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DC Arc Flash Measurements From a 1000 V Valve Regulated Lead Acid Battery System 来自 1000 V 阀控式铅酸电池系统的直流弧闪测量结果
Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-03-13 DOI: 10.1109/OJIA.2024.3400208
Nicolaus Jennings;David Wetz;Rick Langley;Nancy LaFlair;John Heinzel
As the Navy moves forward with implementing electrochemical energy sources in their power systems, a need to understand the hazards present to electric workers comes to light. Understanding the effects these sources have on arc flash hazards drives the need to study relevant energy sources that are deployed on naval platforms. A 1000-V valve regulated lead acid (VRLA) battery system presents the greatest need to study as incident energy models can suggest dramatic personal protective equipment (PPE) especially with the inclusion of scale factors. As a part of a collaborative effort between the Electric Power Research Institute (EPRI) and the University of Texas at Arlington (UTA) arc flash studies of VRLA battery systems at voltages as high as 936 V have been performed. Findings show that below 800 V, the battery sourced incident energy as high as 0.26 cal/cm2. Above 800 V, incident energy surpassed 1.2 cal/cm2 and approached category 1 PPE (4 cal/cm2). A model derived from this work is used to emphasize the impact enclosure based scale factors have on incident energy estimates. This work has also compared relevant dc incident energy models to the measured incident energy sourced from this battery system.
随着海军在其电力系统中采用电化学能源,了解电工面临的危险的必要性逐渐凸显出来。了解这些能源对弧闪危险的影响,就需要对海军平台上部署的相关能源进行研究。1000 V 阀控式铅酸 (VRLA) 电池系统是最需要研究的,因为事故能量模型可以建议使用剧烈的个人防护设备 (PPE),特别是在包含比例因素的情况下。作为美国电力研究所 (EPRI) 和德克萨斯大学阿灵顿分校 (UTA) 合作项目的一部分,对电压高达 936 V 的 VRLA 电池系统进行了弧闪研究。研究结果表明,电压低于 800 V 时,电池产生的入射能量高达 0.26 cal/cm2。高于 800 V 时,入射能量超过 1.2 cal/cm2,接近 1 类 PPE(4 cal/cm2)。从这项工作中得出的模型用于强调基于外壳的比例系数对入射能量估计值的影响。这项工作还将相关直流入射能量模型与来自该电池系统的测量入射能量进行了比较。
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引用次数: 0
Bidirectional Hybrid DC Circuit Breaker With Zero Voltage and Current Switching for Radar Power System 用于雷达电源系统的零电压零电流双向混合直流断路器
Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-03-10 DOI: 10.1109/OJIA.2024.3399603
Nandakumar Saminathan;Aditya P;Satish Naik Banavath;Alessandro Lidozzi;Marco Di Benedetto;Vengadarajan A
This article proposes a novel zero-voltage switching (ZVS) and zero-current switching (ZCS)-based hybrid dc circuit breaker for a radar power system. Long-range radars demand huge power, in the order of hundreds of kW. Radar's phased array antenna houses a large number of electronic devices and works primarily on a dc power supply. Typically, military systems are required to have the highest operational reliability, as a result, electrical system protection plays a crucial role. A high power 310 V dc electrical power grid in radar carries hundreds of amperes of current under nominal operating conditions, results in significant fault current due to very low impedance, and demands a very fast fault interruption device. This article proposes and demonstrates the complete operation of a hybrid dc circuit breaker topology for radar applications. The proposed dc circuit breaker employs a mechanical switch that carries the entire current during the nominal operating conditions, and a power electronic module (PEM) connected in parallel helps in diverting the fault current from the main path. Fault current transfers to the PEM branch in a fraction of a second (5 $mu s$), which ensures faster load-side isolation. During the fault interruption process, mechanical switch contact opening experiences both ZVS and ZCS features, resulting in arcless operation, and also helps in faster contact separation. The ZVS and ZCS features greatly improve the reliability of the mechanical switch. The proposed concept does not involve any capacitors or corresponding precharging circuits for the ZVS/ZCS features. The proposed dc circuit breaker is analyzed theoretically, and also by simulations in LTspice. Additionally, an experimental prototype with a dc system rating of 310 V–10 A is developed to experimentally validate the performance of the proposed breaker topology. The article also presents a detailed design and comparative analysis, along with a discussion on the limitations of the proposed dc circuit breaker, and the scope for improvements.
