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Capacitive Power Transfer as Scalable Low-Cost Multi-Load Auxiliary Power Supply for Gate Drivers 电容功率传输作为栅极驱动器的可扩展低成本多负载辅助电源
IF 3.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-31 DOI: 10.1109/OJPEL.2025.3626899
Adrian Amler;Lukas Best;Martin März
Using operating frequencies in the RF range around the 13.56 MHz ISM band, Capacitive Power Transfer (CPT) can provide sufficient power for a wide range of applications even across coupling capacitances of only a few pF. A low power, multi-load power supply can be realized with simple inductorless capacitive links and rectifiers. Multiple loads connect in parallel to a common primary transmission line, driven by a resonant inverter. This scalable low-cost isolating converter can be used in power electronic converters and inverters to simultaneously supply multiple gate drivers with auxiliary power. However, this application presents some unique challenges – in particular, the extremely low coupling capacitances required to limit common-mode interference – which are investigated in this article. It is shown that gate drivers for GaN eHEMTs can be supplied with 35 mW at 5 V using an effective capacitance of only 0.7 pF, and SiC-MOSFETs and even Si-IGBTs can be driven at frequencies in the 10–100’s kHz range. Burst tests confirm common-mode immunity even under voltage slopes exceeding 400 V/ns between loads and to ground.
电容功率传输(CPT)使用13.56 MHz ISM频段附近的射频范围内的工作频率,即使耦合电容只有几pF,也可以为广泛的应用提供足够的功率。通过简单的无电感电容链路和整流器可以实现低功耗,多负载电源。多个负载并联到一条共同的主传输线上,由谐振逆变器驱动。这种可扩展的低成本隔离转换器可用于电力电子转换器和逆变器,同时为多个栅极驱动器提供辅助电源。然而,这种应用提出了一些独特的挑战,特别是限制共模干扰所需的极低耦合电容,本文将对此进行研究。结果表明,用于GaN ehemt的栅极驱动器可以在5 V下使用仅为0.7 pF的有效电容提供35 mW,并且sic - mosfet甚至si - igbt可以在10-100 kHz范围内驱动频率。即使在负载和地之间的电压坡度超过400 V/ns的情况下,突发测试也能确认共模抗扰度。
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引用次数: 0
Indirect Adaptive Polynomial Wavelet-Based Neuro-Fuzzy Controller for STATCOM-Equipped Power Systems 基于间接自适应多项式小波的statcom电力系统神经模糊控制器
IF 3.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-31 DOI: 10.1109/OJPEL.2025.3628182
Farman Ullah Jan;Rabiah Badar;Ahmad Sami Al-Shamayleh;Akie Uehara;Tomonobu Senjyu;Adnan Akhunzada
Modern power systems face growing stability challenges due to rising network complexity and dynamic operating conditions. Traditional control mechanisms often struggle to effectively mitigate Low-Frequency Oscillations (LFOs), underscoring the need for more advanced and adaptive damping strategies. Flexible AC Transmission Systems (FACTS), especially Static Synchronous Compensators (STATCOMs), have shown considerable promise in strengthening system stability under such challenging conditions. However, their performance is highly dependent on the quality of the Supplementary Damping Controller (SDC) strategy, and conventional methods may fall short under nonlinear and dynamic conditions. To tackle these issues, this paper presents a novel Indirect Adaptive Polynomial Wavelet-based Neuro-Fuzzy Control (ANFWC) framework designed to damp LFOs in STATCOM applications. The ANFWC includes three controllers, each employing a distinct Orthogonal Polynomial Wavelet-based Neural Network (PWNN) within an Adaptive Neuro-Fuzzy Inference System (ANFIS)-based Takagi-Sugeno-Kang (TSK) controller: the Legendre Wavelet-based Controller (ANFLWC), the Hermite Wavelet-based Controller (ANFHWC), and the Chebyshev Wavelet-based Controller (ANFCWC). These controllers enhance ANFIS learning and nonlinear mapping by leveraging PWNNs in the consequent layer. The performance of these controllers is evaluated through MATLAB simulations on the Single-Machine Infinite Bus (SMIB) and IEEE 9-bus Western System Coordinating Council (WSCC) test systems under various fault and disturbance conditions. Comparative analyses show that ANFLWC achieves the best performance, followed by ANFCWC and ANFHWC. All proposed controllers significantly outperform the conventional ANFIS-based TSK controller (ANFTSKC) and Lead-Lag Control (LLC), demonstrating the effectiveness of the ANFWC approach in improving power system damping and stability.
