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Fault Diagnosis Method for Open-circuit Faults in NPC Three-level Inverter based on WKCNN
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作者 Guozheng Zhang Menghui Li +1 位作者 Xin Gu Wei Chen 《CES Transactions on Electrical Machines and Systems》 2025年第2期234-245,共12页
With the increasing demand for high reliability and availability in power conversion equipment within power electronics systems,the fault diagnosis of neutral-point-clamped(NPC) three-level inverters has garnered wide... With the increasing demand for high reliability and availability in power conversion equipment within power electronics systems,the fault diagnosis of neutral-point-clamped(NPC) three-level inverters has garnered widespread attention.To address the challenges of fault feature extraction,this article proposes an end-to-end diagnostic approach based on a wavelet kernel convolutional neural network (WKCNN),capable of extracting multi-scale features from current signals to significantly enhance diagnostic accuracy.This method directly uses raw three-phase current signals as input,applying wavelet kernel convolution to automatically capture frequency-domain fault features,combined with a Softmax classifier optimized by the Adam algorithm to achieve fault diagnosis for NPC threelevel inverters.Experimental results under various operating conditions demonstrate that this approach maintains robust diagnostic accuracy across multiple fault scenarios,with comparative analysis further confirming its advantages in diagnostic efficiency and performance over traditional machine learning and other deep learning methods. 展开更多
关键词 NPC three-level inverter open-circuit fault Wavelet transform Convolutional neural network END-TO-END
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A strong robustness open-circuit fault diagnosis strategy for novel fault-tolerant electric drive system based on d-q-axis current signal 被引量:3
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作者 Xuefeng JIANG Shaoshuai WANG +3 位作者 Jie LI Daoyu WU Wenxin HUANG Zhenmao HAN 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2021年第10期115-127,共13页
To diagnose the Open-Circuit(OC)fault in the novel fault-tolerant electric drive system,based on d-q-axis current signal,a strong robustness diagnosis strategy is proposed and investigated.Fewer independent power supp... To diagnose the Open-Circuit(OC)fault in the novel fault-tolerant electric drive system,based on d-q-axis current signal,a strong robustness diagnosis strategy is proposed and investigated.Fewer independent power supplies and converters are required in the novel fault-tolerant electric drive system based on Dual-Winding Permanent Magnet Motor(DWPMM),and the system’s reliability,usage ratio and power density have been improved compared to the conventional fault-tolerant motor drive system.However,the novel fault-tolerant electric drive system has the OC fault diagnostic false alarms issue when load changes suddenly or under light-load condition.And it lacks the research on the diagnostic method when the system encounters intermittent OC fault in power switches.By theory derivation,simulation and experimental verification,it can be concluded that the proposed strong robustness OC fault diagnosis strategy based on d-q-axis current signal can overcome the OC fault diagnostic false alarms issue when load changes suddenly or under light-load condition.And it can detect and locate the OC fault of single-phase winding in real time,and diagnose the intermittent OC fault of power switches. 展开更多
关键词 Dual-winding motor Electric drive system Fault-tolerant system open-circuit fault diagnosis Permanent magnet motor Strong robustness
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A Hybrid Diagnosis Method for Inverter Open-circuit Faults in PMSM Drives 被引量:11
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作者 Zeliang Zhang Guangzhao Luo +1 位作者 Zhengbin Zhang Xuecheng Tao 《CES Transactions on Electrical Machines and Systems》 CSCD 2020年第3期180-189,共10页
