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Photovoltaic to Virtual Bus Series–Parallel Differential Power Processing for Photovoltaic Systems 光伏系统对虚拟母线的串并联差分功率处理
IF 4.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-12 DOI: 10.1109/OJIES.2025.3643730
Afshin Nazer;Olindo Isabella;Hani Vahedi;Patrizio Manganiello
Photovoltaic (PV) systems are frequently subject to voltage and current mismatches caused by various factors, such as partial shading, differing panel tilt angles, dust accumulation, and cell degradation among PV elements. These mismatches can significantly reduce the overall efficiency of PV systems by preventing individual modules or strings from operating at their maximum power point (MPP). This article introduces a novel architecture termed PV to virtual bus series–parallel differential power processing, which effectively mitigates mismatches in both series-connected PV modules (i.e., current mismatches) and parallel-connected PV strings (i.e., voltage mismatches). The proposed architecture employs a combination of string-level converters (SLCs) and module-integrated converters (MICs) that process only a fraction of the total power. Notably, the architecture leverages virtual buses on the primary side of both SLCs and MICs, leading to reduced voltage rating requirements for SLCs and lower power rating demands for MICs. This design reduces the stress on individual components, making the system more cost-effective and reliable. The article provides a comprehensive analysis of the requirements for SLCs and MICs, along with a detailed explanation of how the proposed architecture ensures that PV modules consistently operate at their respective MPPs. In addition, it explains how the virtual bus voltage is balanced through mathematical power flow equations, ensuring stable and efficient operation. Finally, the architecture’s effectiveness is validated through real-time simulation results with two PLECS real-time (RT) boxes, which demonstrate its capability to address mismatch issues and optimize the performance of PV systems.
光伏(PV)系统经常受到由各种因素引起的电压和电流不匹配的影响,例如部分遮阳,不同的面板倾斜角度,灰尘积聚和光伏元件之间的电池退化。这些不匹配可以通过阻止单个模块或串在最大功率点(MPP)下运行来显着降低光伏系统的整体效率。本文介绍了一种称为PV到虚拟总线串并联差分功率处理的新架构,它有效地减轻了串联PV模块(即电流不匹配)和并联PV串(即电压不匹配)的不匹配。所提出的架构采用串级转换器(slc)和模块集成转换器(mic)的组合,其处理的功率仅占总功率的一小部分。值得注意的是,该架构利用了slc和mic主端上的虚拟总线,从而降低了slc的额定电压要求和mic的额定功率要求。这种设计减少了对单个部件的压力,使系统更具成本效益和可靠性。本文全面分析了slc和mic的需求,并详细解释了所建议的架构如何确保光伏模块始终在各自的mpp上运行。此外,还通过数学潮流方程解释了虚拟母线电压是如何平衡的,以确保稳定高效的运行。最后,通过两个PLECS实时(RT)盒的实时仿真结果验证了该架构的有效性,证明了其解决不匹配问题和优化光伏系统性能的能力。
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引用次数: 0
Assist-as-Needed Rehabilitation With Bumpless Transfer Torque Command Shaping for a 2-DOF Planar Robot 基于无碰撞传递力矩指令整形的二自由度平面机器人按需辅助康复
IF 4.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-27 DOI: 10.1109/OJIES.2025.3638347
Auwalu Muhammad Abdullahi;Khemwutta Pornpipatsakul;Ado Haruna;Ronnapee Chaichaowarat
Active participation in rehabilitation exercise is encouraged to improve the rate of recovery in patients suffering from muscular weakness resulting from injury or stroke. In robotic rehabilitation, active patient participation is achieved through an assist-as-needed (AAN) approach, where robotic assistance is provided only when the patient is unable to complete a rehabilitation task due to insufficient muscular torque or fatigue. AAN robotic rehabilitation usually involves switching from human-in-charge (HIC) to robot-in-charge (RIC) mode when the patient requires assistance to complete a rehabilitation task. A major concern when switching from HIC to RIC mode is bump transfer (high torque), which causes motor jerking and discomfort to the patient at the instant of switching. The present study addresses this problem through bumpless torque command shaping (BTCS) to improve patient safety and comfort in AAN robotic rehabilitation. The proposed BTCS method achieves bumpless transfer around the point of switching to robotic assistance by suppressing the high control torque using an appropriately designed critically damped feedforward torque shaper. The effectiveness of the proposed control approach is assessed via simulations and real-time experiments using a two-degree-of-freedom planar robot with compliant trajectory tracking realized via an admittance model and a position controller. Comparisons with proportional–integral–derivative (PID) and active disturbance rejection control demonstrate that the proposed PID + BTCS approach significantly suppresses the bumps and prevents chattering of the torque signal at switching points while achieving comparable tracking of the admittance reference trajectory.