由于电网的复杂性和运行环境的动态性,现代电力系统的稳定性面临着越来越大的挑战。传统的控制机制往往难以有效地缓解低频振荡(lfo),因此需要更先进的自适应阻尼策略。柔性交流输电系统(FACTS),特别是静态同步补偿器(STATCOMs),在这种具有挑战性的条件下,在加强系统稳定性方面显示出相当大的希望。然而,它们的性能高度依赖于补充阻尼控制器(SDC)策略的质量,而传统的方法在非线性和动态条件下可能会有所不足。为了解决这些问题,本文提出了一种新的基于间接自适应多项式小波的神经模糊控制(ANFWC)框架,旨在抑制STATCOM应用中的lfo。ANFWC包括三个控制器,每个控制器在基于自适应神经模糊推理系统(ANFIS)的Takagi-Sugeno-Kang (TSK)控制器中采用不同的正交多项式小波神经网络(PWNN):基于Legendre小波的控制器(ANFLWC),基于Hermite小波的控制器(ANFHWC)和基于Chebyshev小波的控制器(ANFCWC)。这些控制器通过在后续层利用pwnn来增强ANFIS学习和非线性映射。在单机无限总线(SMIB)和ieee9总线西部系统协调委员会(WSCC)测试系统上,通过MATLAB仿真对这些控制器在各种故障和干扰条件下的性能进行了评估。对比分析表明,ANFLWC的性能最好,其次是ANFCWC和ANFHWC。所有提出的控制器都明显优于传统的基于anfis的TSK控制器(ANFTSKC)和超前滞后控制(LLC),证明了ANFWC方法在改善电力系统阻尼和稳定性方面的有效性。
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引用次数: 0
Implementation of an Active Common Mode EMI Filter Considering High Conducted Differential Mode EMI in Electric Vehicle On-Board Chargers 考虑高导差分模式电磁干扰的电动汽车车载充电器有源共模电磁干扰滤波器的实现
IF 3.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-30 DOI: 10.1109/OJPEL.2025.3627526
Patrick Körner;Philip Brockerhoff;Felix Müller;Mihai Polita;Marco Jung
Conducted and radiated Electromagnetic Interference (EMI) is of major concern in automotive On-Board Chargers (OBCs). Passive EMI Filters (PEFs) occupy a significant amount of space, whereas especially magnetic components like Common Mode Chokes (CMCs) and Differential Mode Chokes (DMCs) are the main cost and weight adders. Therefore, this paper proposes a Voltage Sense Current Inject (VSCI) Feedback (FB)-type Common Mode (CM) Active EMI Filter (AEF) that allows the usage of CMCs with smaller CM inductance. The AEF is part of the AC-input EMI filter of an OBC that can supply 11 kW of charging power in 1-phase (1 ph) and 3-phase (3 ph) operation. Analytical analysis is provided, which relates the AEF’s output voltage to the used CMC CM inductance and the fundamental switching frequency of the Power Factor Correction (PFC) system. It is shown that higher switching frequencies offer the possibility to decrease the CMC CM inductance without the risk to overload the AEF output. Furthermore, a leakage inductance estimation for current-unsymmetrical CMCs is provided and is experimentally validated. Conducted Emission (CE) measurements show the AEF performance and it is described how dedicated DMCs can be removed from the design. It was found that the benefit of a CM AEF in a Differential Mode (DM) dominant system is limited but can provide benefits for specific CM dominant harmonics within the regulated frequency range. A problem for AEFs is CM inductance degradation due to partial DM core saturation in CMCs. This phenomenon is experimentally investigated for ferrite and nanocrystalline CMCs.
