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A Novel Deep Reinforcement Learning Based Extended Fractal Radial Basis Function Network for State-of-Charge Estimation 一种新的基于深度强化学习的扩展分形径向基函数网络用于负荷状态估计
IF 1.9 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-08-13 DOI: 10.1049/pel2.70101
Syed M. Ali, Muhammad Bilal, Ayman Alharbi, Rooh ul Amin

This paper presents a novel deep reinforcement learning based extended fractal radial basis function (DRL-EFRBF) network for accurate state-of-charge (SOC) estimation in lithium iron phosphate (LiFePO4) batteries. Unlike conventional methods such as open circuit voltage (OCV) and unscented Kalman filter (UKF), the proposed DRL-EFRBF framework eliminates the need for equilibrium conditions and predefined battery models. The proposed DRL-EFRBF approach combines adaptive policy learning with fractal-based nonlinear modeling to capture dynamic battery behaviors without relying on predefined battery models or requiring equilibrium states. The system was implemented using a Texas Instruments BQ76930EVM development kit and interfaced via an STM32 microcontroller. Experimental evaluations under constant, pulsed, and dynamic load profiles demonstrate that DRL-EFRBF achieves SOC estimation errors below 0.5%, outperforming OCV and UKF by over 90% and 70%, respectively. The proposed method exhibits rapid convergence, adapts to fluctuating conditions, and integrates effortlessly with IoT systems. These findings underscore its appropriateness for real-time battery management systems in electric vehicles and intelligent energy applications.

提出了一种基于深度强化学习的扩展分形径向基函数(DRL-EFRBF)网络,用于磷酸铁锂(LiFePO4)电池的荷电状态(SOC)准确估计。与开路电压(OCV)和无气味卡尔曼滤波(UKF)等传统方法不同,所提出的DRL-EFRBF框架不需要平衡条件和预定义的电池模型。提出的DRL-EFRBF方法将自适应策略学习与基于分形的非线性建模相结合,在不依赖于预定义的电池模型或要求平衡状态的情况下捕获动态电池行为。该系统使用德州仪器BQ76930EVM开发套件实现,并通过STM32微控制器进行接口。在恒定、脉冲和动态负载情况下的实验评估表明,DRL-EFRBF的SOC估计误差低于0.5%,分别比OCV和UKF高90%和70%以上。所提出的方法具有快速收敛,适应波动条件,并与物联网系统轻松集成的特点。这些发现强调了它在电动汽车和智能能源应用中的实时电池管理系统的适用性。
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引用次数: 0
A Single-Inductor Multiple-Output Boost Converter With Adaptive Reference Inductor Current Control for LED Applications 具有自适应参考电感电流控制的LED应用单电感多输出升压转换器
IF 1.9 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-08-13 DOI: 10.1049/pel2.70103
Pang-Jung Liu, Yen-Cheng Chen

This study proposes a single-inductor multiple-output (SIMO) converter with adaptive reference inductor current (ARIC) control for low-power light-emitting diode (LED) applications. Owing to the benefits of the SIMO architecture, component counts and circuit size are reduced significantly. The ARIC control method inserts a freewheeling duration into every switching cycle to suppress cross-regulation issues among multiple outputs, while dynamically adjusting the freewheeling level of the inductor current based on load conditions to maintain high efficiency across the entire output range. Furthermore, by rearranging the locations of the output switches, non-isolated gate drivers can be adopted. The experimental results demonstrate that the maximum LED current error rate is less than 1.79% at an LED current of 100°mA. Compared with discontinuous conduction mode control, ARIC control provides higher efficiencies across the entire measured LED current range. Moreover, the maximum efficiency improvement is 3.7%, and the maximum reduction of the inductor current ripple is up to 47.4%. The ARIC control achieves a peak efficiency of 92.9% at the LED current of 150°mA.