鼓励积极参与康复运动,以提高因受伤或中风导致的肌肉无力患者的康复率。在机器人康复中,通过按需辅助(AAN)方法实现患者的积极参与,只有当患者由于肌肉扭矩不足或疲劳而无法完成康复任务时,才提供机器人辅助。当患者需要协助完成康复任务时,AAN机器人康复通常涉及从人工管理(HIC)模式切换到机器人管理(RIC)模式。从HIC模式切换到RIC模式时的一个主要问题是碰撞传递(高扭矩),这会导致电机在切换的瞬间抽搐和患者不适。本研究通过无颠簸力矩指令整形(BTCS)来解决这一问题,以提高AAN机器人康复患者的安全性和舒适性。提出的BTCS方法通过使用适当设计的临界阻尼前馈扭矩成形器抑制高控制扭矩,实现了切换到机器人辅助点附近的无颠簸传递。以一个二自由度平面机器人为例,通过导纳模型和位置控制器实现了柔性轨迹跟踪,通过仿真和实时实验验证了所提控制方法的有效性。与比例积分导数(PID)和自抗扰控制的比较表明,PID + BTCS方法在实现导纳参考轨迹的可比性跟踪的同时,显著抑制了转矩信号在开关点的震荡和抖振。
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引用次数: 0
Single-Phase Bidirectional EV Chargers Implementing Virtual Inertia, Frequency, and Voltage Support, Using a HESS 使用HESS实现虚拟惯性、频率和电压支持的单相双向电动汽车充电器
IF 4.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-25 DOI: 10.1109/OJIES.2025.3637007
Jhonatan D. Paucara;Erick Pantaleon;Damian Sal y Rosas
The increasing penetration of renewable energies into the power grid, predominantly interfaced through power electronic converters that lack inherent inertia, has led to significant challenges, including inertia reduction and transient voltage deviations. To address these concerns, the configuration of single-phase bidirectional electric vehicle chargers (BEVCs) into a three-phase arrangement, incorporating vehicle-to-grid (V2G) functionalities, has been identified as a promising solution. This article presents a novel control strategy to enable the provision of V2G services—including virtual inertia (VI), long-term frequency-watt support, and voltage-var regulation—in a single-phase BEVC architecture powered by a hybrid energy storage system (HESS). The proposed BEVC topology consists of a dual active bridge resonant-type dc–dc converter linked to a voltage source inverter. The HESS comprises DCL capacitors and a lithium-ion battery, enabling the decoupling of the BEVC’s active power response from grid frequency disturbances. Specifically, the fast dynamic response required for VI emulation is handled by the dc-link capacitors, while the slower response associated with long-term frequency support is provided by the EV battery. As a result, the VI support is delivered without adversely affecting battery lifespan. Experimental validation using a 1.2 kW prototype demonstrates the effectiveness of the proposed control strategy.