In order to improve the evaluation process of inverter open-circuit faults diagnosis in permanent magnet synchronous motor(PMSM)drives,this paper presents a diagnosis method based on current residuals and machine lear... In order to improve the evaluation process of inverter open-circuit faults diagnosis in permanent magnet synchronous motor(PMSM)drives,this paper presents a diagnosis method based on current residuals and machine learning models.The machine learning models are introduced to make a comprehensive evaluation for the current residuals obtained from a state observer,instead of evaluating the residuals by comparing with thresholds.Meanwhile,fault diagnosis and location are conducted simultaneously by the machine learning models,which simplifies the diagnosis process.Besides,a sampling strategy is designed to implement the proposed scheme online.Experiments are carried out on a DSP based PMSM drive,and the effectiveness of the proposed method is verified. 展开更多
关键词 Current residuals fault diagnosis inverter open-circuit machine learning
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Open-circuit Fault-tolerant Control Strategy Based on Five-level Power Converter for SRM System 被引量:7
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作者 Mingyao Ma Kexiang Yuan +1 位作者 Qingqing Yang Shuying Yang 《CES Transactions on Electrical Machines and Systems》 CSCD 2019年第2期178-186,共9页
Switched reluctance motor power converters are prone to open-circuit faults because it need to withstand large voltages and currents.Due to the small number of traditional asymmetrical half bridge topology switches,it... Switched reluctance motor power converters are prone to open-circuit faults because it need to withstand large voltages and currents.Due to the small number of traditional asymmetrical half bridge topology switches,it is difficult to carry out fault tolerant control when power converters has an open-circuit fault,resulting in larger output torque ripple.This paper presents a five-level power converter based on the traditional asymmetric half-bridge power converter.The five-level topology has more switching states and can work in multi-level mode.Based on the topology,different excitation and demagnetization voltages can be choose at different speeds.A fault-tolerance strategy is developed to decrease the influence of the open-circuit fault.The five-level power converter has four switches per phase,and two of them will be used in one of the operating mode.So the remaining two of the switches can be used for safe backup,enabling fault-tolerant control when an open-circuit occur.Since each phase of the five-level power converter proposed in this paper is independent of each other,a reasonable control strategy can be used to avoid the unbalance of the midpoint potential.Finally,the topology and fault-tolerant strategy proposed in this paper are verified by simulation and experiment. 展开更多
关键词 Fault tolerance control Midpoint potential open-circuit fault Power converter Torque ripple.
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Open-circuit voltage analysis of p-i-n type amorphous silicon solar cells deposited at low temperature 被引量:1
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作者 Ni Jian Zhang Jian-Jun Cao Yu Wang Xian-Bao Li Chao Chen Xin-Liang Geng Xin-Hua Zhao Ying 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第8期403-407,共5页
This paper identifies the contributions of p-a-SiC:H layers and i-a-Si:H layers to the open circuit voltage of p-i-n type a-Si:H solar cells deposited at a low temperature of 125℃. We find that poor quality p-a-Si... This paper identifies the contributions of p-a-SiC:H layers and i-a-Si:H layers to the open circuit voltage of p-i-n type a-Si:H solar cells deposited at a low temperature of 125℃. We find that poor quality p-a-SiC:H films under regular conditions lead to a restriction of open circuit voltage although the band gap of the i-layer varies widely. A significant improvement in open circuit voltage has been obtained by using high quality p-~SiC:H films optimized at the "low-power regime" under low silane flow rates and high hydrogen dilution conditions. 展开更多