本研究提出了一种具有自适应参考电感电流(ARIC)控制的单电感多输出(SIMO)转换器,用于低功率发光二极管(LED)应用。由于SIMO架构的优势,元件数量和电路尺寸显着减少。ARIC控制方法在每个开关周期中插入一个任意持续时间,以抑制多个输出之间的交叉调节问题,同时根据负载情况动态调整电感电流的任意电平,从而在整个输出范围内保持高效率。此外,通过重新安排输出开关的位置,可以采用非隔离栅驱动器。实验结果表明,在LED电流为100°mA时,LED电流的最大误差率小于1.79%。与不连续导通模式控制相比,ARIC控制在整个测量LED电流范围内提供更高的效率。效率最大提高3.7%,电感电流纹波最大减小47.4%。在LED电流为150°mA时,ARIC控制的峰值效率为92.9%。
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引用次数: 0
Coordinated Control Method of Re-Constructable Hybrid Distribution Transformers with DC Mutual Connection for Voltage Sag Compensation 直流互接可重构混合配电变压器电压暂降补偿协调控制方法
IF 1.9 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-08-11 DOI: 10.1049/pel2.70100
Chang Yuan, Siyu Ding, Ming Ma, Yitong Wu, Baichuan Zhu, Jiacheng Guo

The proliferation of distributed generation promotes active distribution networks (ADNs) while challenging power quality management. The topologically re-construable hybrid distribution transformer (ReC-HDT), capable of compensating for voltage sags, suppressing harmonics, and eliminating imbalances, has garnered considerable attention. However, although the voltage sag compensation capability of ReC-HDT is superior to conventional HDTs, it remains constrained by capacity limitations. This constraint may cause insufficient compensation for downstream sensitive loads in critical scenarios. Since voltage sags are sporadic quality issues, simply increasing converter capacity to address these demands would incur substantial costs. Therefore, to address this without capacity upgrades, interconnecting two ReC-HDTs via DC links is proposed to expand the compensation range. However, multiple operational modes introduced by interconnection complicate control coordination. This paper analyzes the structure of a dual-station-area interconnected system, detailing the topology reconstruction method and the operational mechanisms of the ReC-HDT. On this basis, four interconnection modes and their compensable voltage sag ranges are derived. Furthermore, a multi-mode coordinated control strategy for the interconnected system is proposed. Finally, the effectiveness of the proposed strategy is validated through digital simulations on the PLECS platform and hardware-in-loop experiments.

分布式发电的发展促进了主动配电网的发展,同时也对电能质量管理提出了挑战。拓扑可重构混合配电变压器(ReC-HDT),能够补偿电压跌落,抑制谐波,消除不平衡,已经引起了相当大的关注。然而,尽管ReC-HDT的电压暂降补偿能力优于传统的hdt,但它仍然受到容量限制的制约。在关键情况下,这种约束可能导致下游敏感负载补偿不足。由于电压下降是零星的质量问题,简单地增加转换器容量来满足这些需求将产生大量的成本。因此,为了在不升级容量的情况下解决这个问题,建议通过直流链路互连两个rec - hdt以扩大补偿范围。然而,由于互联引入了多种操作模式,使得控制协调复杂化。本文分析了双站区互联系统的结构,详细介绍了ReC-HDT的拓扑重构方法和运行机制。在此基础上,导出了四种互连模式及其可补偿电压暂降范围。在此基础上,提出了一种面向互联系统的多模协调控制策略。最后,通过PLECS平台上的数字仿真和硬件在环实验验证了所提策略的有效性。
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引用次数: 0
Operation of Medium-Voltage Modular Multilevel Converter With Hybrid Si and SiC Half-Bridge Sub-Modules 混合硅和碳化硅半桥子模块中压模块化多电平变换器的工作
IF 1.9 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-08-11 DOI: 10.1049/pel2.70093
Linjie Han, Binbin Li, Huaiguang Gu, Dong Liu, Yingzong Jiao, Fujin Deng, Dianguo Xu