可再生能源越来越多地进入电网,主要是通过缺乏固有惯性的电力电子转换器进行接口,这带来了重大挑战,包括惯性减少和瞬态电压偏差。为了解决这些问题,将单相双向电动汽车充电器(bevc)配置为三相布局,并结合车辆到电网(V2G)功能,已被确定为一种有前途的解决方案。本文提出了一种新的控制策略,可以在由混合储能系统(HESS)供电的单相BEVC架构中提供V2G服务,包括虚拟惯性(VI)、长期频率瓦特支持和电压无变化调节。所提出的BEVC拓扑结构由双有源桥谐振型dc-dc变换器连接到电压源逆变器。HESS由DCL电容器和锂离子电池组成,能够将BEVC的有功功率响应与电网频率干扰解耦。具体来说,VI仿真所需的快速动态响应由直流链路电容器处理,而与长期频率支持相关的较慢响应由电动汽车电池提供。因此,提供的VI支持不会对电池寿命产生不利影响。1.2 kW样机的实验验证证明了所提出的控制策略的有效性。
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引用次数: 0
Enhancing Second-Life Battery Performance With Dynamic Equalization: A Residential Case Study 用动态均衡提高二次电池性能:一个住宅案例研究
IF 4.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-24 DOI: 10.1109/OJIES.2025.3636758
Michele Martino;Roberto Di Rienzo;Federico Baronti;Roberto Roncella;Roberto Saletti
The growing demand for energy storage in residential photovoltaic (PV) systems highlights the potential of second-life electric vehicle batteries. Their residual capacity offers economic and environmental benefits. However, their cells suffer from a significant capacity mismatch, which reduces the overall usable capacity of the battery. Dynamic equalization appears to be a promising solution to fully exploit the battery capacity. This work aims to present a simulation platform designed to evaluate the benefits of dynamic equalization in second-life batteries (SLBs) used for residential PV energy storage. Through the simulation platform, various scenarios were simulated based on real production and consumption data collected over a one-year operating period to account for seasonal variations. Simple control algorithms are investigated and compared with an improved one based on a digital twin of the battery. In addition, the effects of the equalization system efficiency, battery size, and cell capacity mismatch on the dynamic equalization behavior are discussed. This study demonstrates that the use of dynamic equalization increases energy utilization by up to $8%$, even when the efficiency of the equalization dc–dc converter is as low as $70%$. Finally, an economic analysis is performed to compare brand-new lithium-ion batteries and SLBs with and without dynamic equalization.
住宅光伏(PV)系统对储能需求的不断增长凸显了二次寿命电动汽车电池的潜力。它们的剩余容量具有经济和环境效益。然而,它们的电池存在显著的容量不匹配,这降低了电池的整体可用容量。动态均衡似乎是一个很有前途的解决方案,以充分利用电池的容量。这项工作旨在提供一个仿真平台,旨在评估用于住宅光伏储能的二次电池(slb)动态均衡的好处。通过模拟平台,根据一年运营期间收集的实际生产和消费数据,模拟各种场景,以考虑季节变化。研究了简单的控制算法,并与基于电池数字孪生的改进控制算法进行了比较。此外,还讨论了均衡系统效率、电池尺寸和电池容量失配对动态均衡行为的影响。这项研究表明,即使均衡dc-dc转换器的效率低至70%,动态均衡的使用也能使能量利用率提高高达8%。最后,对全新锂离子电池和slb进行了经济分析,并对有无动态均衡进行了比较。
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引用次数: 0
On the Capability of Cascaded H-Bridge Converter-Based Energy Systems to Tolerate Intraphase Active Power Imbalance 基于级联h桥变换器的能源系统容忍相内有功功率不平衡的能力研究
IF 4.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-21 DOI: 10.1109/OJIES.2025.3635635
Enrique Nunes;Gaowen Liang;Ezequiel Rodriguez;Glen G. Farivar;Georgios Konstantinou;Amer Mohammad Yusuf Mohammad Ghias;Salvador Ceballos;Josep Pou;Leopoldo Garcia Franquelo;Jose Rodriguez
The cascaded H-bridge (CHB) converter is an attractive topology to interface energy sources, such as battery energy storage or photovoltaic systems, with the medium-voltage grid. The submodules in CHB converter-based energy systems unavoidably process different active power during operation. However, there exist inherent limits that prohibit an arbitrarily imbalanced intraphase active power distribution. Failing to consider such limits can result in output current distortion and capacitor voltage deviation, which can jeopardize the CHB converter. Crucially, these limits vary depending on the modulation method utilized, whose selection is, thus, of utmost relevance. Accordingly, this article derives and compares the feasible intraphase active power imbalance range of existing modulation methods. The analysis is experimentally corroborated in a 1-kVA single-phase CHB converter with six submodules per phase. Based on the comparison, suggestions on which modulation methods are preferred for different CHB applications are provided.