关键词 amorphous silicon solar cell low temperature open-circuit voltage
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Deep neural network-enabled battery open-circuit voltage estimation based on partial charging data 被引量:1
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作者 Ziyou Zhou Yonggang Liu +2 位作者 Chengming Zhang Weixiang Shen Rui Xiong 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2024年第3期120-132,I0005,共14页
Battery management systems(BMSs) play a vital role in ensuring efficient and reliable operations of lithium-ion batteries.The main function of the BMSs is to estimate battery states and diagnose battery health using b... Battery management systems(BMSs) play a vital role in ensuring efficient and reliable operations of lithium-ion batteries.The main function of the BMSs is to estimate battery states and diagnose battery health using battery open-circuit voltage(OCV).However,acquiring the complete OCV data online can be a challenging endeavor due to the time-consuming measurement process or the need for specific operating conditions required by OCV estimation models.In addressing these concerns,this study introduces a deep neural network-combined framework for accurate and robust OCV estimation,utilizing partial daily charging data.We incorporate a generative deep learning model to extract aging-related features from data and generate high-fidelity OCV curves.Correlation analysis is employed to identify the optimal partial charging data,optimizing the OCV estimation precision while preserving exceptional flexibility.The validation results,using data from nickel-cobalt-magnesium(NCM) batteries,illustrate the accurate estimation of the complete OCV-capacity curve,with an average root mean square errors(RMSE) of less than 3 mAh.Achieving this level of precision for OCV estimation requires only around 50 s collection of partial charging data.Further validations on diverse battery types operating under various conditions confirm the effectiveness of our proposed method.Additional cases of precise health diagnosis based on OCV highlight the significance of conducting online OCV estimation.Our method provides a flexible approach to achieve complete OCV estimation and holds promise for generalization to other tasks in BMSs. 展开更多
关键词 Lithium-ion battery open-circuit voltage Health diagnosis Deep learning
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A novel multi-resolution network for the open-circuit faults diagnosis of automatic ramming drive system 被引量:1
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作者 Liuxuan Wei Linfang Qian +3 位作者 Manyi Wang Minghao Tong Yilin Jiang Ming Li 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第4期225-237,共13页
The open-circuit fault is one of the most common faults of the automatic ramming drive system(ARDS),and it can be categorized into the open-phase faults of Permanent Magnet Synchronous Motor(PMSM)and the open-circuit ... The open-circuit fault is one of the most common faults of the automatic ramming drive system(ARDS),and it can be categorized into the open-phase faults of Permanent Magnet Synchronous Motor(PMSM)and the open-circuit faults of Voltage Source Inverter(VSI). The stator current serves as a common indicator for detecting open-circuit faults. Due to the identical changes of the stator current between the open-phase faults in the PMSM and failures of double switches within the same leg of the VSI, this paper utilizes the zero-sequence voltage component as an additional diagnostic criterion to differentiate them.Considering the variable conditions and substantial noise of the ARDS, a novel Multi-resolution Network(Mr Net) is proposed, which can extract multi-resolution perceptual information and enhance robustness to the noise. Meanwhile, a feature weighted layer is introduced to allocate higher weights to characteristics situated near the feature frequency. Both simulation and experiment results validate that the proposed fault diagnosis method can diagnose 25 types of open-circuit faults and achieve more than98.28% diagnostic accuracy. In addition, the experiment results also demonstrate that Mr Net has the capability of diagnosing the fault types accurately under the interference of noise signals(Laplace noise and Gaussian noise). 展开更多
