaptability and learning capabilities of AI algorithms. These features collectively empower the system to identify anomalies indicative of cyberattacks in real-time, thus fortifying IAS against potential disruptions. Key findings from reviewed studies demonstrate the previous technologies in detecting and mitigating cyberthreats while maintaining the stability and functionality of industrial processes. The review further highlights a problem formulation based on MPC method to detect cyberattacks, including computational efficiency and real-time responsiveness. This review concludes by affirming the immense potential of MPC-based AI to revolutionize cyberattack detection in IAS. Its robust and adaptable nature offers a compelling alternative to existing methods, paving the way for securing critical infrastructure in the face of ever-evolving cyberthreats.</p>\u0000 </div>","PeriodicalId":100030,"journal":{"name":"Advanced Control for Applications","volume":"7 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/adc2.70003","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143689052","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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