级联h桥(CHB)转换器是一种极具吸引力的拓扑结构,可以将电池储能或光伏系统与中压电网连接起来。基于CHB变流器的能源系统的各子模块在运行过程中不可避免地要处理不同的有功功率。然而,存在固有的限制,禁止任意不平衡的相内有功功率分配。如果不考虑这些限制,可能会导致输出电流失真和电容电压偏差,从而危及CHB转换器。至关重要的是,这些限制取决于所使用的调制方法,因此,调制方法的选择是最相关的。据此,推导并比较了现有调制方法可行的相内有功不平衡范围。该分析在一个每相6个子模块的1kva单相CHB变换器中得到了实验验证。在此基础上,提出了适合不同CHB应用的调制方法。
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引用次数: 0
Hybrid Global MPPT Method Based on Decision Tree and Perturb and Observe Algorithm 基于决策树和摄动及观测算法的混合全局MPPT方法
IF 4.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-21 DOI: 10.1109/OJIES.2025.3635602
Carlos Restrepo;Nicolas Yañez-Monsalvez;Sebastián Riffo;Cristian Guarnizo-Lemus;Catalina González-castaño;Samir Kouro
Anovel global maximum power point tracking technique for a partially shaded photovoltaic (PV) system based on an artificial intelligence strategy that hybridizes decision trees (DTs) with the classic perturb and observe (P&O) algorithm is presented in this article. This hybridization ensures the best tradeoff between both techniques, which means a fast response during steady-state with a low computational cost provided by the P&O algorithm and an outstanding response to variations in irradiance, even in situations of partial shading through the DT method. In this sense, the DT method requires a high demand for data with different irradiance cases for offline training. However, its implementation generates a straightforward structure that is easy to evaluate in real-time with a low computational cost, enabling deployment on low-cost microcontrollers. The proposed technique has been extensively validated with different experimental results using a PV emulator and a dc–dc power converter controlled by a low-cost microcontroller. The results have demonstrated the superiority of the proposed method over two classical techniques designed to operate under solar partial shading conditions.
本文提出了一种基于人工智能策略的部分遮阳光伏系统全局最大功率点跟踪技术,该策略将决策树算法与经典的摄动与观测算法相结合。这种杂交确保了两种技术之间的最佳权衡,这意味着在稳定状态下快速响应,P&O算法提供了较低的计算成本,并且即使在通过DT方法进行部分遮阳的情况下,对辐照度变化的响应也很突出。从这个意义上说,DT方法对不同辐照度情况下的数据进行离线训练的要求很高。然而,它的实现产生了一个简单的结构,易于实时评估,计算成本低,可以部署在低成本的微控制器上。该技术已通过PV模拟器和由低成本微控制器控制的dc-dc功率转换器的不同实验结果进行了广泛验证。结果表明,所提出的方法优于设计在太阳部分遮阳条件下操作的两种经典技术。
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引用次数: 0
Mitigating Practical Limitations of LQR for Optimal Control of Grid-Tied Voltage Source Inverter via LQG(MEE) Integration 通过LQG(MEE)集成减轻LQR在并网电压源逆变器最优控制中的实际局限性
IF 4.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-17 DOI: 10.1109/OJIES.2025.3633704
Sara Ibrahim;Sandro Guenter;Jiajun Yang;Salman Ijaz;Ahmed Nasr;Giampaolo Buticchi
Although the linear-quadratic regulator (LQR) has been adopted as an optimal control strategy for some grid-connected inverter (GCI) studies, certain critical practical challenges are not addressed for real-world applications, such as noisy measurements, background harmonic voltage, grid impedance variations under weak grid operation, partial state availability, and higher power quality. To address this gap, this article proposes the integration of linear-quadratic-Gaussian minimum energy estimator control with LQR, combining optimal state estimation and feedback control to enhance the performance, which in turn results in lower total harmonic distortion (THD) in the grid current, guaranteeing improved power quality in a three-phase GCI with an inductor–capacitor–inductor filter in the dq frame. In addition, this approach effectively decouples control performance from sensor inaccuracies and grid-side disturbances, leading to improved harmonic attenuation, enhanced disturbance rejection, and reduced dependence on additional sensors, reducing hardware costs. To reduce the computational burden of tuning controller parameters, the sensitivity analysis has been illustrated. A simple integral action is presented to guarantee the optimal set point. Then, the augmented state-space model is built by applying the separation theorem to facilitate studying stability analysis. It was validated for the linearized model and the actual nonlinear system, based on eigenvalue trajectories and Lyapunov theorem, respectively. After that, simulation and experimental results validate the performance of the suggested control scheme. A comparative analysis between the proposed method and the sliding mode control has been investigated experimentally in this article. The experimental findings emphasize that the proposed solution not only overcomes the practical limitations of LQR but also mitigates THD in the current of the grid by 30%, even under varying operating conditions.