本文为雷达电源系统提出了一种基于零电压开关(ZVS)和零电流开关(ZCS)的新型混合直流断路器。远程雷达需要数百千瓦的大功率。雷达的相控阵天线包含大量电子设备,主要依靠直流电源工作。通常情况下,军用系统需要具有最高的运行可靠性,因此,电气系统保护起着至关重要的作用。雷达中的 310 V 大功率直流电网在额定工作条件下会携带数百安培的电流,由于阻抗非常低,因此会产生巨大的故障电流,这就需要非常快速的故障中断装置。本文提出并演示了雷达应用中混合直流断路器拓扑结构的完整操作。拟议的直流断路器采用一个机械开关,在额定工作条件下承载整个电流,并联的电力电子模块(PEM)有助于将故障电流从主通路分流。故障电流只需几分之一秒(5 美元/秒)就能转移到 PEM 分支,从而确保更快地实现负载侧隔离。在故障中断过程中,机械开关触点断开同时具有 ZVS 和 ZCS 功能,从而实现无弧操作,并有助于更快地分离触点。ZVS 和 ZCS 功能大大提高了机械开关的可靠性。为实现 ZVS/ZCS 功能,所提出的概念不涉及任何电容器或相应的预充电电路。对所提出的直流断路器进行了理论分析和 LTspice 仿真。此外,还开发了一个直流系统额定值为 310 V-10 A 的实验原型,以实验验证所提出的断路器拓扑结构的性能。文章还介绍了详细的设计和比较分析,并讨论了建议的直流断路器的局限性和改进范围。
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引用次数: 0
Robust Control of Synchronous Reluctance Motor Based on Automatic Disturbance Rejection 基于自动干扰抑制的同步电感电动机鲁棒控制
Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-03-09 DOI: 10.1109/OJIA.2024.3399009
Angelo Accetta;Maurizio Cirrincione;Filippo D'Ippolito;Marcello Pucci;Antonino Sferlazza
This article proposes the theoretical development and experimental application of the active disturbance rejection control (ADRC) to synchronous reluctance motor (SynRM) drives. The ADRC is a robust adaptive extension of the input-output feedback linearization control (FLC). It performs the exact linearization of the SynRM model by a suitable nonlinear transformation of the state based on the online estimation of the corrective term by the so-called extended state observers (ESO). Consequently, any unmodeled dynamics or uncertainty of the parameters are properly addressed. The control strategy has been verified successfully both in numerical simulations and experimentally on a suitably developed test set-up that provides the ADRC robustness versus parameters variations which cannot be obtained with other model-based nonlinear control techniques (e.g., FLC). Simulation results show the capability of the ADRC to maintain its dynamic performance, even in the presence of quick variations of the SynRM dynamic inductances. Experimental results confirm the robustness of the ADRC versus any model parameter uncertainty. The proposed ADRC has been experimentally compared with a previously developed FLC, in both a tuned and detuned working configuration, with the classic rotor oriented control, and with a finite state model predictive control (MPC), where speed control is integrated into the MPC. Experimental results show far better robustness versus any parameter variation.
本文提出了同步磁阻电机(SynRM)驱动器主动干扰抑制控制(ADRC)的理论发展和实验应用。ADRC 是输入输出反馈线性化控制 (FLC) 的稳健自适应扩展。它基于所谓的扩展状态观测器(ESO)对校正项的在线估计,通过对状态进行适当的非线性变换,对同步磁阻电机模型进行精确线性化。因此,任何未建模的动态或参数的不确定性都能得到妥善解决。该控制策略在数值模拟和实验中都得到了成功验证,在适当开发的测试装置上提供了 ADRC 对参数变化的鲁棒性,这是其他基于模型的非线性控制技术(如 FLC)无法实现的。仿真结果表明,即使在 SynRM 动态电感快速变化的情况下,ADRC 仍能保持其动态性能。实验结果证实了 ADRC 在面对任何模型参数不确定性时的鲁棒性。实验将所提出的 ADRC 与之前开发的 FLC(在调谐和失谐工作配置下)、传统的面向转子控制以及有限状态模型预测控制 (MPC)(在 MPC 中集成了速度控制)进行了比较。实验结果表明,该系统对任何参数变化都具有更好的鲁棒性。
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引用次数: 0
Explainable AI for Industry 5.0: Vision, Architecture, and Potential Directions 面向工业 5.0 的可解释人工智能:愿景、架构和潜在方向
Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-03-09 DOI: 10.1109/OJIA.2024.3399057
Chandan Trivedi;Pronaya Bhattacharya;Vivek Kumar Prasad;Viraj Patel;Arunendra Singh;Sudeep Tanwar;Ravi Sharma;Srinivas Aluvala;Giovanni Pau;Gulshan Sharma