The medium-voltage (MV) modular multilevel converter (MMC) with hybrid Si and SiC sub-modules (SMs) is investigated in this paper to reduce switching losses. Unlike existing hybrid MMCs with full-bridge SMs, stable operation is achieved by adopting only half-bridge SiC SMs, thereby preserving the modularity of the MMC. The main contribution lies in the proper distribution of the switching actions, which comprehensively coordinates three objectives: reducing total switching loss; ensuring the capacitor voltage balance among the SMs, and limiting the capacitor voltage ripple of Si SMs. The effectiveness of the proposed distribution has been verified by both simulation and experimental results.

为了降低开关损耗,研究了一种采用硅和碳化硅混合子模块的中压模块化多电平变换器(MMC)。与现有的全桥SMs混合MMC不同,仅采用半桥SiC SMs即可实现稳定运行,从而保持了MMC的模块化。其主要贡献在于开关动作的合理分配,它综合协调了三个目标:降低总开关损耗;保证了SMs之间的电容电压平衡,限制了Si SMs的电容电压纹波。仿真和实验结果验证了该分布的有效性。
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引用次数: 0
A Single-Switch Resonant High Voltage Gain DC-DC Converter Based on Magnetic Coupling 基于磁耦合的单开关谐振高电压增益DC-DC变换器
IF 1.9 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-08-08 DOI: 10.1049/pel2.70099
Mohammad Reza Hosseiny, Karim Abbaszadeh

This paper introduces a single switch high-step-up DC-DC converter designed for photovoltaic energy system applications with the primary purpose of increasing the relatively low output voltage of photovoltaic panels to the DC-bus voltage of 400 V. The proposed high step-up converter is centered on a coupled inductor, thereby providing flexibility in the output voltage range, enabling the attainment of higher voltage gain. To recycle the leakage inductance energy, the resonance method is employed. Additionally, the clamped capacitor effectively minimizes voltage stress on the main switch by clamping the capacitor voltage on the switch, thereby alleviating large voltage spikes, resulting in the implementation of a low on-resistance single switch, leading to simplified switch control, and ultimately enhanced efficiency. By incorporating the non-isolating approach and hence having a common ground structure, the system's power density is enhanced, and electromagnetic interference (EMI) effects are reduced. A comprehensive and comparative analysis of the steady-state operation and design of the proposed converter is presented, with detailed examination of its performance metrics and thorough comparison to various existing converter topologies. Experimental results have been obtained from a 25 V/402 V/200 W prototype, validating the correct operation and feasibility of the presented converter.

本文介绍了一种用于光伏能源系统的单开关高升压DC-DC变换器,其主要目的是将光伏板相对较低的输出电压提高到400 V的直流母线电压。所提出的高升压转换器以耦合电感为中心,从而在输出电压范围内提供灵活性,从而实现更高的电压增益。为了回收漏感能量,采用了谐振方法。此外,箝位电容器通过箝位开关上的电容器电压,有效地减少了主开关上的电压应力,从而减轻了大的电压尖峰,从而实现了低导通电阻的单开关,从而简化了开关控制,最终提高了效率。通过采用非隔离方法并因此具有公共接地结构,系统的功率密度得到增强,并减少电磁干扰(EMI)效应。对所提出的变流器的稳态运行和设计进行了全面的比较分析,详细检查了其性能指标,并与各种现有的变流器拓扑进行了全面的比较。在25 V/402 V/200 W的样机上获得了实验结果,验证了该变换器的正确性和可行性。
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引用次数: 0
A SiC Power MOSFET Model With an Improved Description of the JFET Region 一种改进JFET区域描述的SiC功率MOSFET模型
IF 1.9 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-08-08 DOI: 10.1049/pel2.70097
Xiangzhen Li, Manhong Zhang, Yumeng Cai, Xiaoguang Wei, Zhibin Zhao, QingXin Meng, Zezhou Chang

