IEEE Open Journal of the Industrial Electronics Society最新文献

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Novel Scalable Topologies of High Power Density Quadratic Converters With Low Voltage Stress on Power Diode 功率二极管电压应力低的高功率密度四元转换器的新型可扩展拓扑结构
IF 8.5
IEEE Open Journal of the Industrial Electronics Society Pub Date : 2024-04-25 DOI: 10.1109/OJIES.2024.3393757
Md Samiullah;Mohammed A. Al. Hitmi;Atif Iqbal;Shirazul Islam
{"title":"Novel Scalable Topologies of High Power Density Quadratic Converters With Low Voltage Stress on Power Diode","authors":"Md Samiullah;Mohammed A. Al. Hitmi;Atif Iqbal;Shirazul Islam","doi":"10.1109/OJIES.2024.3393757","DOIUrl":"10.1109/OJIES.2024.3393757","url":null,"abstract":"High-gain dc–dc converters are used for a number of applications including the power processing of several low-voltage renewable energy sources (solar photovoltaic and fuel cells) while they are integrated into a microgrid. This article introduces two novel designs of high power density nonisolated quadratic boost converters, which neither uphold the cascaded architecture nor involve coupled inductors in them. The proposed converters utilize the switched-inductors and switched-capacitor-based modules for voltage boosting. Despite having a higher output voltage, the proposed topology in its extended mode offloads the issue of high voltage stress at the devices. The output voltage can be extended to further higher levels without requiring additional circuits for peak inverse voltage (PIV) suppression at the output diode. The current at the input and output terminals are continuous, which facilitates the converter for various applications such as distributed generation (DG)s integration to microgrid and uninterruptible power supplies for integrated battery storage systems. The switched-inductor-switched-capacitor quadratic converter and its extended topology, extended switched-inductor-switched-capacitor quadratic converter, are analyzed thoroughly in different modes of conduction and the performance is justified by developing a hardware prototype ranging for a maximum power of 400 W. The switching frequency is maintained at 50 kHz.","PeriodicalId":52675,"journal":{"name":"IEEE Open Journal of the Industrial Electronics Society","volume":"5 ","pages":"386-399"},"PeriodicalIF":8.5,"publicationDate":"2024-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10508451","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140800182","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
High-Efficiency Partial Power Converter for Integration of Second-Life Battery Energy Storage Systems in DC Microgrids 在直流微电网中集成二次电池储能系统的高效部分功率转换器
IF 5.2
IEEE Open Journal of the Industrial Electronics Society Pub Date : 2024-04-16 DOI: 10.1109/OJIES.2024.3389466
Naser Hassanpour;Andrii Chub;Neelesh Yadav;Andrei Blinov;Dmitri Vinnikov
{"title":"High-Efficiency Partial Power Converter for Integration of Second-Life Battery Energy Storage Systems in DC Microgrids","authors":"Naser Hassanpour;Andrii Chub;Neelesh Yadav;Andrei Blinov;Dmitri Vinnikov","doi":"10.1109/OJIES.2024.3389466","DOIUrl":"10.1109/OJIES.2024.3389466","url":null,"abstract":"This article presents a power electronic interface for battery energy storage integration into a dc microgrid. It is based on a partial power converter (PPC) employing a current-fed dc–dc topology. The article provides an analysis of application requirements and proposes an optimal second-life battery stack configuration to leverage all the benefits of the PPC technology. This converter can regulate current at zero series voltage between a battery stack and a dc microgrid using the topology morphing control. The article shows how the converter and its control system should be designed to operate in a droop-controlled dc microgrid. The experimental results demonstrate the converter's capability to operate under droop control, implementing both voltage step-up and -down regulation with a smooth transition between converter modes. The experimental efficiency reaches as high as 99.45%, demonstrating an efficient approach for second-life battery energy storage integration into dc microgrid.","PeriodicalId":52675,"journal":{"name":"IEEE Open Journal of the Industrial Electronics Society","volume":"5 ","pages":"847-860"},"PeriodicalIF":5.2,"publicationDate":"2024-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10502154","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140616633","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