关键词 Fault diagnosis Deep learning Multi-scale convolution open-circuit Convolutional neural network
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An analytical model to explore open-circuit voltage of a-Si:H/c-Si heterojunction solar cells 被引量:1
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作者 钟春良 耿魁伟 +1 位作者 罗兰娥 杨迪武 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第3期598-603,共6页
The effect of the parameters on the open-circuit voltage, V_(OC) of a-Si:H/c-Si heterojunction solar cells was explored by an analytical model. The analytical results show that V_(OC) increases linearly with the logar... The effect of the parameters on the open-circuit voltage, V_(OC) of a-Si:H/c-Si heterojunction solar cells was explored by an analytical model. The analytical results show that V_(OC) increases linearly with the logarithm of illumination intensity under usual illumination. There are two critical values of the interface state density(D_(it)) for the open-circuit voltage(V_(OC)), D_(it)^(crit,1) and D_(it)crit,2(a few 1010 cm^(-2)·e V^(-1)). V_(OC) decreases remarkably when D_(it) is higher than D_(it)^(crit,1). To achieve high V_(OC), the interface states should reduce down to a few 1010 cm^(-2)·e V^(-1). Due to the difference between the effective density of states in the conduction and valence band edges of c-Si, the open-circuit voltage of a-Si:H/c-Si heterojunction cells fabricated on n-type c-Si wafers is about 22 mV higher than that fabricated on p-type c-Si wafers at the same case. V_(OC) decreases with decreasing the a-Si:H doping concentration at low doping level since the electric field over the c-Si depletion region is reduced at low doping level. Therefore, the a-Si:H layer should be doped higher than a critical value of 5×10^(18) cm^(-3) to achieve high V_(OC). 展开更多
关键词 solar cells a-Si:H/c-Si heterojunctions open-circuit voltage
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Perovskite Self-Passivation with PCBM for Small Open-Circuit Voltage Loss 被引量:1
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作者 Xinglin Zhu Xinyu Zhao +7 位作者 Lei Li Yi Peng Wenwang Wei Xuan Zhang Mengwei Su Yukun Wang Ziqian Chen Wenhong Sun 《Energy and Power Engineering》 2020年第6期257-272,共16页
It is well known that [6,6]-phenyl-C<sub><span style="font-size:12px;font-family:Verdana;">61</span></sub><span style="font-size:12px;font-family:Verdana;">-butyric ac... It is well known that [6,6]-phenyl-C<sub><span style="font-size:12px;font-family:Verdana;">61</span></sub><span style="font-size:12px;font-family:Verdana;">-butyric acid methyl ester (PCBM) is a common n-type passivation material in PSCs, usually used as an interface modification layer. However, PCBM is extremely expensive and is not suitable for future industrialization. Herein, the various concentrations of PCBM as an additive are adopted for PSCs. It not only avoids the routine process of spin coating the multi-layer films, but also reduces the PCBM material and cost. Meanwhile, PCBM can passivate the grain surface and modulate morphology of perovskite films. Furthermore, the most important optical parameters of solar cells, the current density (</span><i><span style="font-size:12px;font-family:Verdana;">J</span><sub><span style="font-size:12px;font-family:Verdana;">sc</span></sub></i><span style="font-size:12px;font-family:Verdana;">), fill factor (FF), open-circuit voltage (</span><i><span style="font-size:12px;font-family:Verdana;">V</span><sub><span style="font-size:12px;font-family:Verdana;">oc</span></sub></i><span style="font-size:12px;font-family:Verdana;">) and power conversion efficiencies (PCE) were improved. Especially, when the PCBM doping ratio in CH</span><sub><span style="font-size:12px;font-family:Verdana;">3</span></sub><span style="font-size:12px;font-family:Verdana;">NH</span><sub><span style="font-size:12px;font-family:Verdana;">3</span></sub><span