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Active Power Correction Strategies Based on Deep Reinforcement Learning Part II:A Distributed Solution for Adaptability 被引量:3
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作者 Siyuan Jiajun Duan +5 位作者 Yuyang Bai Jun Zhang Di Shi Zhiwei Wang Xuzhu Dong Yuanzhang Sun 《CSEE Journal of Power and Energy Systems》 SCIE EI CSCD 2022年第4期1134-1144,共11页
This article is the second part of Active Power Correction Strategies Based on Deep Reinforcement Learning.In Part II,we consider the renewable energy scenarios plugged into the large-scale power grid and provide an a... This article is the second part of Active Power Correction Strategies Based on Deep Reinforcement Learning.In Part II,we consider the renewable energy scenarios plugged into the large-scale power grid and provide an adaptive algorithmic implementation to maintain power grid stability.Based on the robustness method in Part I,a distributed deep reinforcement learning method is proposed to overcome the infuence of the increasing renewable energy penetration.A multi-agent system is implemented in multiple control areas of the power system,which conducts a fully cooperative stochastic game.Based on the Monte Carlo tree search mentioned in Part I,we select practical actions in each sub-control area to search the Nash equilibrium of the game.Based on the QMIX method,a structure of offine centralized training and online distributed execution is proposed to employ better practical actions in the active power correction control.Our proposed method is evaluated in the modified global competition scenario cases of“2020 Learning to Run a Power Network.Neurips Track 2”. 展开更多
关键词 Active power correction strategies distributed deep reinforcement learning Nash equilibrium renewable energies stochastic game
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Factorization of radiative leptonic D-meson decay with sub-leading power corrections
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作者 Long-Sheng Lu 《Chinese Physics C》 SCIE CAS CSCD 2021年第7期20-30,共11页
In this work,we calculate the sub-leading power contributions to radiative leptonic D→γνdecay.For the first time,we provide the analytic expressions of next-to-leading power contributions and the error estimation a... In this work,we calculate the sub-leading power contributions to radiative leptonic D→γνdecay.For the first time,we provide the analytic expressions of next-to-leading power contributions and the error estimation associated with the power expansion of O(∧_(QCD)/m_(c)).In our calculation,we adopt two different models of the D-meson distribution amplitudesφ^(+)_(D,Ⅰ)andφ^(+)_(DⅡ).Within the framework of QCD factorization as well as the dispersion relation,we evaluate the soft contribution up to the next-to-leading logarithmic accuracy and also consider the higher-twist contribution from the two-particle and three-particle distribution amplitudes.Finally,we find that all the sub-leading power contributions are significant atλd(μ0)354 MeV,and the next-to-leading power contributions lead to 143%inφ^(+)_(D,Ⅰ)and 120%inφ^(+)_(DⅡ)corrections to leading power vector form factors with Eγ=0.5 GeV.As the corrections from the higher-twist and local sub-leading power contributions are enhanced with increasing inverse moment,it is difficult to extract an appropriate inverse moment of the D-meson distribution amplitude.The predicted branching fractions are(1.88^(+0.36)_(0.29))×10^(-5)forφ^(+)_(D,Ⅰ)and(2.31^(+0.65)_(-0.54))×10^(-5)forφ^(+)_(DⅡ). 展开更多
关键词 FACTORIZATION D-meson radiative leptonic decay sub-leading power correction
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Active Power Correction Strategies Based on Deep Reinforcement Learning Part I:A Simulation-driven Solution for Robustness 被引量:4
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作者 Peidong Xu Jiajun Duan +5 位作者 Jun Zhang Yangzhou Pei Di Shi Zhiwei Wang Xuzhu Dong Yuanzhang Sun 《CSEE Journal of Power and Energy Systems》 SCIE EI CSCD 2022年第4期1122-1133,共12页
Employing the novel Deep Reinforcement Learning approach,this paper addresses the active power corrective control in modern power systems.Seeking to minimize the joint effect engendered by operation cost and blackout ... Employing the novel Deep Reinforcement Learning approach,this paper addresses the active power corrective control in modern power systems.Seeking to minimize the joint effect engendered by operation cost and blackout penalty,this correction strategy focuses on evaluating the robustness and adaptability aspects of the control agent.In Part I of this paper,where robustness is the primary focus,the agent is developed to handle unexpected incidents and guide the stable operation of power grids A Simulation-driven Graph Attention Reinforcement Learning method is proposed to perform robust active power corrective control.The aim of the graph attention networks is to determine the representation of power system states considering the topological features.Monte Carlo tree search is adopted to select the best suitable action set out of the large action space,including generator redispatch and topology control actions.Finally,driven by simulation,a guided training mechanism along with a long-short-term action deployment strategy are designed to help the agent better evaluate the action set while training and to operate more stably when deployed.The efficacy of the proposed method has been demonstrated in the“2020 I earning to Run a Power Network.Neurips Track 1”global competition and the associated cases.Part II of this paper deals with the adaptability case,where the agent is equipped to better adapt to a grid that has an increasing share of renewable energies through the years. 展开更多
关键词 Active power corrective control deep reinforcement learning graph attention networks simulationdriven.