传导和辐射电磁干扰(EMI)是车载充电器(OBCs)的主要问题。无源EMI滤波器(pef)占据了大量的空间,而特别是磁性元件,如共模扼流圈(cmc)和差模扼流圈(dmc)是主要的成本和重量增加器。因此,本文提出了一种电压检测电流注入(VSCI)反馈(FB)型共模(CM)有源EMI滤波器(AEF),该滤波器允许使用具有较小CM电感的cmc。AEF是OBC交流输入EMI滤波器的一部分,可以在1相(1 ph)和3相(3 ph)运行时提供11 kW的充电功率。分析分析了AEF输出电压与所使用的CMC CM电感和功率因数校正(PFC)系统的基频开关频率之间的关系。结果表明,较高的开关频率提供了降低CMC CM电感的可能性,而不会造成AEF输出过载的风险。在此基础上,提出了电流不对称cmos的漏感估计方法,并进行了实验验证。传导发射(CE)测量显示了AEF性能,并描述了如何从设计中去除专用的dmc。研究发现,CM AEF在差分模式(DM)优势系统中的优势是有限的,但可以为特定的CM优势谐波在调节频率范围内提供优势。AEFs的一个问题是CM电感衰减,这是由于cmc中部分DM磁芯饱和造成的。实验研究了铁氧体和纳米晶cmc的这一现象。
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引用次数: 0
High-Speed Solid-State Circuit Breaker With Latching Current Limiter for DC Systems 直流系统用高速固相限流器断路器
IF 3.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-23 DOI: 10.1109/OJPEL.2025.3625092
Alejandro Latorre;Thiago Batista Soeiro;Anand Krishnamurthy Iyer;Rinze Geertsma;Henk Polinder
The advancement of DC systems, especially in transportation applications, hinges on the development of effective protection mechanisms. Robust protection systems are crucial for enabling the widespread adoption of DC technologies in important transport modes, offering both operational and economic benefits. This paper introduces a high-speed solid-state circuit breaker designed for enhancing the protection of general DC systems. The upgraded breaker integrates the functionality of a latching current limiter, designed to minimize modifications to existing technologies. A custom gate driver and controller are developed and experimentally validated to support the circuit breaker. A scaled solid-state circuit breaker prototype is tested under various operational conditions to evaluate its performance. The breaker’s behavior is simulated in SPICE to guide the experimental validation on a referential DC system. The results demonstrate high performance, with a clearing time close to $200 ,mathrm{n}mathrm{s}$, effectively reducing system stress during short circuits. The current limiter functionality prevents unnecessary tripping during temporary overcurrents, keeping the current within safe parameters. The innovative gate driver simplifies the implementation of the latching current limiter, offering a practical and scalable solution. This work represents a significant step forward in DC protection technology, promoting the adoption of DC systems in transportation applications and beyond, by addressing critical protection challenges.