Based on the technology computer-aided design (TCAD) simulation, a SPICE model of vertical silicon carbide power metal-oxide-semiconductor field effect transistor has been proposed with an improved description of the junction-type field effect transistor (JFET) region. The model describes a tilted current channel through the gate voltage VG-controlled depletion layer and builds a direct correspondence between the resistance in the undepleted part and the current path in the JFET region. It is shown that in JFET region, the diffusion current takes about 18% of total current and has a large magnitude at high gate voltage. However, the diffusion current cannot be described by one-dimension approximation. In addition, at high gate voltage (>$>$14 V) and high drain voltage, excess electrons diffuse to the JFET region and form a high density of accumulation electrons. In this case, a constant electron mobility is not good enough to describe the drain current. A two-segment model of electric field and electron mobility through the one-dimension drift approximation is adopted to improve the agreement between the SPICE model and the TCAD simulation by using slightly higher values of electron mobility and the injected electron density. A new SPICE model of Cgs, Cgd and Cds is also presented. The SPICE simulated two-pulse transients show very good agreement with TCAD simulation.

基于计算机辅助设计(TCAD)仿真技术,提出了垂直型碳化硅功率金属氧化物半导体场效应晶体管的SPICE模型,改进了对结型场效应晶体管(JFET)区域的描述。该模型描述了通过栅极电压vg控制耗尽层的倾斜电流通道,并在未耗尽部分的电阻与JFET区域的电流路径之间建立了直接对应关系。结果表明,在JFET区域,扩散电流约占总电流的18%,且在高栅极电压下具有较大的幅度。然而,扩散电流不能用一维近似来描述。此外,在高栅极电压(>$ >$ 14 V)和高漏极电压下,多余的电子扩散到JFET区域,形成高密度的积累电子。在这种情况下,恒定的电子迁移率不足以描述漏极电流。采用一维漂移近似的两段电场和电子迁移率模型,利用稍高的电子迁移率和注入电子密度值,提高SPICE模型与TCAD模拟的一致性。提出了一种新的Cgs、Cgd和Cds的SPICE模型。SPICE模拟的双脉冲瞬态与TCAD模拟结果吻合较好。
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引用次数: 0
Investigation on Efficient Coordinated Control of String-Type PV Optimizers Under Irradiation Imbalance 辐照不平衡下串型PV优化器高效协调控制研究
IF 1.9 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-08-06 DOI: 10.1049/pel2.70096
Wenzheng Xu, Yuhao Peng, Jiangang Liang, Ning Chen, Jingdou Liu, Fen Tang

In grid-connected photovoltaic (PV) systems, string-type PV optimizers can realize maximum power point tracking (MPPT) based on the characteristics of single PV panels under irradiation imbalance, so as to improve the energy utilization rate of PV panels. However, the power loss of the PV optimizers cannot be ignored. Meanwhile, the coordinated start/stop control of PV optimizers with PV inverters deserves further investigation. In this paper, a high-efficiency coordinated control method for grid-connected PV system is proposed. Based on the operating modes and loss of both PV optimizers and inverters, the optimal operating mode of PV optimizers under different irradiation conditions is obtained, especially in case of irradiation imbalance of PV panels. The proposed method also realizes higher reliability and lower power loss in the coordination of the first and second stages of the PV system with the control logic design during the starting, stopping, and fault cases. Experiments are carried out with three 700 W string-type PV optimizers, and the results verify that the proposed method realizes higher conversion efficiency and reliability under different operating cases.