The Industrial Revolution has shifted toward Industry 5.0, reinventing the Industry 4.0 operational process by introducing human elements into critical decision processes. Industry 5.0 would present massive customization via transformative technologies, such as cyber-physical systems (CPSs), artificial intelligence (AI), and big data analytics. In Industry 5.0, the AI models must be transparent, valid, and interpretable. AI models employ machine learning and deep learning mechanisms to make the industrial process autonomous, reduce downtime, and improve operational and maintenance costs. However, the models require explainability in the learning process. Thus, explainable AI (EXAI) adds interpretability and improves the diagnosis of critical industrial processes, which augments the machine-to-human explanations and vice versa. Recent surveys of EXAI in industrial applications are mostly oriented toward EXAI models, the underlying assumptions. Still, fewer studies are conducted toward a holistic integration of EXAI with human-centric processes that drives the Industry 5.0 applicative verticals. Thus, to address the gap, we propose a first-of-its-kind survey that systematically untangles EXAI integration and its potential in Industry 5.0 applications. First, we present the background of EXAI in Industry 5.0 and CPSs and a reference EXAI-based Industry 5.0 architecture with insights into large language models. Then, based on the research questions, a solution taxonomy of EXAI in Industry 5.0 is presented, which is ably supported by applicative use cases (cloud, digital twins, smart grids, augmented reality, and unmanned aerial vehicles). Finally, a case study of EXAI in manufacturing cost assessment is discussed, followed by open issues and future directions. The survey is designed to extend novel prototypes and designs to realize EXAI-based real-time Industry 5.0 applications.
工业革命已转向工业 5.0,通过在关键决策过程中引入人为因素,重塑工业 4.0 的操作流程。工业 5.0 将通过网络物理系统(CPS)、人工智能(AI)和大数据分析等变革性技术实现大规模定制。在工业 5.0 中,人工智能模型必须是透明、有效和可解释的。人工智能模型采用机器学习和深度学习机制,使工业流程自主化,减少停机时间,并提高运营和维护成本。然而,这些模型在学习过程中需要可解释性。因此,可解释的人工智能(EXAI)增加了可解释性,改善了对关键工业流程的诊断,增强了机器对人类的解释,反之亦然。最近对 EXAI 在工业应用中的研究主要针对 EXAI 模型和基本假设。然而,针对将 EXAI 与以人为本的流程进行整体整合的研究较少,而这种整合推动了工业 5.0 的垂直应用。因此,为了填补这一空白,我们提出了一项同类首创的调查,系统地探讨 EXAI 集成及其在工业 5.0 应用中的潜力。首先,我们介绍了 EXAI 在工业 5.0 和 CPS 中的背景,以及基于 EXAI 的工业 5.0 参考架构和对大型语言模型的见解。然后,根据研究问题,介绍了工业 5.0 中 EXAI 的解决方案分类法,并通过应用用例(云、数字双胞胎、智能电网、增强现实和无人机)为其提供了有力支持。最后,讨论了 EXAI 在制造成本评估中的案例研究,随后讨论了未决问题和未来方向。该调查旨在扩展新颖的原型和设计,以实现基于 EXAI 的实时工业 5.0 应用。
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引用次数: 0
Machine Learning Techniques to Predict Voltage Unbalance in a Power Transmission System 预测输电系统电压不平衡的机器学习技术
Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-27 DOI: 10.1109/OJIA.2024.3369993
Jonathan D. Boyd;Donald R. Reising;Anthony M. Murphy;Justin D. Kuhlers;C. Michael McAmis;James B. Rossman
Voltage unbalance is a growing issue that, among other things, can impact three-phase motor and drive loads, result in nuisance tripping of generation units and capacitor banks, and prevent optimization of conservative voltage regulation strategies. This difference between the three phases of voltage delivered to customers can damage the equipment of these customers as well as negatively impact the power system itself. This work presents an approach for predicting voltage unbalance using machine learning. Historical megawatt and megavar data–obtained through a Supervisory Control And Data Acquisition (SCADA) system–are used to train an artificial neural network model as a binary classifier with a portion of the data serving to validate the trained model. Voltage unbalance is predicted at an accuracy above 95% for eight substations within the power utility's extra-high voltage transmission network and over 91% for all 42 substations. The trained model is tested in a manner that would be employed using simulated data generated by state estimation software. This simulated data validates the model's capacity to predict the substation buses that would experience voltage unbalance.