直流系统的发展,特别是在交通运输中的应用,取决于有效保护机制的发展。强大的保护系统对于在重要的运输模式中广泛采用直流技术至关重要,同时提供运营和经济效益。本文介绍了一种为提高一般直流系统的保护性能而设计的高速固态断路器。升级后的断路器集成了闭锁限流器的功能,旨在最大限度地减少对现有技术的修改。开发了自定义栅极驱动器和控制器,并进行了实验验证,以支持断路器。在各种操作条件下,对一个缩小的固态断路器样机进行了测试,以评估其性能。在SPICE中模拟了断路器的行为,以指导在参考直流系统上的实验验证。结果表明,该方法具有良好的性能,清除时间接近$200 ,mathrm{n}mathrm{s}$,有效地降低了系统在短路时的压力。电流限制功能防止在临时过流期间不必要的跳闸,使电流保持在安全参数范围内。创新的栅极驱动器简化了锁存限流器的实现,提供了实用且可扩展的解决方案。这项工作代表了直流保护技术向前迈出的重要一步,通过解决关键的保护挑战,促进了直流系统在运输应用及其他领域的采用。
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引用次数: 0
High-Performance High-Power Inductor Design for High-Frequency Applications 高频应用的高性能大功率电感设计
IF 3.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-17 DOI: 10.1109/OJPEL.2025.3623094
Mansi V. Joisher;Jiamei Wang;Roderick S. Bayliss;Mike K. Ranjram;Rachel S. Yang;Alexander Jurkov;David J. Perreault
Magnetic components significantly impact the performance and size of power electronic circuits. This is especially true at radio frequencies (RF) of many MHz and above. In the high-frequency (HF, 3–30 MHz) range, coreless (or “air-core”) inductors are conventionally used. These inductors have typical quality factors (Qs) of 200–500. However, their uncontrolled magnetic fields can induce electromagnetic interference (EMI) and eddy current losses in surrounding components, limiting system miniaturization. This makes them a major contributor to overall system loss and size. With recent advances in high-frequency magnetic materials, there is interest in design of cored inductors to achieve improved combinations of size and loss. This work investigates an approach to achieving high-power, high-frequency, high-Q cored inductors. The proposed design approach leverages high-frequency magnetic materials, core geometry, quasi-distributed gaps, and a copper shield to realize high-frequency inductors that emit little flux outside their physical volume. Design guidelines for such inductors are introduced and experimentally verified with a 155 kVA, 570 nH inductor (Q = 1150) designed to operate at 13.56 MHz with a peak ac current of up to 80 Amps. A high-efficiency and compact back-to-back L-match is used to demonstrate the high-performance and self-shielding capability of this prototype inductor.
磁性元件对电力电子电路的性能和尺寸影响很大。在许多兆赫及以上的无线电频率(RF)中尤其如此。在高频(HF, 3 - 30mhz)范围内,通常使用无芯(或“空芯”)电感器。这些电感的典型质量因数(Qs)为200-500。然而,它们不受控制的磁场会引起周围元件的电磁干扰(EMI)和涡流损耗,限制了系统的小型化。这使得它们成为整个系统损失和大小的主要贡献者。随着高频磁性材料的最新进展,人们对设计芯电感器以实现尺寸和损耗的改进组合感兴趣。本文研究了一种实现大功率、高频、高q电感的方法。所提出的设计方法利用高频磁性材料、磁芯几何形状、准分布间隙和铜屏蔽来实现高频电感器,在其物理体积之外发射很少的磁通。介绍了此类电感器的设计指南,并通过155 kVA, 570 nH电感器(Q = 1150)进行了实验验证,该电感器设计工作在13.56 MHz,峰值交流电流高达80安培。采用高效紧凑的背对背l匹配来验证该原型电感的高性能和自屏蔽能力。
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引用次数: 0
A Control Strategy for Parallel Three-Phase Inverters in Motor Drives 并联三相逆变器在电机驱动中的控制策略
IF 3.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-14 DOI: 10.1109/OJPEL.2025.3620715
Peter Darrach Matthews;Hossein Gholizadeh Narm;Javad Ebrahimi;Suzan Eren
Parallel operation of inverters is one method to increase power ratings of motor drives for high power applications. This paper proposes a novel variation of Field-Oriented Control for parallel inverters driving AC machines. The proposed strategy is implemented directly in the natural (abc) reference frame and overcomes many issues faced by conventional controllers for parallel motor drives. At the core of this control strategy is a proposed Resonant Proportional Integral (RPI) controller, which uses integrated plant dynamics to achieve the functionality of a second-order Proportional Resonant (PR) controller using only a first-order Proportional Integral (PI) controller. Hence the proposed control strategy is very simple, requiring only an inner first-order RPI controller for the the stator currents, and an outer PI controller for motor speed and maximum torque per ampere (MTPA) operation. A theoretical analysis of the RPI controller is given, which is supported by simulation and experimental results.