style="font-size:12px;font-family:Verdana;">PbI</span><sub><span style="font-size:12px;font-family:Verdana;">3</span></sub><span style="font-size:12px;font-family:Verdana;"> (MAPbI</span><sub><span style="font-size:12px;font-family:Verdana;">3</span></sub><span style="font-size:12px;font-family:Verdana;">) precursor solution was 1</span><span><span><span style="font-family:;" "=""> </span></span></span><span><span><span style="font-family:;" "=""><span style="font-size:12px;font-family:Verdana;">wt%, the device obtained the smallest </span><i><span style="font-size:12px;font-family:Verdana;">V</span><sub><span style="font-size:12px;font-family:Verdana;">oc</span></sub></i><span style="font-size:12px;font-family:Verdana;"> decay (less than 1%) in the p-i-n type PSCs with poly</span></span></span></span><span><span><span style="font-family:;" "=""> </span></span></span><span><span><span style="font-family:;" "=""><span style="font-size:12px;font-family:Verdana;">(3,4-ethylenedioxythiophene):poly (styrene sulfonate) (PEDOT:PSS) as hole transport layer (HTL) and fullerene (C</span><sub><span style="font-size:12px;font-family:Verdana;">60</span></sub><span style="font-size:12px;font-family:Verdana;">) as electron transport layer (ETL). The PSCs </span><i><span style="font-size:12px;font-family:Verdana;">V</span><sub><span style="font-size:12px;font-family:Verdana;">oc</span></sub></i><span style="font-size:12px;font-family:Verdana;"> stability improvement is attri</span><span style="font-size:12px;font-family:Verdana;">buted to enhanced crystallinity of photoactive layer and decreased non-radiative </span><span style="font-size:12px;font-family:Verdana;">recombination by PCBM doping in the perovskites.</span></span></span></span> 展开更多
关键词 Self-Passivation Small open-circuit Voltage Loss PCBM
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Large photovoltaic effect with ultrahigh open-circuit voltage in relaxor-based ferroelectric Pb(In_(1/2)Nb_(1/2))O_(3)-Pb(Mg_(1/3)Nb_(2/3))O_(3)-PbTiO_(3)ceramics
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作者 Xudong Qi Kai Li +7 位作者 Enwei Sun Bingqian Song Da Huo Jiaming Li Xianjie Wang Rui Zhang Bin Yang Wenwu Cao 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2022年第9期119-126,共8页
Recently,the anomalous photovoltaic effect of ferroelectric materials has attracted considerable attention in the construction of efficient solar cells owing to the above-bandgap photovoltage of these materials.In thi... Recently,the anomalous photovoltaic effect of ferroelectric materials has attracted considerable attention in the construction of efficient solar cells owing to the above-bandgap photovoltage of these materials.In this study,we investigate the anomalous photovoltaic effect of relaxor-based ferroelectric Pb(In_(1/2)Nb_(1/2))O_(3)-Pb(Mg_(1/3)Nb_(2/3))O_(3)-PbTiO_(3)(PIMN-PT)ceramics with large remnant polarization and a narrow optical bandgap.Excellent photovoltaic performance with an ultrahigh open-circuit voltage of 23 V(575 V/cm)is achieved,which is higher than the open-circuit voltages of all reported polycrystalline materials with similar thickness.The phase structure,microstructure morphology,domain structure,ferroelectric and optical characteristics are analyzed,which could provide clues to the origin of the ultrahigh open-circuit voltage of PIMN-PT ceramics.The results suggest that the relaxor-based ferroelectric PIMNPT system is a potential candidate for photovoltaic solar energy conversion devices. 展开更多
关键词 Photovoltaic FERROELECTRIC PIMN-PT ceramics open-circuit voltage Domain structure
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Open-Circuit Faults Diagnosis in Direct-Drive PMSG Wind Turbine Converter
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作者 Wei Zhang Qihui Ling +1 位作者 Qiancheng Zhao Hushu Wu 《Energy Engineering》 EI 2021年第5期1515-1535,共21页