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Period-doubling bifurcation in two-stage power factor correction converters using the method of incremental harmonic balance and Floquet theory 被引量:5
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作者 Wang Fa-Qiang Zhang Hao Ma Xi-Kui 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第2期153-162,共10页
In this paper, period-doubling bifurcation in a two-stage power factor correction converter is analyzed by using the method of incremental harmonic balance (IHB) and Floquet theory. A two-stage power factor correcti... In this paper, period-doubling bifurcation in a two-stage power factor correction converter is analyzed by using the method of incremental harmonic balance (IHB) and Floquet theory. A two-stage power factor correction converter typically employs a cascade configuration of a pre-regulator boost power factor correction converter with average current mode control to achieve a near unity power factor and a tightly regulated post-regulator DC-DC Buck converter with voltage feedback control to regulate the output voltage. Based on the assumption that the tightly regulated postregulator DC-DC Buck converter is represented as a constant power sink and some other assumptions, the simplified model of the two-stage power factor correction converter is derived and its approximate periodic solution is calculated by the method of IHB. And then, the stability of the system is investigated by using Floquet theory and the stable boundaries are presented on the selected parameter spaces. Finally, some experimental results are given to confirm the effectiveness of the theoretical analysis. 展开更多
关键词 two-stage power factor correction converter incremental harmonic balance Floquet theory period-doubling bifurcation
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A new high-performance AC/DC power factor correction switching converter based on one-cycle control technology and active floating-charge technology 被引量:3
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作者 高潮 《Journal of Chongqing University》 CAS 2008年第2期119-124,共6页
A new family of converters,high-performance AC/DC power factor correction(PFC) switching converters with one-cycle control technology and active floating-charge technology,was derived and experimentally verified.The t... A new family of converters,high-performance AC/DC power factor correction(PFC) switching converters with one-cycle control technology and active floating-charge technology,was derived and experimentally verified.The topology of a single-phase CCM and DCM Boost-PFC switching converter was also analyzed.Its operating prniciples and control methods were expounded.Based on these,a new type of AC/DC switching converter circuits for PFC combined with one-cycle control technology was presented herein.The proposed AC/DC switching converter significantly helps improve the converter efficiency and its power factor value. 展开更多
关键词 AC/DC converter floating charge technology active power factor correction switching converter
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Performance Evaluation of a Permanent Magnet Electric-Drive- Reconfigured Onboard Charger with Active Power Factor Correction 被引量:4
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作者 Feng Yu Zhihao Zhu +1 位作者 Jingfeng Mao Juping Gu 《CES Transactions on Electrical Machines and Systems》 CSCD 2019年第1期72-80,共9页
This paper presents a comprehensive charging operation for an electric-drive-reconfigured onboard charger(EDROC)with active power factor correction(APFC).The charging topology exclusively utilizes the three-phase perm... This paper presents a comprehensive charging operation for an electric-drive-reconfigured onboard charger(EDROC)with active power factor correction(APFC).The charging topology exclusively utilizes the three-phase permanent magnet synchronous motor(PMSM)propulsion system as a three-channel boost-type converter in which only a contactor and a small diode bridge are added.First,the operation scenario of the EDROC is introduced.Second,the relationship between electromagnetic torque and rotor position is investigated.Third,the current ripple cancellation of the EDROC is discussed in detail.Moreover,to implement the single-phase APFC along with charging voltage/current regulation of propulsion battery,control strategies including current balancing and synchronous/interleaving PWM strategies are incorporated.Finally,200W proof-of-concept prototype-based tests are conducted under different operation scenarios. 展开更多
关键词 Active power factor correction current balancing electric-drive-reconfigured electromagnetic torque INTERLEAVING onboard charger.