在并网光伏系统中,串型光伏优化器可以根据单个光伏板在辐照不平衡状态下的特性,实现最大功率点跟踪,从而提高光伏板的能量利用率。然而,PV优化器的功率损失不容忽视。同时,光伏优化器与光伏逆变器的协调启停控制问题值得进一步研究。本文提出了一种高效的并网光伏系统协调控制方法。基于PV优化器和逆变器的工作模式和损耗,得到了PV优化器在不同辐照条件下的最优工作模式,特别是在PV板辐照不平衡的情况下。该方法通过对光伏系统启动、停止和故障情况的控制逻辑设计,实现了一、二级系统的协调,实现了更高的可靠性和更低的功率损耗。在3台700w串型光伏优化器上进行了实验,结果验证了该方法在不同工况下实现了较高的转换效率和可靠性。
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引用次数: 0
Monitoring and Confirmation Method for Submodule IGBT Open-Circuit Faults in MMCs Under Different Modes 不同模式下mmc子模块IGBT开路故障监测与确认方法
IF 1.9 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-08-04 DOI: 10.1049/pel2.70095
Zhengkui Zhao, Minxiao Han

The flexible transmission system for the renewable energy contains multiple modular multilevel converters (MMCs) working in different modes. The reliable operations of MMCs are vital to the premium operation of the transmission system. The fault detection scheme is an available method to guarantee the reliable nature of MMCs. This paper presents a fault detection scheme for the insulated gate bipolar transistor (IGBT) open-circuit failure inside the submodule (SM). The proposed detection consists of fault monitoring and fault confirmation. The first part is based on the feature that abnormal extra components emerge in the circulating current under IGBT faults. To precisely capture this characteristic, the voltage reconstruction and discrete Fourier transformation based on the sliding windows are adopted. The general characteristics of IGBT faults in the two operation modes are analysed and the pulse signal of the specific SM is used in the fault confirmation part. The two functional parts can significantly relieve the calculation burden by shrinking the fault scope and precisely detect the faulty arm without being influenced by the operation disturbance and fault scenarios. Besides, this detection is efficient in both inverter and rectifier MMCs. The effectiveness of the detection scheme is demonstrated by the studies in Matlab/Simulink.

可再生能源柔性输电系统由多个工作在不同模式下的模块化多电平变流器组成。mmc的可靠运行对输电系统的正常运行至关重要。故障检测方案是保证mmc可靠性的一种有效方法。提出了一种子模块内部绝缘栅双极晶体管(IGBT)开路故障的故障检测方案。该检测方法包括故障监测和故障确认两部分。第一部分是针对IGBT故障下循环电流中出现异常额外分量的特点。为了准确地捕捉这一特性,采用了基于滑动窗的电压重构和离散傅里叶变换。分析了两种运行模式下IGBT故障的一般特征,并将特定SM的脉冲信号用于故障确认部分。这两个功能部分通过缩小故障范围大大减轻了计算负担,在不受操作干扰和故障场景影响的情况下精确检测出故障手臂。此外,该检测在逆变和整流mmc中都是有效的。在Matlab/Simulink中对该检测方案的有效性进行了验证。
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引用次数: 0
Analysis and Implementation of an Interleaved High Step-Up Converter With Zero-Voltage-Switching 零电压开关交错高升压变换器的分析与实现
IF 1.9 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-31 DOI: 10.1049/pel2.70075
Marzieh Mohammadi Jouzdani, Omid Haghparast Naeini, Mahdi Shaneh, Tohid Nouri

In this paper, a high step-up DC-DC converter is presented. The input current ripple is reduced by adding the interleaving technique on the input side. Moreover, the combination of coupled inductors (CIs) and built-in transformer (BIT) techniques is applied to achieve ultra-large gain with minimal duty cycles. By combining CIs and BIT, the component count is decreased. In addition, the applied active clamp circuits provide zero-voltage-switching (ZVS) turn-ON conditions for the MOSFETs, which absorb the energy of the leakage inductances of magnetic means and decrease the voltage stress of switches to a value lower than the output voltage. Also, the diodes turn off at zero-current-switching (ZCS), which greatly reduces their switching and reverse-recovery losses. In addition, the introduced converter has common ground, continuous input current, and automatic current sharing between phases. The proposed simplified structure with all mentioned factors results in high efficiency. The introduced converter operation description with its steady-state analysis is discussed. Finally, experimental results with a 24 V input voltage to supply a 480 V–600 W load are presented to validate the theoretical analysis.