Improved YOLOX-DeepSORT for Multitarget Detection and Tracking of Automated Port RTG 用于自动港口 RTG 多目标检测和跟踪的改进型 YOLOX-DeepSORT
IF 8.5
IEEE Open Journal of the Industrial Electronics Society Pub Date : 2024-04-15 DOI: 10.1109/OJIES.2024.3388632
ZHENGTAO YU;XUEQIN ZHENG;JUN YANG;JINYA SU
{"title":"Improved YOLOX-DeepSORT for Multitarget Detection and Tracking of Automated Port RTG","authors":"ZHENGTAO YU;XUEQIN ZHENG;JUN YANG;JINYA SU","doi":"10.1109/OJIES.2024.3388632","DOIUrl":"10.1109/OJIES.2024.3388632","url":null,"abstract":"Rubber tire gantry (RTG) plays a pivotal role in facilitating efficient container handling within port operations. Conventional RTG, highly depending on human operations, is inefficient, labor-intensive, and also poses safety issues in adverse environments. This article introduces a multitarget detection and tracking (MTDT) algorithm specifically tailored for automated port RTG operations. The approach seamlessly integrates enhanced YOLOX for object detection and improved DeepSORT for object tracking to enhance the MTDT performance in the complex port settings. In particular, Light-YOLOX, an upgraded version of YOLOX incorporating separable convolution and attention mechanism, is introduced to improve real-time capability and small target detection. Subsequently, OSNet-DeepSORT, an enhanced version of DeepSORT, is proposed to mitigate ID switching challenges arising from unreliable data communication or occlusion in real port scenarios. The effectiveness of the proposed method is validated in various real-life port operations. Ablation studies and comparative experiments against typical MTDT algorithms demonstrate noteworthy enhancements in key performance metrics, encompassing small target detection, tracking accuracy, ID switching frequency, and real-time performance.","PeriodicalId":52675,"journal":{"name":"IEEE Open Journal of the Industrial Electronics Society","volume":"5 ","pages":"317-325"},"PeriodicalIF":8.5,"publicationDate":"2024-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10499882","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140585923","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
High-Current Sensing Technology for Transparent Power Grids: A Review 用于透明电网的大电流传感技术:综述
IF 8.5
IEEE Open Journal of the Industrial Electronics Society Pub Date : 2024-04-11 DOI: 10.1109/OJIES.2024.3387432
Hongyu Sun;Songling Huang;Lisha Peng
{"title":"High-Current Sensing Technology for Transparent Power Grids: A Review","authors":"Hongyu Sun;Songling Huang;Lisha Peng","doi":"10.1109/OJIES.2024.3387432","DOIUrl":"10.1109/OJIES.2024.3387432","url":null,"abstract":"The global energy industry is moving toward a trend of green and low-carbon transformation. A transparent power grid represents a new development form under this energy transition trend, integrating the power grid with new generation information and communication technologies, exemplified by the Internet. The use of micro smart sensors allows real-time monitoring of many important parameters of power systems via current, which is crucial for ensuring safe, stable, intelligent, and green power grid operation. Here, based on the development logic of current sensing technology for traditional-smart-transparent power grids, we focus our research on high-current sensing in a transparent power grid. First, we review the widely used traditional current sensing methods of shunts and Rogowski coils. More advanced optical fiber current sensing methods and microelectromechanical system current sensing chips are then introduced, which are more suitable for the smart sensing requirements of transparent power grids. In addition, we present and discuss the technical characteristics, research status, application scope, advantages and disadvantages, and future development directions of the above methods in detail. Finally, we address many essential challenges, including miniaturization, integration, low power consumption, passive wireless sensing, long-range operation, and complex environmental parameters in the comprehensive intelligent and transparent sensing of current parameters in power grids. To address these challenges, we present three possible development directions: sensor improvement, development of communication and networking technologies for sensors, and the advancement of intelligent and fast processing methods through communication.","PeriodicalId":52675,"journal":{"name":"IEEE Open Journal of the Industrial Electronics Society","volume":"5 ","pages":"326-358"},"PeriodicalIF":8.5,"publicationDate":"2024-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10496816","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140585960","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