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Single-stage active clamp power factor correction AC/DC converter
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作者 张继红 王伟哲 +1 位作者 吴长顺 吕志伟 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2007年第6期833-836,共4页
A simple single-stage AC/DC converter circuit with active clamp is presented. The operation theory and state are analyzed. The experimental results show that the voltage across main switch can be clamped to a certain ... A simple single-stage AC/DC converter circuit with active clamp is presented. The operation theory and state are analyzed. The experimental results show that the voltage across main switch can be clamped to a certain value,and zero voltage switching (ZVS) can be achieved. The voltage stress and switching loss are both decreased. In range of the whole load,power factors can be always more than 97%,and the highest efficiency can reach 88%. 展开更多
关键词 single stage AC/DC converter active clamp power factor correction
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New DCM Operated Single Phase Bridgeless Cuk Derived Converters for Power Factor Correction
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作者 P. M. Dhanasekaran Parasunath Veena Rajaiah Jeyabharath 《Circuits and Systems》 2016年第9期2176-2188,共13页
This paper presents a power factor corrected (PFC) new bridgeless (BL) Cuk Topologies for low power applications. A BL configuration of Cuk converter is proposed which eliminates the usage of diode bridge rectifier at... This paper presents a power factor corrected (PFC) new bridgeless (BL) Cuk Topologies for low power applications. A BL configuration of Cuk converter is proposed which eliminates the usage of diode bridge rectifier at the front end of the PFC converter, thus reducing the switching and conduction losses coupled with it. This new BL Cuk converter has two semiconductors switches. The current flow during each switching cycle interval of the converter reduces the conduction losses compared to the conventional Cuk PFC converter. It also reduces the input current ripple and Electromagnetic Interference (EMI). The inrush current during the starting period is limited and the input, output currents of the converter are continuous with minimum current ripple. Hence it is preferred mostly compared to other PFC circuits. The proposed topology works in the Discontinuous Conduction Mode (DCM) with simple control circuitry to achieve almost a unity power factor with less distortion in the input AC current. The switching of the power switches is done under zero current. The proposed PFC topologies are theoretically investigated and performance comparisons are made with the conventional rectifiers. The proposed PFC converter is simulated in MATLAB/SIMULINK with Fuzzy Logic Controller (FLC) and results are demonstrated to evaluate the effectiveness of the controller. 展开更多
关键词 Bridgeless (BL) Cuk Converter Topology power Factor correction (PFC) Total Harmonic Distortion (THD) Fuzzy Logic Controller (FLC)
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Predictive direct power control of three-phase PWM rectifier based on TOGI grid voltage sensor free algorithm
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作者 ZHAO Feng LI Shute +4 位作者 CHEN Xiaoqiang WANG Ying GAN Yanqi NIU Xinqiang ZHANG Fan 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2022年第4期451-459,共9页
In predictive direct power control(PDPC)system of three-phase pulse width modulation(PWM)rectifier,grid voltage sensor makes the whole system more complex and costly.Therefore,third-order generalized integrator(TOGI)i... In predictive direct power control(PDPC)system of three-phase pulse width modulation(PWM)rectifier,grid voltage sensor makes the whole system more complex and costly.Therefore,third-order generalized integrator(TOGI)is used to generate orthogonal signals with the same frequency to estimate the grid voltage.In addition,in view of the deviation between actual and reference power in the three-phase PWM rectifier traditional PDPC strategy,a power correction link is designed to correct the power reference value.The grid voltage sensor free algorithm based on TOGI and the corrected PDPC strategy are applied to three-phase PWM rectifier and simulated on the simulation platform.Simulation results show that the proposed method can effectively eliminate the power tracking deviation and the grid voltage.The effectiveness of the proposed method is verified by comparing the simulation results. 展开更多
关键词 three-phase PWM rectifier predictive direct power control grid voltage sensor free algorithm third-order generalized integrator power correction
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A novel arc welding inverter with unit power factor based on DSP control 被引量:3
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作者 陈树君 曾华 +2 位作者 杜利 殷树言 陈永刚 《China Welding》 EI CAS 2006年第1期53-56,共4页