尽管线性二次型调节器(LQR)已被一些并网逆变器(GCI)研究作为最优控制策略,但某些关键的实际挑战并未解决实际应用,例如噪声测量、背景谐波电压、弱电网运行下的电网阻抗变化、部分状态可用性和更高的电能质量。为了解决这一问题,本文提出将线性-二次-高斯最小能量估计器控制与LQR集成,结合最优状态估计和反馈控制来提高性能,从而降低电网电流中的总谐波失真(THD),从而保证在dq框架中具有电感-电容-电感滤波器的三相GCI的电能质量。此外,该方法有效地将控制性能与传感器不精度和电网侧干扰解耦,从而改善谐波衰减,增强抗干扰性,减少对附加传感器的依赖,降低硬件成本。为了减少控制器参数整定的计算量,进行了灵敏度分析。给出了保证最优设定点的简单积分动作。然后,应用分离定理建立增广状态空间模型,便于稳定性分析的研究。基于特征值轨迹和李雅普诺夫定理,分别对线性化模型和实际非线性系统进行了验证。仿真和实验结果验证了所提控制方案的有效性。本文对该方法与滑模控制进行了实验对比分析。实验结果表明,即使在不同的运行条件下,所提出的解决方案不仅克服了LQR的实际限制,而且还将电网电流中的THD降低了30%。
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引用次数: 0
Reduction of Unbalance Magnetic Force and Torque Ripple in a Special Permanent Magnet Synchronous Machine by Several Multi-Objective Meta-Heuristic Algorithms 用多目标元启发式算法减小专用永磁同步电机的不平衡磁力和转矩脉动
IF 4.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-12 DOI: 10.1109/OJIES.2025.3632189
Alireza Hosseinpour;Saeid Haidari;Aymen Flah
Reducing the unbalanced magnetic forces (UMFs) and torque ripple (TR) simultaneously is one of the most vital goals of electrical machines designed for a variety of applications, such as hybrid vehicles. Removing TR is causing vibration free performance as well as UMFs decreasing will increase the life of machine components. Although several quantities impact the mentioned indicators, the first one is type of magnetization. Hence, two conventional magnetization patterns including radial and 9-segment magnetization patterns are thought through. Furthermore, pole arc to pole pitch ratio is extremely influential. Therefore, two functions based on it are determined for UMF and TR. Several magnetization patterns are considered to provide suitable response. They are optimized by multiobjective meta-heuristic optimization algorithms. Three algorithms including Pareto envelope-based selection algorithm II, nondominate sorting genetic algorithm II, and multiobjective particle swarm optimization have been utilized because their performances depend on not only initial guess but also type of problem. Then, the optimization results have been compared. Next, the best machine's dimensions are selected. After that, cogging, reluctance and instantaneous torque, overload capability curve and torque-speed characteristic have been computed. Finally, the temperature impact on either UMF's and torque's average or mentioned indicators is analyzed. It should be noted that the function fitting and optimization process have been done using MATLAB software.
同时减少不平衡磁力(umf)和转矩脉动(TR)是为各种应用(如混合动力汽车)设计的电机最重要的目标之一。去除TR将提高无振动性能,同时umf的降低将提高机器部件的寿命。虽然有几个量影响上述指标,第一个是磁化类型。因此,两种传统的磁化模式,包括径向和9段磁化模式被认为是通过。此外,极弧与极节比也有很大的影响。因此,在此基础上确定了UMF和TR的两个函数,并考虑了几种磁化模式来提供合适的响应。采用多目标元启发式优化算法进行优化。基于Pareto包络选择算法II、非支配排序遗传算法II和多目标粒子群算法II由于其性能不仅取决于初始猜测,而且取决于问题类型而被采用。然后,对优化结果进行了比较。接下来,选择最佳的机器尺寸。计算了齿槽、磁阻、瞬时转矩、过载能力曲线和转矩-转速特性。最后,分析了温度对UMF和扭矩平均值及上述指标的影响。需要注意的是,函数拟合和优化过程都是用MATLAB软件完成的。
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引用次数: 0
Performance Analysis of ANSI C12.22 Protocol for Secure Smart Meter Communication in Advanced Metering Infrastructure 高级计量基础设施中安全智能电表通信的ANSI C12.22协议性能分析
IF 4.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-03 DOI: 10.1109/OJIES.2025.3628566
Anwer Shees;Md Abu Taher;Arif Sarwat
With the rapid growth of smart grid infrastructure, secure and efficient communication between smart meters and utility servers has become crucial. The exchange of metering data, control commands, and real-time diagnostics demands robust protocols that ensure both reliability and cybersecurity. In this context, ANSI C12.22 has emerged as a standard for facilitating encrypted addressable communications over public networks between utility back ends and metering endpoints. This article presents a practical implementation and evaluation of the ANSI C12.22 protocol, a standard designed for transporting metering data over IP-based networks. We emulate a real-world utility-to-smart meter communication setup using a high-level supervisory control node and an ARM-based node configured as a smart meter device. A secure end-to-end communication framework was developed, incorporating AES-based encryption and table-based data exchange, as defined by ANSI C12.22. To assess network-level performance, we captured the packet exchange using Wireshark and analyzed the communication behavior in depth. Metrics such as round-trip time, throughput, request–response sizes, and interrequest gaps were extracted and visualized. The results reveal insights into latency trends, protocol efficiency, and message pacing under encrypted transactions. Our work demonstrates a low-cost reproducible testbed for evaluating smart meter protocols, providing a valuable reference for both research and industrial deployment. This framework can serve as a foundation for further studies in smart grid security, reliability, and performance benchmarking.