Submodule Capacitor Voltage Balancing Through High-Frequency-Side Control for Multiport MMC-Based Solid-State Transformers 基于多端口 MMC 的固态变压器通过高频侧控制实现子模块电容器电压平衡
IF 8.5
IEEE Open Journal of the Industrial Electronics Society Pub Date : 2024-04-10 DOI: 10.1109/OJIES.2024.3386948
Lukas Antonio Budiwicaksana;Dong-Choon Lee
{"title":"Submodule Capacitor Voltage Balancing Through High-Frequency-Side Control for Multiport MMC-Based Solid-State Transformers","authors":"Lukas Antonio Budiwicaksana;Dong-Choon Lee","doi":"10.1109/OJIES.2024.3386948","DOIUrl":"10.1109/OJIES.2024.3386948","url":null,"abstract":"This article proposes a novel submodule capacitor voltage balancing control for multiport modular multilevel converter (MMC)-based solid-state transformers. To balance each submodule capacitor voltage, the balancing control is usually applied to the MMC. However, the low switching frequency operation and bulky arm inductance of the MMC limit the controller bandwidth and stability margin. These issues are addressed by moving the balancing control to the back-end dc/dc converter, which is operated at high switching frequency. The controller gains are designed based on the small-signal model. The superiority of the proposed controller over the conventional one has been verified through Bode plot, pole-zero map, and Nyquist path analyses. Experimental results for a 2.4-kW prototype system have also verified the accuracy of the model and effectiveness of the proposed balancing control for step load changes.","PeriodicalId":52675,"journal":{"name":"IEEE Open Journal of the Industrial Electronics Society","volume":"5 ","pages":"302-316"},"PeriodicalIF":8.5,"publicationDate":"2024-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10496178","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140602182","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
Linear-Rotary Position Control System With Enhanced Disturbance Rejection for a Novel Total Artificial Heart 用于新型全人工心脏的具有增强干扰抑制功能的线性旋转位置控制系统
IF 8.5
IEEE Open Journal of the Industrial Electronics Society Pub Date : 2024-04-08 DOI: 10.1109/OJIES.2024.3385865
Rosario V. Giuffrida;Andreas Horat;Dominik Bortis;Tim Bierewirtz;Krishnaraj Narayanaswamy;Marcus Granegger;Johann W. Kolar
{"title":"Linear-Rotary Position Control System With Enhanced Disturbance Rejection for a Novel Total Artificial Heart","authors":"Rosario V. Giuffrida;Andreas Horat;Dominik Bortis;Tim Bierewirtz;Krishnaraj Narayanaswamy;Marcus Granegger;Johann W. Kolar","doi":"10.1109/OJIES.2024.3385865","DOIUrl":"10.1109/OJIES.2024.3385865","url":null,"abstract":"A novel implantable total artificial heart, hereinafter referred to as the \u0000<italic>ShuttlePump</i>\u0000, is currently under development in a research collaboration between the Medical University of Vienna, the Power Electronic Systems Laboratory of ETH Zurich and Charite Berlin. Its novel, low-complexity, pulsatile pumping principle requires a specially shaped piston performing a controlled, synchronized linear-rotary motion while providing the necessary hydraulic force and torque. The machine design of the Permanent Magnet Synchronous Machine (PMSM)-based linear-rotary actuator was conducted in previous work of the authors, leading to the construction of a hardware prototype satisfying the application requirements in terms of electromechanical force, torque, power losses, and volume. This article provides the details of the closed-loop linear-rotary position control system required to operate the \u0000<italic>ShuttlePump</i>\u0000. The design of the position control system targets tight reference tracking (\u0000<inline-formula><tex-math>$pm$</tex-math></inline-formula>\u00008 mm linear stroke and continuous rotation) up to an operational frequency of 5 Hz, under the heavy disturbance introduced by the axial hydraulic load force, as high as 45 N. The experimental measurements show successful linear-rotary position tracking under the specified axial load, with a maximum error of 1 mm and 5\u0000<inline-formula><tex-math>$^{circ }$</tex-math></inline-formula>\u0000.","PeriodicalId":52675,"journal":{"name":"IEEE Open Journal of the Industrial Electronics Society","volume":"5 ","pages":"359-375"},"PeriodicalIF":8.5,"publicationDate":"2024-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10494377","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140585826","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