A novel inverter power source is developed characterized with constant output current and unit power factor input. Digital signal processor ( DSP ) is used to realize power factor correction and control of back-stag... A novel inverter power source is developed characterized with constant output current and unit power factor input. Digital signal processor ( DSP ) is used to realize power factor correction and control of back-stage inverter bridge of the arc welding inverter. The fore-stage adopts double closed loop proportion and integration (PI) rectifier technique and the back- stage adopts digital pulse width modulation ( PWM) technique. Simulated waves can be obtained in Matlab/Simulink and validated by experiments. Experiments of the prototype showed that the total harmonic distortion (THD) can be controlled within 10% and the power factor is approximate to 1. 展开更多
关键词 arc welding inverter power factor correction (PFC) digital signal processor (DSP) HARMONIC
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Intelligent power factor compensation equipment of three phase low voltage loads 被引量:1
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作者 罗安 董密 +1 位作者 Richard Dzudzor 《Journal of Central South University of Technology》 2002年第1期64-69,共6页
An intelligent power factor correction scheme is presented for three phase low power factor loads. This new scheme is able to perform individual phase sensing of parameters by monitoring at all times to sense a change... An intelligent power factor correction scheme is presented for three phase low power factor loads. This new scheme is able to perform individual phase sensing of parameters by monitoring at all times to sense a change in system parameters and affects individual phase correction by applying the exact amount of reactive components needed for each phase, and can also reduce negative sequence current caused by the load to improve system balance. An optimization criterion is used for the proper calculation of reactive power steps in a power compensation installation of capacitor banks. The criterion is enabled by sampling measurements performed on the electrical plant examined within specific interval of time. 展开更多
关键词 power factor correction individual phase sensing negative sequence current system balance
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An Investigation of Power Converters Fed BLDC Motor for Adjustable Speed 被引量:1
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作者 Subramaniam Kaliappan Dr. Ramachandran Rajeswari 《Circuits and Systems》 2016年第8期1369-1378,共10页
This paper reports the converter topologies which are employed for better Power Factor Correction at the input side. The Power Factor Correction is an important factor when considering the Power Quality. Based on the ... This paper reports the converter topologies which are employed for better Power Factor Correction at the input side. The Power Factor Correction is an important factor when considering the Power Quality. Based on the converter topologies, the Bridgeless converters are preferred in order to reduce the number of switching devices, losses associated with it and improve the Power Quality further more. This paper investigates about the Power Factor performances and conduction losses of the Bridgeless Power Factor Corrector Converters which see through the benefits and limitations by analyzing the Bridgeless Buck-Boost Converter, Bridgeless SEPIC converter and Bridgeless CUK converter. The resultant voltage is fed to the BLDC motor which is rapidly replacing the Induction motor for its better operating characteristics. These strategies are being analyzed using the MATLAB/Simulink software and the results are verified through the experimental analysis. The converter choice is preferred through the performance characteristics and Power Factor Correction at the supply. The Power Factor obtained should be within the acceptable limits under IEC 61000-3-2 standards. 展开更多
关键词 BLDC Motor power Factor correction power Quality PFC Converters
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Isolated single stage high power factor AC/DC converter
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作者 王卫 贲洪奇 高国安 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2001年第4期334-337,共4页
The problem of harmonic pollution has brought wide attention with the increase of power customers. The adoption of the technology of active power factor correction (APFC) with advanced high frequency power converter i... The problem of harmonic pollution has brought wide attention with the increase of power customers. The adoption of the technology of active power factor correction (APFC) with advanced high frequency power converter is a more efficient solution to the problem of harmonic pollution. A single stage isolated high power factor AC/DC converter, which features wide range DC output, high power factor, lower harmonic pollution in input current, and phase shift PWM full bridge circuit can achieve soft switching. The principle of the circuit topology and the reasons of voltage surges across the power switch are analyzed. Experiment results illustrate that this circuit has the advantages of high power factor and lower harmonic distortion. 展开更多