The condition monitoring and fault diagnosis have been identified as the key to achieving higher availabilities of wind turbines.Numerous studies show that the open-circuit fault is a significant contributor to the fa... The condition monitoring and fault diagnosis have been identified as the key to achieving higher availabilities of wind turbines.Numerous studies show that the open-circuit fault is a significant contributor to the failures of wind turbine converter.However,the multiple faults combinations and the influence of wind speed changes abruptly,grid voltage sags and noise interference have brought great challenges to fault diagnosis.Accordingly,concerning the open-circuit fault of converters in direct-driven PMSG wind turbine,a diagnostic method for multiple open-circuit faults is proposed in this paper,which is divided into two tasks:The first one is the fault detection and the second one is the fault localization.The detection method is based on the relative current residuals after exponential transformation and on an adaptive threshold,and the localization method is based on the average values of fault phase currents.The scheduled diagnosis method is available to both the generator-side converter and the grid-side converter,allowing to detect and locate single and double open-circuit faults.For validating this,robustness test and multiple open-circuit faults diagnosis are presented in a 2-MW direct-driven PMSG wind turbine system,the results validate the reliability and effectiveness of the proposed method. 展开更多
关键词 Wind turbine CONVERTER open-circuit fault fault diagnosis exponential transformation
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Improvement of Open-Circuit Voltage in Organic Photovoltaic Cells with Chemically Modified Indium-Tin Oxide
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作者 Khayankhyarvaa Sarangerel Byambasuren Delgertsetseg +2 位作者 Namsrai Javkhlantugs Masaru Sakomura Chimed Ganzorig 《World Journal of Nano Science and Engineering》 2013年第4期113-120,共8页
The possibility of the increase in open-circuit voltage of organic photovoltaic cells based primarily indium-tin oxide (ITO)/rubrene/fullerene/Al structure by changing the work function of ITO anodes and Al cathodes w... The possibility of the increase in open-circuit voltage of organic photovoltaic cells based primarily indium-tin oxide (ITO)/rubrene/fullerene/Al structure by changing the work function of ITO anodes and Al cathodes was described in this work. To change built-in potential preferably in order to increase the open-circuit voltage, the work function of ITO should be increased and work function of Al should be decreased. The correlation between the change in work functions of electrodes and performance of the organic photovoltaic cells before and after surface modifications was examined in detail. The enhancement of open-circuit voltage depends on a function of work function change of both ITO and Al electrode. We could show that the built-in potential in the cells played an important role in open-circuit voltage. 展开更多
关键词 open-circuit VOLTAGE CHEMICAL MODIFICATION Indium-Tin OXIDE
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Enhancing Open-Circuit Voltage and Fill Factor in Sn-Based Perovskite Solar Cells: Challenges and Opportunities for Sustainable Photovoltaics
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作者 Padmini Pandey Jun Ryu +2 位作者 Han-Gyun Lim Jincheol Kim Dong-Won Kang 《SusMat》 2025年第6期118-157,共40页
Tin (Sn)-based halide perovskite solar cells (PSCs) offer a promising lead-free alternative with favorable bandgaps and strong absorption, yet their performance is limited by substantial open-circuit voltage (V_(oc)) ... Tin (Sn)-based halide perovskite solar cells (PSCs) offer a promising lead-free alternative with favorable bandgaps and strong absorption, yet their performance is limited by substantial open-circuit voltage (V_(oc)) and fill factor (FF) losses. This review examines the primary origins of V_(loss), mainly non-radiative recombination associated with undercoordinated Sn sites, deep-level defects, and the oxidation of Sn^(2+), all of which elevate defect densities and accelerate recombination. FF degradation is further linked to Shockley–Read–Hall (SRH) trap-assisted recombination, reflected