Design and Experimental Verification of a Bidirectional EV On-Board Charger Featuring Multiphase Operation in Full Power/Voltage Ranges 具有全功率/电压范围多相操作功能的双向电动汽车车载充电器的设计与实验验证
IF 8.5
IEEE Open Journal of the Industrial Electronics Society Pub Date : 2024-03-29 DOI: 10.1109/OJIES.2024.3406732
Héctor Sarnago;Óscar Lucía
{"title":"Design and Experimental Verification of a Bidirectional EV On-Board Charger Featuring Multiphase Operation in Full Power/Voltage Ranges","authors":"Héctor Sarnago;Óscar Lucía","doi":"10.1109/OJIES.2024.3406732","DOIUrl":"10.1109/OJIES.2024.3406732","url":null,"abstract":"Modern electric vehicles require power electronic systems capable of operating under a wide variety of operating conditions, including on-board chargers (OBCs) and dc–dc converters. These systems must function across a wide range of parameters, such as phase number, input voltage, and output battery voltage. Considering modern design standards, achieving a high-performance implementation featuring high efficiency and low cost is also mandatory, adding additional technical challenges. To address these challenges, this article proposes a novel OBC architecture designed to operate in both three-phase and single-phase configurations across the full output power range. This is achieved without requiring additional power components or degrading performance. As a consequence, the proposed solution is a universal-charging single-power-processing block that features a cost-effective implementation while achieving high power density and efficiency. In this article, a bidirectional 11-kW 800-V-battery-voltage prototype of the system is designed and constructed for a 400-V (line-to-line) mains supply.","PeriodicalId":52675,"journal":{"name":"IEEE Open Journal of the Industrial Electronics Society","volume":"5 ","pages":"458-467"},"PeriodicalIF":8.5,"publicationDate":"2024-03-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10541071","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141191002","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
False Data Injection Attack Detection and Mitigation Using Nonlinear Autoregressive Exogenous Input-Based Observers in Distributed Control for DC Microgrid 在直流微电网分布式控制中使用基于非线性自回归外生输入的观测器检测和缓解虚假数据注入攻击
IF 8.5
IEEE Open Journal of the Industrial Electronics Society Pub Date : 2024-03-28 DOI: 10.1109/OJIES.2024.3406226
Md Abu Taher;Milad Behnamfar;Arif I. Sarwat;Mohd Tariq
{"title":"False Data Injection Attack Detection and Mitigation Using Nonlinear Autoregressive Exogenous Input-Based Observers in Distributed Control for DC Microgrid","authors":"Md Abu Taher;Milad Behnamfar;Arif I. Sarwat;Mohd Tariq","doi":"10.1109/OJIES.2024.3406226","DOIUrl":"10.1109/OJIES.2024.3406226","url":null,"abstract":"This study investigates the vulnerability of dc microgrid systems to cyber threats, focusing on false data injection attacks (FDIAs) affecting sensor measurements. These attacks pose significant risks to equipment, generation units, controllers, and human safety. To address this vulnerability, we propose a novel solution utilizing a nonlinear autoregressive network with exogenous input (NARX) observer. Trained to differentiate between normal conditions, load changes, and cyber-attacks, the NARX network estimates dc currents and voltages. The system initially operates without FDIAs to collect data for training NARX networks, followed by online deployment to estimate output dc voltages and currents of distributed energy resources. An attack mitigation strategy using a proportional–integral controller aligns NARX output with actual converter output, generating a counter-attack signal to nullify the attack impact. Comparative analysis with other AI-based methods is conducted, demonstrating the effectiveness of our approach. MATLAB simulations validate the method's performance, with real-time validation using OPAL-RT further confirming its applicability.","PeriodicalId":52675,"journal":{"name":"IEEE Open Journal of the Industrial Electronics Society","volume":"5 ","pages":"441-457"},"PeriodicalIF":8.5,"publicationDate":"2024-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10540225","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141190881","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