关键词 single stage power factor correction CONVERTER voltage surge
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A RESEARCH TO HIGH-PERFORMANCE MULTI-LEVEL SINGLE-PHASE AC/DC POWER FACTOR CORRECT SWITCHING CONVERTER
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作者 Gao Chao 《Journal of Electronics(China)》 2008年第5期716-720,共5页
This letter studies and analyzes the working features of main circuit of tri-level boost Power Factor Correct(PFC) converter and the advantages of tri-level switch converter in aspects of bearing high-voltage of power... This letter studies and analyzes the working features of main circuit of tri-level boost Power Factor Correct(PFC) converter and the advantages of tri-level switch converter in aspects of bearing high-voltage of power components,overall system loss and magnetic component selection based upon the single-level boost PFC switch converter.Besides,relying on the application of mi-croprocessor in power converter technology and DSP(Digital Signal Processing) chip's strong cal-culating capacity,the letter presents the adoption of modified scheme of tri-level boost PFC converter under the control of predictive control algorithm.Moreover,the operating principle and control method are specified,the results of circuit test and analysis are provided and the advantages of pre-dictive control technology-based multi-level boost PFC converter is verified. 展开更多
关键词 MULTI-LEVEL power Factor Correct (PFC) Digital Signal Processing (DSP) Converter Predictive control MICROPROCESSOR
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Optimisation of Electrical Distribution System by Using Solar Thermal Powered Systems and Its Impact on Electrical Distribution Feeders
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作者 Punnaiah Veeraboina G. Yesuratnam 《Energy and Power Engineering》 2016年第4期219-229,共11页
In this research, the performance of the solar thermal powered systems (STPS) is analyzed with different models (without inserts, with inserts and with Nano fluids with different concentrations) and its impact on the ... In this research, the performance of the solar thermal powered systems (STPS) is analyzed with different models (without inserts, with inserts and with Nano fluids with different concentrations) and its impact on the Electric load in a residential/Institutional Electrical Distribution system. For this purpose, the electrical and solar thermal water heater is tested and validated. Solar thermal powered systems and its impact on the Institutional electrical distribution feeders are tested and compared with the energy efficiency (EE) and cost optimization. The goal of this paper is to analyze the impact of solar thermal energy on electrical energy consumption in the electrical distribution feeder level. The electrical system cost and energy consumptions are tabulated and observed that there is a considerable savings. 展开更多
关键词 Solar Thermal power Systems Electrical Distribution Feeder Energy Consumption Automatic power Factor correction Electrical Heaters
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High Power Density Three-Level Three-Phase AC-DC 48 V Power Supply
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作者 Alessandro Lidozzi Andrea Romanelli Luca Solero 《Journal of Energy and Power Engineering》 2012年第10期1624-1634,共11页
International standards impose several constraints concerning the electric power quality and require that the harmonic content of the line current of grid connected equipment is below assigned limits; for this reason,... International standards impose several constraints concerning the electric power quality and require that the harmonic content of the line current of grid connected equipment is below assigned limits; for this reason, operating of AC-DC converters with high power factor and low line current distortion has become essential. In this paper, the prototypal realization of a three-phase AC-DC 48 V power electronic converter for telecom system supplying is described and experimental testing results are discussed. The main constraints in the power supply design are the required power density of about 900 W per dm3 as well as the absence of the neutral wire in the supply grid. The carried out investigation is focused on three-level power converter configurations which are considered in order to reduce voltage rating of power switches. As a result of the reduced voltage, low on-resistance metal-oxide-semiconductor field effect transistors can be used in the power stage, solution which allows to achieve improved efficiency as well as increased switching frequency with respect to the insulated gate bipolar transistors based two-level topologies. 展开更多
关键词 power electronics power factor correction three-level converter efficiency.