逆变器并联运行是一种方法,以提高电机驱动的额定功率高功率应用。本文提出了一种新的磁场定向控制方法,用于并联逆变器驱动交流电机。该策略直接在自然参考系(abc)中实现,克服了传统并联电机驱动控制器面临的许多问题。该控制策略的核心是提出的谐振比例积分(RPI)控制器,它使用集成的植物动力学来实现仅使用一阶比例积分(PI)控制器的二阶比例谐振(PR)控制器的功能。因此,所提出的控制策略非常简单,只需要一个内部一阶RPI控制器来控制定子电流,一个外部PI控制器来控制电机速度和每安培最大转矩(MTPA)的运行。对RPI控制器进行了理论分析,仿真和实验结果均支持了理论分析的结果。
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引用次数: 0
Analysis of Avalanche UIS Ruggedness of Vertical Power Silicon and SiC NPN BJTs 垂直功率硅和SiC NPN bjt的雪崩坚固性分析
IF 3.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-13 DOI: 10.1109/OJPEL.2025.3621063
Mana Hosseinzadehlish;Saeed Jahdi;Xibo Yuan;Martin Kuball
In energy-dense power electronic applications such as electric vehicles, avalanche-induced failures represent a significant reliability risk that can impact system availability. This paper provides comprehensive measurements and modelings to investigate the robustness of high-voltage-rated Silicon and 4H-SiC bipolar junction transistors (BJTs) under unclamped inductive switching (UIS) conditions. The study employs a combination of experimental measurements and Technology Computer-Aided Design (TCAD) models to provide a comprehensive analysis of the failure mechanism of these devices under the intense electrothermal stress of avalanche mechanism. Measurements have been performed at 25 °C and 175 °C to assess the impact of elevated temperatures on the avalanche dynamics in Silicon and 4H-SiC NPN power BJTs. The UIS tests have been carried out by incrementally increase of either the DC-link voltage or the base pulse length till the device failure. It is seen that the Silicon device can tolerate higher UIS energy, due to its significantly larger die area. However, for the same UIS energy density per die area, the 4H-SiC NPN BJT clearly outperforms its Silicon counterpart.
在能量密集的电力电子应用中,如电动汽车,雪崩引起的故障代表着重大的可靠性风险,可能会影响系统的可用性。本文提供了全面的测量和建模,以研究高压额定硅和4H-SiC双极结晶体管(BJTs)在非箝位电感开关(UIS)条件下的鲁棒性。本研究采用实验测量与技术计算机辅助设计(TCAD)模型相结合的方法,全面分析了这些装置在雪崩机制强烈电热应力作用下的失效机理。在25°C和175°C下进行了测量,以评估高温对硅和4H-SiC NPN功率bjt中雪崩动力学的影响。UIS测试是通过逐渐增加直流链路电压或基极脉冲长度来进行的,直到设备失效。可以看出,硅器件可以承受更高的美国能源,由于其显着更大的模具面积。然而,对于相同的每晶片面积的美国能量密度,4H-SiC NPN BJT明显优于其硅对应。
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引用次数: 0
Open-Circuit Fault Diagnosis for Charging Modules Based on Transfer Light Gradient Boosting Machine 基于传递光梯度增压机的充电模块开路故障诊断
IF 3.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-13 DOI: 10.1109/OJPEL.2025.3620488
Quanxue Guan;Jiabei Hu;Xue Hu;Yuqian Fan;Qingling Cai;Xiaojun Tan
Deep learning methods have been widely employed to diagnose faults in power converters. However, it is challenging to diagnose multiple faults in two-stage charging power modules. Besides, diagnostic models often excel only under the exact operating conditions on which they were trained. To enable rapid and accurate open-circuit fault (OCF) diagnosis for charging pile power converters operating under varying conditions, this paper proposes an improved Light Gradient Boosting Machine (LightGBM) framework based on transfer learning. Measured waveforms are first segmented via a sliding window, from which eleven concise time-domain features are extracted and fed to the computationally efficient LightGBM for fault classification. To address the prevalent class-imbalance problem encountered in real-world fault data acquisition, this paper proposes a channel-attention-based Wasserstein generative adversarial network with a gradient penalty for data augmentation. Domain adaptation from one working condition with sufficient labelled data to other few-labelled conditions is realized through a novel dynamic re-weighting scheme from the perspectives of instance weights and feature mapping. Furthermore, a new loss function is established to integrate Maximum Mean Discrepancy for aligning the feature spaces of source and target domains, with cross-entropy for reducing the source-domain classification error. Experiments on a fast-charging power module demonstrate that the proposed lightweight method achieves an average diagnosis accuracy of 99.16% for both single- and multi-switch OCFs, and a diagnosis speed of about 13 ms across diverse load and grid conditions. It also achieves an accuracy of over 98.68% in the target condition with merely ten labeled samples, outperforming state-of-the-art alternatives. Moreover, the proposed algorithm maintains robustness under abrupt load transients and severe external noises. Compared to existing deep learning methods and state-of-the-art transfer networks, the proposed method cuts training time by one order of magnitude while maintaining the highest accuracy.