随着智能电网基础设施的快速发展,智能电表与公用事业服务器之间的安全高效通信变得至关重要。计量数据、控制命令和实时诊断的交换需要强大的协议,以确保可靠性和网络安全。在这种情况下,ANSI C12.22已经成为一种标准,用于在公用事业后端和计量端点之间的公共网络上促进加密的可寻址通信。本文介绍了ANSI C12.22协议的实际实现和评估,该协议是设计用于在基于ip的网络上传输计量数据的标准。我们使用一个高级监控节点和一个配置为智能电表设备的基于arm的节点来模拟现实世界中公用事业到智能电表的通信设置。开发了一个安全的端到端通信框架,结合了ANSI C12.22定义的基于aes的加密和基于表的数据交换。为了评估网络级性能,我们使用Wireshark捕获了数据包交换,并深入分析了通信行为。诸如往返时间、吞吐量、请求-响应大小和请求间间隔等度量被提取并可视化。结果揭示了加密事务下的延迟趋势、协议效率和消息速度。我们的工作展示了一个低成本的可重复测试平台,用于评估智能电表协议,为研究和工业部署提供了有价值的参考。该框架可以作为智能电网安全性、可靠性和性能基准测试进一步研究的基础。
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引用次数: 0
Digital Twin Tools for Smart Manufacturing: A Paradigm Shift for Industry 4.0 智能制造的数字孪生工具:工业4.0的范式转变
IF 4.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-03 DOI: 10.1109/OJIES.2025.3628531
Md Rafiul Kabir;Sandip Ray
The convergence of digital twin (DT) technology with Internet of Things-driven smart manufacturing is driving a paradigm shift in Industry 4.0 and beyond. By enabling real-time cyber-physical integration, data-centric decision-making, and closed-loop optimization, DTs are becoming central to the evolution of manufacturing systems. This perspective article explores foundational concepts, emerging trends, and the market trajectory of DTs in manufacturing. We provide insights into the landscape of current tools and platforms supporting DT development, highlighting their capabilities and limitations. We also discuss the role, practical challenges, and future opportunities of the ISO 23247 standard in supporting interoperable and scalable DT frameworks in manufacturing. Finally, we discuss case studies with practical implementations, emphasizing the need for higher autonomy, artificial intelligence-enabled predictive analytics, robust lifecycle governance, and resilience in next-generation manufacturing ecosystems.
数字孪生(DT)技术与物联网驱动的智能制造的融合正在推动工业4.0及以后的范式转变。通过实现实时网络物理集成、以数据为中心的决策和闭环优化,dt正在成为制造系统发展的核心。这篇透视文章探讨了制造业中直接测试的基本概念、新兴趋势和市场轨迹。我们提供了对当前支持DT开发的工具和平台的见解,强调了它们的功能和局限性。我们还讨论了ISO 23247标准在支持制造业中可互操作和可扩展的DT框架方面的作用、实际挑战和未来机遇。最后,我们讨论了具有实际实现的案例研究,强调了对下一代制造生态系统中更高自主性、支持人工智能的预测分析、健壮的生命周期治理和弹性的需求。
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引用次数: 0
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