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Fault Diagnosis and Phase Disposition Reconfiguration of a 5-Level Double-Boost Power Factor Corrector with Fault-Tolerant Capability
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作者 Thi Thuy Linh Pham Frederic Richardeau Guillaume Gateau 《Journal of Energy and Power Engineering》 2012年第3期418-424,共7页
A 5-level PFC (power factor correction) topology with fault-diagnostic and fault-tolerant capability is proposed and compared to known structures. It is derived from a 3-level non differential double-boost PFC inclu... A 5-level PFC (power factor correction) topology with fault-diagnostic and fault-tolerant capability is proposed and compared to known structures. It is derived from a 3-level non differential double-boost PFC including fly-cap cells. The series-connection of the two low-voltage switching-cells is decoupled by a single flying capacitor that provides a direct fault-tolerant capability and a post-failure operation increasing the availability of converter. The monitoring of the voltages across flying capacitors allows a rapid detection and localization either for open circuit failure or short-circuits failure. A PWM (pulse width modulation) phase-disposition type reconfiguration is also used and presented in order to optimize both normal operation and post-fault continuation. The design and the most important features are highlighted thanks to a digital control frame and a mock-up rated to: AC voltage network 115 V-load 400 V-nominal power 4 kW-switching frequency 62 kHz. 展开更多
关键词 PFC power factor correction multilevel converter fault tolerant capability diagnosis.
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A New Zero-Voltage Transition Power Factor Corrected Single-Phase Single-Stage AC-to-DC Converter
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作者 Azizur Rahman 《Journal of Energy and Power Engineering》 2012年第3期397-403,共7页
This paper presents a new ZVT (zero-voltage transition) single-stage ac-to-dc converter using PWM (pulse width modulation) and HF (high frequency) transformer isolation with capacitive output filter. In this con... This paper presents a new ZVT (zero-voltage transition) single-stage ac-to-dc converter using PWM (pulse width modulation) and HF (high frequency) transformer isolation with capacitive output filter. In this converter a front-end power factor corrected boost stage integrates with a cascaded dc-to-dc bridge HF converter. The front-end boost converter operates in discontinuous current mode and ensures natural power factor correction with very simple control. The auxiliary circuit of this topology deals with very small power and is placed out of the main power path. As a result, the auxiliary circuit components have smaller power rating as opposed to main converter components. Also, output rectifier voltage is clamped to output voltage due to capacitive output filter. Identification and analyses of different operating modes of this converter are presented. Based on these analyses design example of a 50 kHz, 48 V, 1 kW ac-to-dc converter is presented. PSPICE simulation results of the designed converter are presented and explained to verify the performance of this converter. 展开更多
关键词 power factor correction high frequency isolation zero-voltage transition.
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A three-body form factor at sub-leading power in the high-energy limit:planar contributions
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作者 Yishuai Guo Zhi-Feng Liu +2 位作者 Mingming Lu Tianya Xia Li-Lin Yang 《Chinese Physics C》 2025年第9期22-35,共14页
We analyzed two-loop planar contributions to a three-body form factor at next-to-leading power in the high-energy limit,where the masses of the external particles are much smaller than their energies.Calculations were... We analyzed two-loop planar contributions to a three-body form factor at next-to-leading power in the high-energy limit,where the masses of the external particles are much smaller than their energies.Calculations were performed by exploiting differential equations for the expansion coefficients,both to facilitate linear relations among them and to derive their analytic expressions.The results are expressed in terms of generalized polylogarithms involving a few simple symbol letters.Our method can readily be applied to calculations of non-planar contributions as well.Our results provide crucial information for establishing sub-leading factorization theorems for massive scattering amplitudes in the high-energy limit. 展开更多
关键词 perturbative calculation power correction form factor
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Buck Starting-up Scheme of Single-stage Full-bridge Boost PFC Converters 被引量:2
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作者 WANG Daqing BEN Hongqi MENG Tao 《中国电机工程学报》 EI CSCD 北大核心 2013年第9期I0004-I0004,共1页
Single-stage full-bridge power factor correction(PFC)technique is all effective solution to eliminate the pollution produced by power electronic equipment.To restrain the DC.1ink voltage and reduce the voltage stress ... Single-stage full-bridge power factor correction(PFC)technique is all effective solution to eliminate the pollution produced by power electronic equipment.To restrain the DC.1ink voltage and reduce the voltage stress of the switches.an active power clamp circuit is used in this converter as shown in Fig 1. 展开更多
关键词 power factor correction(PFC)conveter single stage full bridge active clamp input inductor over current buck staringupmode
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