in increased ideality factors. The review also highlights advanced characterization approaches thermal admittance spectroscopy, drive-level capacitance profiling, and emerging machine-learning tools for probing carrier dynamics and quantifying non-radiative pathways. Although progress has been made, matching the V_(oc) and FF of Pb-based PSCs remains challenging due to the intertwined effects of oxidation chemistry, defect physics, and interfacial energetics. Recent strategies, such as molecular coordination, surface passivation, compositional engineering, and optimized charge-transport interlayers, show promise in suppressing recombination and improving energy alignment. Continued advances in defect passivation, oxidation control, and interface engineering are expected to be key to enabling efficient and environmentally sustainable Sn-based photovoltaic technologies. 展开更多
关键词 defect passivation molecular coordination open-circuit voltage Sn-based perovsk
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Minimizing open-circuit voltage loss in perovskite solar cells through synergistic energy-level grading and lattice matching
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作者 Wei Liu Xin Huang +5 位作者 Qishuo Li Qifu Yao Diao Zhang Tingxue Zhou Xing'ao Li Liang Chu 《Science China Materials》 2025年第10期3737-3744,共8页
MAPbI_(3) perovskite solar cells(PSCs)exhibit a theoretical open-circuit voltage(V_(OC))of approximately 1.3 V,and minimizing V_(OC) loss is crucial for enhancing their performance.Herein,we focus on MAPbI_(3) PSCs to... MAPbI_(3) perovskite solar cells(PSCs)exhibit a theoretical open-circuit voltage(V_(OC))of approximately 1.3 V,and minimizing V_(OC) loss is crucial for enhancing their performance.Herein,we focus on MAPbI_(3) PSCs to inhibit the interfacial charge recombination and voltage loss through synergistic energy-level grading and lattice matching.The synthesized SrTiO_(3) nanocubes were incorporated into the TiO_(2) electron transport layer to effectively achieve optimal energy alignment with the conduction band of MAPbI_(3),to reduce charge carrier energy loss,and improve carrier extraction.Furthermore,the small lattice mismatch between the perovskite structures of SrTiO_(3) and MAPbI_(3) promoted the growth of high-quality perovskite films with reduced defect density.As a result,the V_(OC) of the MAPbI_(3) PSCs was increased to 1.17 V,and the power conversion efficiency reached 22.19%.This work provides an effective approach to interface optimization to emphasize the energy-level grading and lattice matching in minimizing V_(OC) loss and improving the performance of MAPbI_(3) PSCs. 展开更多
关键词 perovskite solar cells MAPbI_(3) open-circuit voltage lattice mismatch energy level alignment
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基于多模态三支路异构融合的逆变器开路故障诊断研究
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作者 刘伟 王澜 易冠群 《电力系统保护与控制》 北大核心 2026年第1期71-82,共12页
针对逆变器开路故障,提出了一种基于GAF-RP-LSTM-Transformer的三支路异构融合的诊断方法。首先,采用互补集合经验模态分解与相位随机技术(complementary ensemble empirical mode decomposition with phase randomization technique,CE... 针对逆变器开路故障,提出了一种基于GAF-RP-LSTM-Transformer的三支路异构融合的诊断方法。首先,采用互补集合经验模态分解与相位随机技术(complementary ensemble empirical mode decomposition with phase randomization technique,CEEMD-PRT)算法处理逆变器输出电流信号,提取局部故障特征。并通过格拉姆角场(Gramian angular field,GAF)和递归图(recurrence plot,RP)变换将一维时序信号转换为二维图像,充分利用时序信号中的全局趋势特征(GAF)和非线性动力学特征(RP)。为弥补传统一维特征提取在空间相关性表征上的不足,利用长短期记忆(long short-term memory,LSTM)网络提取时序数据的动态特征,利用GAF-RP-Transformer双支路模型提取二维图片的空间特征。为实现一维时序特征与二维空间特征间多维信息的融合,提出了全新的异构特征融合模块,通过多模态图像的互补性,增强模型对故障细微差异的捕捉能力。实验结果表明,所提模型在测试集上的分类准确率达到99.3%,显著优于其他对比模型,并能在不同噪声干扰下保持较高的诊断准确性。特别是在30 dB和20 dB噪声下,准确率下降幅度较小,表明该方法具有较强的鲁棒性。仿真验证了GAF-RP-LSTM-Transformer三支路异构融合模型在逆变器故障诊断中的有效性与优越性。 展开更多
关键词 逆变器开路故障诊断 多模态三支路异构融合模型 CEEMD-PRT算法 异构特征融合
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五相永磁同步电动机无模型预测容错控制
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作者 周华伟 朱流川 +1 位作者 周振伍 颜黎浩 《江苏大学学报(自然科学版)》 北大核心 2026年第1期71-78,共8页