电压不平衡是一个日益严重的问题,除其他外,它可能会影响三相电机和驱动负载,导致发电设备和电容器组跳闸,并妨碍优化保守的电压调节策略。向客户提供的三相电压之间的差异会损坏这些客户的设备,并对电力系统本身产生负面影响。本研究提出了一种利用机器学习预测电压不平衡的方法。通过监控和数据采集 (SCADA) 系统获得的历史兆瓦和兆瓦数据被用来训练一个人工神经网络模型作为二元分类器,其中一部分数据用于验证训练好的模型。电力公司特高压输电网络中八个变电站的电压不平衡预测准确率超过 95%,所有 42 个变电站的预测准确率超过 91%。使用状态估计软件生成的模拟数据对训练有素的模型进行测试。模拟数据验证了模型预测变电站母线电压不平衡的能力。
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引用次数: 0
IEEE Industry Applications Society Information IEEE 工业应用协会信息
Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-26 DOI: 10.1109/OJIA.2024.3354443
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引用次数: 0
Current–Voltage Unbalanced Distribution AC Optimal Power Flow for Advanced Distribution Management System Applications 先进配电管理系统应用中的电流-电压不平衡配电交流优化功率流
Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-20 DOI: 10.1109/OJIA.2024.3367547
Zahra Soltani;Mojdeh Khorsand;Shanshan Ma
Modern distribution systems are changing from passive load serving networks to active load and generation-inclusive networks. Accurate distribution systems modeling is critical for effective distribution system control, operation, and planning. This article proposes novel nonlinear and convex ac optimal power flow (ACOPF) models based on current–voltage (IVACOPF) formulation for an unbalanced distribution system with distributed energy resources (DERs). In the proposed formulation, untransposed distribution lines, shunt elements of distribution lines, distribution transformers, and DERs are modeled. The proposed nonlinear IVACOPF model is linearized and convexified using the Taylor series. The accuracy of the proposed nonlinear and convex IVACOPF approaches for modeling unbalanced distribution systems is compared with OpenDSS and the widely used LinDistFlow method. The proposed accurate convex IVACOPF model has multiple applications for distribution systems management, planning, and operation. Applications of the proposed model on two key parts of advanced distribution management systems (ADMS)—DERs scheduling and state estimation—are presented in this article. The proposed models are tested on the distribution feeder of an electric utility in Arizona with 2100 primary nodes and a large number of rooftop photovoltaic units. The results confirm the accuracy and effectiveness of the proposed IVACOPF for both examined ADMS applications.
现代配电系统正在从被动负载服务网络转变为主动负载和发电网络。精确的配电系统建模对于有效的配电系统控制、运行和规划至关重要。本文针对具有分布式能源资源(DER)的不平衡配电系统,提出了基于电流-电压(IVACOPF)公式的新型非线性、凸性交流最优功率流(ACOPF)模型。在提议的公式中,对未跨接的配电线路、配电线路的并联元件、配电变压器和 DER 进行了建模。使用泰勒级数对所提出的非线性 IVACOPF 模型进行线性化和凸化。比较了所提出的非线性和凸 IVACOPF 方法与 OpenDSS 和广泛使用的 LinDistFlow 方法在不平衡配电系统建模方面的准确性。所提出的精确凸 IVACOPF 模型在配电系统管理、规划和运行方面有多种应用。本文介绍了所提出的模型在高级配电管理系统(ADMS)的两个关键部分--DER 调度和状态估计中的应用。提出的模型在亚利桑那州一家电力公司的配电馈线上进行了测试,该馈线有 2100 个主节点和大量屋顶光伏发电装置。结果证实了所提出的 IVACOPF 在这两种 ADMS 应用中的准确性和有效性。
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引用次数: 0
Experimental Validation of Innovative Control Concepts for Powertrain Test Beds in Power Hardware-in-the-Loop Configuration 在动力硬件在环配置中对动力总成试验台的创新控制概念进行实验验证
Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-16 DOI: 10.1109/OJIA.2024.3366524
Dennis Erdogan;Zhang Peng Du;Stefan Jakubek;Franz Holzinger;Christian Mayr;Christoph Hametner
Power hardware-in-the-loop (PHIL) testing has become indispensable for the rapid, modular, and cost-saving development of automotive components. This article focuses on PHIL tests composed of entire powertrains that exchange speed and torque signals with vehicle simulations. Previous studies pointed out the importance of promptly following the references from the virtual simulation environment to replicate realistic driving conditions and introduced control strategies to cope with the challenges associated with this setup. However, a comprehensive comparison of the different control strategies has not yet been carried out. To fill this gap, the concepts are first investigated in-depth in simulations and are then, rigorously validated on a state-of-the-art powertrain test bed under highly dynamic driving scenarios, including full-braking. Furthermore, an improvement of existing shaft torque control approaches, which are mainly based on feedforward control, is proposed to better compete with the other methods. The proposed extension shows higher resilience to low accuracy of torque actuators, while the other concepts exhibit greater robustness against time delays. The results from the direct comparisons are summarized and allow the appropriate selection of control strategies for specific use cases.