深度学习方法已被广泛应用于电源变换器的故障诊断。然而,二级充电电源模块的多故障诊断具有一定的挑战性。此外,诊断模型通常只有在训练时所处的精确操作条件下才能表现出色。为了快速准确地诊断充电桩变流器在不同工况下的开路故障,提出了一种基于迁移学习的改进型光梯度增强机(Light Gradient Boosting Machine, LightGBM)框架。首先通过滑动窗口对测量波形进行分割,从中提取11个简洁的时域特征,并将其输入到计算效率高的LightGBM中进行故障分类。为了解决现实世界故障数据采集中普遍存在的类别不平衡问题,本文提出了一种基于通道注意力的Wasserstein生成对抗网络,并对数据增强进行梯度惩罚。从实例权值和特征映射的角度出发,通过一种新的动态重赋权方案,实现了从一种标记数据充足的工况到其他标记数据较少的工况的领域自适应。在此基础上,建立了一种新的损失函数,将最大平均误差与源域和目标域的特征空间进行匹配,并结合交叉熵来降低源域分类误差。在快速充电电源模块上的实验表明,该方法对单开关和多开关ocf的平均诊断准确率均达到99.16%,在不同负载和电网条件下的诊断速度约为13 ms。在目标条件下,仅用10个标记样本,它也达到了超过98.68%的准确性,优于最先进的替代品。此外,该算法在突发负载瞬态和严重的外部噪声下仍保持鲁棒性。与现有的深度学习方法和最先进的迁移网络相比,该方法在保持最高精度的同时将训练时间缩短了一个数量级。
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引用次数: 0
Deep Reinforcement Learning for Power Converter Control: A Comprehensive Review of Applications and Challenges 深度强化学习在电源变换器控制中的应用与挑战综述
IF 3.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-09 DOI: 10.1109/OJPEL.2025.3619673
Anugula Rajamallaiah;S.V.K. Naresh;Y. Raghuvamsi;Singamasetty Manmadharao;Kishore Bingi;Anand R;Josep M. Guerrero
Deep reinforcement learning (DRL) has emerged as a promising paradigm for the intelligent control of power electronic converters. It offers adaptability, model-free operation, and real-time decision making in complex, nonlinear, and dynamic environments. This review provides a comprehensive analysis of the state-of-the-art in DRL-based control strategies for various power converter applications. It includes voltage regulation in DC-DC converters connected to DC microgrids, speed control of permanent magnet synchronous motors (PMSM), voltage regulation and frequency modulation in dual active bridge (DAB) converters, maximum power point tracking (MPPT) in solar pv systems, and grid-connected inverter control in both grid-following and grid-forming modes. The paper systematically categorizes the recent literature based on converter topology, control objectives, DRL algorithms used, and implementation frameworks, highlighting the strengths and limitations of each approach. Special attention is given to the design of reward functions and action-state representations. Furthermore, the review identifies key challenges including stability assurance, sample inefficiency, hardware deployment constraints, and lack of standardized benchmarking environments. Finally, research gaps and future directions are outlined, emphasizing the need for physics-informed learning, safe exploration strategies, and hybrid model-based approaches to bridge the gap between academic advances and real-world deployment in power electronic systems.