针对开路故障下运行时五相永磁同步电动机参数易发生摄动,严重影响模型预测电流控制性能的问题,提出一种新的无模型预测容错控制策略.在同步旋转坐标系中建立五相永磁同步电动机相开路故障情况下的模型,分析由参数摄动及未建模动态引起... 针对开路故障下运行时五相永磁同步电动机参数易发生摄动,严重影响模型预测电流控制性能的问题,提出一种新的无模型预测容错控制策略.在同步旋转坐标系中建立五相永磁同步电动机相开路故障情况下的模型,分析由参数摄动及未建模动态引起的总扰动.基于超局部模型,在基波和三次谐波平面中设计扩展状态观测器估计扰动,并将其补偿到基于无差拍控制得到的参考电压中.在MATLAB/Simulink中搭建基于五相PMSM的MF-PFTC模型,并与传统MPFTC进行性能对比仿真分析.建立五相PMSM试验平台,分别对传统MPFTC策略和所提出MF-PFTC策略进行相关试验.结果表明:所提出方法在正常和开路故障情况下均具备优良的稳态、动态和鲁棒性能,验证了所提出策略的有效性. 展开更多
关键词 永磁同步电动机 无模型预测控制 容错控制 开路故障 参数失配 超局部模型 扩展状态观测器
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六相开绕组PMSLM的组合式谐波空间电流轨迹开路故障诊断
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作者 郭冀岭 彭逸飞 +3 位作者 宋文豪 陈俊逸 季小雷 李祎鸣 《电机与控制学报》 北大核心 2026年第1期46-58,共13页
针对多相永磁同步直线电机的开路故障诊断,传统的相电流平均法原理简单,但故障诊断较慢,而单谐波空间电流轨迹法虽然准确性高、速度快,但仅能实现单相开路故障诊断,为此提出一种基于组合式谐波空间相电流轨迹的开路故障诊断方法。通过... 针对多相永磁同步直线电机的开路故障诊断,传统的相电流平均法原理简单,但故障诊断较慢,而单谐波空间电流轨迹法虽然准确性高、速度快,但仅能实现单相开路故障诊断,为此提出一种基于组合式谐波空间相电流轨迹的开路故障诊断方法。通过对六相开绕组PMSLM自然坐标系下数学模型的空间解耦变换,得到3、5次谐波子空间中的谐波电流,然后分别以3、5次谐波子空间对应的相电流为纵、横轴,进一步得到各相的组合式谐波空间电流轨迹,进而结合六相开绕组PMSLM不同开路故障情况下的轨迹特征,构建故障判断因子,最终实现开路故障的精准和快速判断。仿真和实验结果表明,所提方法能够实现所有21种单相和两相开路故障的准确定位,且诊断速度较快,诊断时间仅为0.15~0.25个电周期。 展开更多
关键词 六相开绕组永磁同步直线电机 开路故障 故障诊断 电流轨迹法 谐波空间电流 组合式电流轨迹
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Improving open-circuit voltage by a chlorinated polymer donor endows binary organic solar cells efficiencies over 17% 被引量:16
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作者 Ruijie Ma Tao Liu +9 位作者 Zhenghui Luo Qing Guo Yiqun Xiao Yuzhong Chen Xiaojun Li Siwei Luo Xinhui Lu Maojie Zhang Yongfang Li He Yan 《Science China Chemistry》 SCIE EI CAS CSCD 2020年第3期325-330,共6页
Power conversion efficiency(PCE)of single-junction polymer solar cells(PSCs)has made a remarkable breakthrough recently.Plenty of work was reported to achieve PCEs higher than 16%derived from the PM6:Y6 binary system.... Power conversion efficiency(PCE)of single-junction polymer solar cells(PSCs)has made a remarkable breakthrough recently.Plenty of work was reported to achieve PCEs higher than 16%derived from the PM6:Y6 binary system.To further increase the PCEs of binary OSCs incorporating small molecular acceptor(SMA)Y6,we substituted PM6 with PM7 due to the deeper highest occupied molecular orbital(HOMO)of PM7.Consequently,the PM7:Y6 has achieved PCEs as high as 17.0%by the hotcast method,due to the improved open-circuit voltage(VOC).Compared with PM6,the lower HOMO of PM7 increases the gap between ELUMO-donor and EHOMO-acceptor,which is proportional to VOC.This research provides a high PCE for single-junction binary PSCs,which is meaningful for device fabrication related to PM7 and commercialization of PSCs. 展开更多
关键词 single JUNCTION BINARY system power CONVERSION EFFICIENCIES open-circuit VOLTAGE
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基于平移调制波的三电平有源中点钳位逆变器容错下中点电位平衡策略
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作者 赵相霖 李卫超 周亮 《电工技术学报》 北大核心 2026年第4期1352-1368,共17页
在极端工况下,三电平有源中点钳位(ANPC)逆变器可能出现开路故障,此时小矢量的冗余状态被打破,传统调整冗余小矢量作用时间的均压方法将失效,即使在容错运行下,仍然存在中点(NP)电位不均衡问题。为解决该问题,首先,分析将故障相桥臂钳... 在极端工况下,三电平有源中点钳位(ANPC)逆变器可能出现开路故障,此时小矢量的冗余状态被打破,传统调整冗余小矢量作用时间的均压方法将失效,即使在容错运行下,仍然存在中点(NP)电位不均衡问题。为解决该问题,首先,分析将故障相桥臂钳位到零电平的拓扑工作原理,在此基础上,推导容错下叠加零序分量的三相调制波,从而简化矢量作用时间的计算过程;其次,进一步分析容错下小矢量作用时间的变化对NP电流的影响,根据平移调制波与改变小矢量作用时间的对应关系,提出一种基于平移调制波的电压平衡(VBBTM)策略;接着,采用电荷平衡法,定量计算调制波的平移量;最后,深入分析VBBTM策略对中点电位波动幅值、电流不平衡度以及目标电压矢量的影响,并通过仿真和实验验证了所提策略在三电平ANPC逆变器不同相器件故障、同相不同位置器件故障以及不同调制比条件下的有效性。 展开更多
关键词 有源中点钳位逆变器 开路故障 容错控制 平移调制波 中点电位平衡
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五相内置式永磁电机单相开路低转矩脉动容错控制
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作者 周鹏 覃一泓 +2 位作者 梁锦华 陈曦 许海平 《电机与控制学报》 北大核心 2026年第1期84-94,共11页
针对五相内置式永磁同步电机发生单相开路故障时转矩输出能力降低以及转矩脉动变大的问题,提出了基于永磁转矩脉动为零的开路容错矢量控制策略。首先,构建故障后的降阶解耦变换矩阵,建立同步坐标系下的电机模型。其次,根据故障前后磁动... 针对五相内置式永磁同步电机发生单相开路故障时转矩输出能力降低以及转矩脉动变大的问题,提出了基于永磁转矩脉动为零的开路容错矢量控制策略。首先,构建故障后的降阶解耦变换矩阵,建立同步坐标系下的电机模型。其次,根据故障前后磁动势不变的原则,建立基于降阶解耦变换的容错矢量控制策略,并推导出使转矩脉动为零的电流约束方程组;分析表明,使得转矩脉动严格为零的方程组无解;通过比较可知,永磁转矩脉动比磁阻转矩脉动大,因此选择使永磁转矩脉动为零的容错控制策略,并在此基础上求解使输出转矩平均值最大化的容错电流。最后,对所提控制策略进行仿真及实验验证,实验结果表明该方法能够改善电机剩余健康相电流的对称性,电流有效值的平均值下降22.21%,电机的转矩脉动下降53%,提升了故障状态下的转矩输出能力。 展开更多
关键词 单相开路故障 降阶解耦变换 容错矢量控制 转矩脉动抑制 五相内置式永磁同步电机
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