Real-Time Resonance Detection and Active Damping in Energy Recovery Railways Applications 能量回收铁路应用中的实时共振检测和主动阻尼
IF 5.2
IEEE Open Journal of the Industrial Electronics Society Pub Date : 2024-03-15 DOI: 10.1109/OJIES.2024.3401541
Giovanni Marini;Alessandro Lidozzi;Marco di Benedetto;M. Moranchel Pérez;Luca Solero
{"title":"Real-Time Resonance Detection and Active Damping in Energy Recovery Railways Applications","authors":"Giovanni Marini;Alessandro Lidozzi;Marco di Benedetto;M. Moranchel Pérez;Luca Solero","doi":"10.1109/OJIES.2024.3401541","DOIUrl":"10.1109/OJIES.2024.3401541","url":null,"abstract":"This article presents a real-time active damping methodology for front-end inverters connected to the railway catenary in energy recovery applications. The system arrangement comprises a three-phase 2.5 MW inverter connected to the ac grid with a suitable filter. On the opposite side it shares the dc-side with the railway plant where traction inverters and auxiliary systems are connected. The proposed method tries to solve a problem when the energy recovery converter, operating with an almost constant power load, stimulates the catenary power line. This method estimates the dc-side resonant frequency, isolates the dc voltage oscillations around the resonant frequency, and finally attenuates the related effects by acting on the inverter current control strategy. Experimental tests are shown to validate the method using the hardware-in-the-loop real-time emulator. Thanks to the HIL, the complete catenary system has been modeled according to the real data provided by the train operator. The control algorithm and the related control board have the same structure as the architecture used in the field. The results show the effectiveness of the proposed method in detecting the resonance and reducing its effects, increasing the catenary robustness, and making the proper integration of energy recovery systems possible.","PeriodicalId":52675,"journal":{"name":"IEEE Open Journal of the Industrial Electronics Society","volume":"5 ","pages":"916-927"},"PeriodicalIF":5.2,"publicationDate":"2024-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10531037","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141062540","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
Adversarial Attacks and Defenses in Fault Detection and Diagnosis: A Comprehensive Benchmark on the Tennessee Eastman Process 故障检测和诊断中的对抗性攻击和防御:田纳西伊士曼过程的综合基准
IF 8.5
IEEE Open Journal of the Industrial Electronics Society Pub Date : 2024-03-15 DOI: 10.1109/OJIES.2024.3401396
Vitaliy Pozdnyakov;Aleksandr Kovalenko;Ilya Makarov;Mikhail Drobyshevskiy;Kirill Lukyanov
{"title":"Adversarial Attacks and Defenses in Fault Detection and Diagnosis: A Comprehensive Benchmark on the Tennessee Eastman Process","authors":"Vitaliy Pozdnyakov;Aleksandr Kovalenko;Ilya Makarov;Mikhail Drobyshevskiy;Kirill Lukyanov","doi":"10.1109/OJIES.2024.3401396","DOIUrl":"10.1109/OJIES.2024.3401396","url":null,"abstract":"Integrating machine learning into Automated Control Systems (ACS) enhances decision-making in industrial process management. One of the limitations to the widespread adoption of these technologies in industry is the vulnerability of neural networks to adversarial attacks. This study explores the threats in deploying deep learning models for Fault Detection and Diagnosis (FDD) in ACS using the Tennessee Eastman Process dataset. By evaluating three neural networks with different architectures, we subject them to six types of adversarial attacks and explore five different defense methods. Our results highlight the strong vulnerability of models to adversarial samples and the varying effectiveness of defense strategies. We also propose a new defense strategy based on combining adversarial training and data quantization. This research contributes several insights into securing machine learning within ACS, ensuring robust FDD in industrial processes.","PeriodicalId":52675,"journal":{"name":"IEEE Open Journal of the Industrial Electronics Society","volume":"5 ","pages":"428-440"},"PeriodicalIF":8.5,"publicationDate":"2024-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10531068","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141058865","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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