深度强化学习(DRL)已成为电力电子变流器智能控制的一个有前途的范例。它在复杂、非线性和动态环境中提供适应性、无模型操作和实时决策。本文综合分析了基于drl的各种功率转换器应用的最新控制策略。它包括连接到直流微电网的DC-DC变换器的电压调节,永磁同步电机(PMSM)的速度控制,双有源桥(DAB)变换器的电压调节和调频,太阳能光伏系统的最大功率点跟踪(MPPT),并网逆变器的并网跟踪和并网模式控制。本文根据转换器拓扑、控制目标、使用的DRL算法和实现框架对最近的文献进行了系统的分类,突出了每种方法的优点和局限性。特别注意奖励函数和动作状态表示的设计。此外,审查确定了关键挑战,包括稳定性保证、样本效率低下、硬件部署限制和缺乏标准化基准测试环境。最后,概述了研究差距和未来方向,强调需要物理知识学习,安全探索策略和基于混合模型的方法来弥合学术进步与电力电子系统实际部署之间的差距。
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引用次数: 0
A Lightweight ANN Controller for Grid-Tied Inverters With Strong Adaptability 一种轻量级、适应性强的并网逆变器人工神经网络控制器
IF 3.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-08 DOI: 10.1109/OJPEL.2025.3619489
Kaizhe Nie;Feng Gao;Yu Jiang
Inverter’s controller directly determines the grid-integration quality of power conversion systems. To address complex operating conditions, e.g., grid voltage distortion, parameter variations and weak grid scenarios, this paper proposes a lightweight artificial neural network (ANN) controller with strong adaptability. In implementation, the ANN controller generates control signals while simultaneously optimizing its weights in real time using the gradient descent algorithm. Distinctively, the weight gradients are directly calculated using the loss function and weights, which compared to the error backpropagation method, significantly reduces computational complexity, and therefore achieves the computational lightweight feature. In addition, the ANN phase-locked loop (ANN-PLL) is constructed to provide phase alignment for current reference while enabling fully ANN-based inverter control architecture. In principle, the proposed ANN controller relies neither on an offline training dataset nor on the system model, and achieves adaptive weights adjustment in real time with minimal computational effort. Through physical experiments, the proposed lightweight ANN controller was compared with the sliding mode controller and the model-based ANN controller, verifying its superior performance under complex operating conditions, such as grid voltage distortion, input voltage variation, current reference variation, filter parameter variation, and extremely weak grid (short circuit ratio = 1.09).
逆变器的控制器直接决定着电力转换系统的并网质量。针对电网电压畸变、参数变化、弱电网等复杂工况,提出了一种自适应能力强的轻量级人工神经网络(ANN)控制器。在实现中,人工神经网络控制器在产生控制信号的同时,利用梯度下降算法实时优化其权值。与误差反向传播方法相比,直接使用损失函数和权值计算权梯度,大大降低了计算复杂度,实现了计算轻量级的特点。此外,构建了人工神经网络锁相环(ANN- pll),在实现完全基于人工神经网络的逆变器控制架构的同时,为电流参考提供相位对准。原则上,本文提出的人工神经网络控制器既不依赖于离线训练数据集,也不依赖于系统模型,能够以最小的计算量实时实现自适应权值调整。通过物理实验,将所提出的轻量级人工神经网络控制器与滑模控制器和基于模型的人工神经网络控制器进行了比较,验证了其在电网电压畸变、输入电压变化、电流参考变化、滤波器参数变化、极弱电网(短路比= 1.09)等复杂工况下的优越性能。
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IEEE open journal of power electronics
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