本文介绍了一种高升压DC-DC变换器。通过在输入端加入交错技术来减小输入电流纹波。此外,采用耦合电感(CIs)和内置变压器(BIT)技术的组合,以最小占空比实现超大增益。通过结合CIs和BIT,减少了元件数量。此外,所应用的有源钳位电路为mosfet提供零电压开关(ZVS)导通条件,它吸收磁性元件泄漏电感的能量,并将开关的电压应力降低到低于输出电压的值。此外,二极管在零电流开关(ZCS)时关闭,这大大降低了它们的开关和反向恢复损耗。此外,所介绍的变换器具有共地、连续输入电流和自动共相电流。在上述因素的基础上,简化了结构,提高了效率。讨论了所介绍的变流器运行描述及其稳态分析。最后,用24v输入电压供电480 V - 600w负载的实验结果验证了理论分析的正确性。
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引用次数: 0
Symmetric Generalized Two-Vector Model Predictive Control With Optimal Vector Sequence and Duty Cycle for Induction Motor Drives 具有最优矢量序列和占空比的异步电动机对称广义双矢量模型预测控制
IF 1.9 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-25 DOI: 10.1049/pel2.70084
Chenhui Zhou, Yongchang Zhang, Wenyue Zheng, Haitao Yang, Jose Rodriguez

Two-vector-based model predictive control (MPC) with optimal cycle has been well studied and widely applied in induction motor drives. The past study mainly focuses on the vector selection and duty cycle optimization. It is shown that the steady-state performance of MPC using two arbitrary voltage vectors during one control period is better than that using a fixed combination of a non-zero vector and a zero vector, especially at high speeds. However, the optimal pulse pattern is often ignored or difficult to be balanced in the state-of-the-art methods. This paper proposes an improved symmetric generalized two-vector-based MPC (SGTV-MPC) method to further reduce the current harmonics at steady state. At first, a non-zero vector is distributed equally on both sizes of the middle vector, which is not restricted to a zero vector but possibly a non-zero vector. An efficient way is employed to select the optimal vectors by comparing the sum of their respective duty cycle from deadbeat control based on space vector modulation. Then, not only the middle vector may be a non-zero vector, but also the first and last non-zero vectors are no longer equally distributed on both sizes of the middle vector. In fact, the duty cycle of the first vector is calculated by minimizing the current harmonics during one control period. Finally, the experimental results show that the proposed SGTV-MPC can reduce the current THD by 23.9% at most compared to the conventional generalized two-vector-based MPC, while maintaining similar switching frequency.

基于两向量的最优周期模型预测控制(MPC)在异步电机驱动中得到了广泛的研究和应用。以往的研究主要集中在矢量选择和占空比优化方面。结果表明,在一个控制周期内,使用任意两个电压矢量的MPC稳态性能优于使用非零矢量和零矢量的固定组合的MPC稳态性能,特别是在高速下。然而,在现有的方法中,最优脉冲模式往往被忽略或难以平衡。本文提出了一种改进的对称广义双矢量MPC (SGTV-MPC)方法,以进一步降低稳态电流谐波。首先,非零向量均匀分布在中间向量的两个大小上,中间向量不限于零向量,也可能是非零向量。采用基于空间矢量调制的无差拍控制,通过比较各矢量各自占空比之和来选择最优矢量。然后,不仅中间向量可能是一个非零向量,而且第一个和最后一个非零向量在中间向量的两个大小上不再均匀分布。实际上,第一个矢量的占空比是通过最小化一个控制周期内的电流谐波来计算的。最后,实验结果表明,与传统的广义双矢量MPC相比,在保持开关频率相似的情况下,所提出的SGTV-MPC最多可将电流THD降低23.9%。
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引用次数: 0
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