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.
{"title":"A Novel Deep Reinforcement Learning Based Extended Fractal Radial Basis Function Network for State-of-Charge Estimation","authors":"Syed M. Ali, Muhammad Bilal, Ayman Alharbi, Rooh ul Amin","doi":"10.1049/pel2.70101","DOIUrl":"10.1049/pel2.70101","url":null,"abstract":"<p>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 (LiFePO<sub>4</sub>) 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.</p>","PeriodicalId":56302,"journal":{"name":"IET Power Electronics","volume":"18 1","pages":""},"PeriodicalIF":1.9,"publicationDate":"2025-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ietresearch.onlinelibrary.wiley.com/doi/epdf/10.1049/pel2.70101","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144832775","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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.
{"title":"A Single-Inductor Multiple-Output Boost Converter With Adaptive Reference Inductor Current Control for LED Applications","authors":"Pang-Jung Liu, Yen-Cheng Chen","doi":"10.1049/pel2.70103","DOIUrl":"10.1049/pel2.70103","url":null,"abstract":"<p>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.</p>","PeriodicalId":56302,"journal":{"name":"IET Power Electronics","volume":"18 1","pages":""},"PeriodicalIF":1.9,"publicationDate":"2025-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ietresearch.onlinelibrary.wiley.com/doi/epdf/10.1049/pel2.70103","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144832766","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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.
{"title":"Coordinated Control Method of Re-Constructable Hybrid Distribution Transformers with DC Mutual Connection for Voltage Sag Compensation","authors":"Chang Yuan, Siyu Ding, Ming Ma, Yitong Wu, Baichuan Zhu, Jiacheng Guo","doi":"10.1049/pel2.70100","DOIUrl":"10.1049/pel2.70100","url":null,"abstract":"<p>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.</p>","PeriodicalId":56302,"journal":{"name":"IET Power Electronics","volume":"18 1","pages":""},"PeriodicalIF":1.9,"publicationDate":"2025-08-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ietresearch.onlinelibrary.wiley.com/doi/epdf/10.1049/pel2.70100","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144808445","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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.
{"title":"Operation of Medium-Voltage Modular Multilevel Converter With Hybrid Si and SiC Half-Bridge Sub-Modules","authors":"Linjie Han, Binbin Li, Huaiguang Gu, Dong Liu, Yingzong Jiao, Fujin Deng, Dianguo Xu","doi":"10.1049/pel2.70093","DOIUrl":"10.1049/pel2.70093","url":null,"abstract":"<p>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.</p>","PeriodicalId":56302,"journal":{"name":"IET Power Electronics","volume":"18 1","pages":""},"PeriodicalIF":1.9,"publicationDate":"2025-08-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ietresearch.onlinelibrary.wiley.com/doi/epdf/10.1049/pel2.70093","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144815013","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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.
{"title":"A Single-Switch Resonant High Voltage Gain DC-DC Converter Based on Magnetic Coupling","authors":"Mohammad Reza Hosseiny, Karim Abbaszadeh","doi":"10.1049/pel2.70099","DOIUrl":"10.1049/pel2.70099","url":null,"abstract":"<p>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.</p>","PeriodicalId":56302,"journal":{"name":"IET Power Electronics","volume":"18 1","pages":""},"PeriodicalIF":1.9,"publicationDate":"2025-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ietresearch.onlinelibrary.wiley.com/doi/epdf/10.1049/pel2.70099","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145128939","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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 (