动力硬件在环(PHIL)测试已成为快速、模块化和节约成本的汽车零部件开发不可或缺的一部分。本文重点讨论由整个动力系统组成的 PHIL 测试,这些动力系统与车辆模拟交换速度和扭矩信号。以往的研究指出,必须及时遵循虚拟仿真环境中的参考数据来复制真实的驾驶条件,并引入了控制策略来应对与这种设置相关的挑战。然而,尚未对不同的控制策略进行全面比较。为了填补这一空白,我们首先在模拟环境中对这些概念进行了深入研究,然后在包括完全制动在内的高动态驾驶场景下,在最先进的动力总成试验台上进行了严格验证。此外,还对现有的轴扭矩控制方法(主要基于前馈控制)提出了改进建议,以更好地与其他方法竞争。所提出的扩展方案对扭矩执行器的低精度表现出更高的适应性,而其他概念则对时间延迟表现出更高的鲁棒性。对直接比较的结果进行了总结,以便为特定的使用案例选择适当的控制策略。
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引用次数: 0
Analytical Delay Evaluation for FPGA-Based Repetitive Controller in AC Variable Frequency Applications 交流变频应用中基于 FPGA 的重复控制器的分析延迟评估
Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-15 DOI: 10.1109/OJIA.2024.3366415
Alessandro Faro;Alessandro Lidozzi;Marco di Benedetto;Luca Solero;Stefano Bifaretti
Repetitive controller provides a very low third harmonic dimension in the quantities under control. It exhibits an inherent issue when operated to track variable frequency references. The article deals with the analysis of the operating conditions when the controller is executed at variable frequency without any resynchronization with respect to the pulsewidth modulation carrier, which is the most common mode of operation. The delays introduced are then evaluated analytically concerning the sampling and output frequency that must be tracked. The proposed analysis allows obtaining the maximum delay affecting the control chain, which was introduced by the repetitive control desynched operation. The knowledge of the delay introduced in the control loops is at the basis of any control tuning procedure and gains selection, even when adaptive control strategies are used.
重复控制器的控制量的三次谐波维度非常低。它在跟踪变频基准时会出现固有问题。这篇文章分析了在变频条件下执行控制器时的运行条件,而不对脉宽调制载波进行任何再同步,这是最常见的运行模式。然后对必须跟踪的采样和输出频率进行分析评估。通过所提出的分析方法,可以获得影响控制链的最大延迟,这是由重复控制去同步操作引入的。控制回路中引入的延迟知识是任何控制调整程序和增益选择的基础,即使在使用自适应控制策略时也是如此。
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引用次数: 0
Command Injection Attacks in Smart Grids: A Survey 智能电网中的命令注入攻击:调查
Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-13 DOI: 10.1109/OJIA.2024.3365576
Muhammad Usama;Muhammad Naveed Aman
Cybersecurity is important in the realization of various smart grid technologies. Several studies have been conducted to discuss different types of cyberattacks and provide their countermeasures. The false command injection attack (FCIA) is considered one of the most critical attacks that have been studied. Various techniques have been proposed in the literature to detect FCIAs on different components of smart grids. The predominant focus of current surveys lies on FCIAs and detection techniques for such attacks. This article presents a survey of existing works on FCIAs and classifies FCIAs in smart grids according to the targeted component. The impacts of FCIAs on smart grids are also discussed. Subsequently, this article provides an extensive review of detection studies, categorizing them based on the type of detection technique employed.
网络安全对于实现各种智能电网技术非常重要。已有多项研究对不同类型的网络攻击进行了讨论,并提出了应对措施。虚假指令注入攻击(FCIA)被认为是已研究过的最关键攻击之一。文献中提出了各种技术来检测智能电网不同组件上的 FCIA。当前研究的主要重点是 FCIA 和针对此类攻击的检测技术。本文介绍了现有的 FCIAs 研究成果,并根据目标组件对智能电网中的 FCIAs 进行了分类。本文还讨论了 FCIA 对智能电网的影响。随后,本文对检测研究进行了广泛综述,并根据采用的检测技术类型对其进行了分类。
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引用次数: 0
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IEEE Open Journal of Industry Applications
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