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COMPARISON AND EVALUATION OF CURRENT REFERENCE GENERATION STRATEGIES FOR ACTIVE POWER FILTERS IN THREE-PHASE FOUR-WIRE SYSTEMS
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作者 陈东华 郭涛 +1 位作者 谢少军 周波 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2005年第4期298-306,共9页
For three phase four-wire active power filters (APFs), several typical power theories and corresponding current reference generation strategies are induced, p-q, d-q, unify power factor (UPF) and instantaneous act... For three phase four-wire active power filters (APFs), several typical power theories and corresponding current reference generation strategies are induced, p-q, d-q, unify power factor (UPF) and instantaneous active current (IAC) methods are analyzed and compared with each other. The interpretation of active and reactive currents in non-sinusoidal and unbalanced three-phase four-wire systems is given based on the generalized instantaneous reactive power theory. The performance and the characteristic are evaluated, and the application conditions of current reference generation strategies are concluded. Simulation results under different source voltages and loads verify the evaluation result. 展开更多
关键词 active power filters instantaneous reactive power current reference three-phase four wire power
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Three-Phase Unbalance Prediction of Electric Power Based on Hierarchical Temporal Memory 被引量:1
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作者 Hui Li Cailin Shi +2 位作者 Xin Liu Aziguli Wulamu Alan Yang 《Computers, Materials & Continua》 SCIE EI 2020年第8期987-1004,共18页
The difference in electricity and power usage time leads to an unbalanced current among the three phases in the power grid.The three-phase unbalanced is closely related to power planning and load distribution.When the... The difference in electricity and power usage time leads to an unbalanced current among the three phases in the power grid.The three-phase unbalanced is closely related to power planning and load distribution.When the unbalance occurs,the safe operation of the electrical equipment will be seriously jeopardized.This paper proposes a Hierarchical Temporal Memory(HTM)-based three-phase unbalance prediction model consisted by the encoder for binary coding,the spatial pooler for frequency pattern learning,the temporal pooler for pattern sequence learning,and the sparse distributed representations classifier for unbalance prediction.Following the feasibility of spatial-temporal streaming data analysis,we adopted this brain-liked neural network to a real-time prediction for power load.We applied the model in five cities(Tangshan,Langfang,Qinhuangdao,Chengde,Zhangjiakou)of north China.We experimented with the proposed model and Long Short-term Memory(LSTM)model and analyzed the predict results and real currents.The results show that the predictions conform to the reality;compared to LSTM,the HTM-based prediction model shows enhanced accuracy and stability.The prediction model could serve for the overload warning and the load planning to provide high-quality power grid operation. 展开更多
关键词 three-phase unbalance power load prediction model hierarchical temporal memory
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Electrical characteristics of new three-phase traction power supply system for rail transit 被引量:1
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作者 Xiaohong Huang Hanlin Wang +4 位作者 Qunzhan Li Naiqi Yang Tao Ren You Peng Haoyang Li 《Railway Engineering Science》 2023年第1期75-88,共14页
A novel three-phase traction power supply system is proposed to eliminate the adverse effects caused by electric phase separation in catenary and accomplish a unifying manner of traction power supply for rail transit.... A novel three-phase traction power supply system is proposed to eliminate the adverse effects caused by electric phase separation in catenary and accomplish a unifying manner of traction power supply for rail transit.With the application of two-stage three-phase continuous power supply structure,the electrical characteristics exhibit new features differing from the existing traction system.In this work,the principle for voltage levels determining two-stage network is dissected in accordance with the requirements of traction network and electric locomotive.The equivalent model of three-phase traction system is built for deducing the formula of current distribution and voltage losses.Based on the chain network model of the traction network,a simulation model is established to analyze the electrical characteristics such as traction current distribution,voltage losses,system equivalent impedance,voltage distribution,voltage unbalance and regenerative energy utilization.In a few words,quite a lot traction current of about 99%is undertaken by long-section cable network.The proportion of system voltage losses is small attributed to the two-stage three-phase power supply structure,and the voltage unbal-ance caused by impedance asymmetry of traction network is less than 1‰.In addition,the utilization rate of regenerative energy for locomotive achieves a significant promotion of over 97%. 展开更多
关键词 three-phase AC power supply Two-stage power supply structure Electrical characteristics Current distribution Voltage losses Regenerative energy
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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 control scheme for simultaneous elimination of imbalance, disturbance and voltage harmonic in power systems
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作者 Javad Olamaei Farnoosh NarjabadiFam Amid Nazeri 《Journal of Central South University》 SCIE EI CAS 2014年第4期1368-1375,共8页
In recent years, the increasing application of nonlinear and unbalanced electronic equipment and large single phase loads have made voltage imbalance a serious problem in power distribution systems. A novel approach h... In recent years, the increasing application of nonlinear and unbalanced electronic equipment and large single phase loads have made voltage imbalance a serious problem in power distribution systems. A novel approach has been proposed to eliminate voltage imbalance and disturbances. The main strategy of this scheme is based on series active filter. By improving control circuit toward existing schemes and proposing a new strategy to control the voltage amplitude, simultaneous elimination of voltage imbalance, faults, voltage harmonics and also compensation of voltage drop in transmission lines become possible. Eventually, the voltage on the load side is a perfectly balanced three phase voltage with specific proper amplitude. The proposed scheme has been simulated in a test network and the results show high capability of this scheme for the complete elimination of imbalance without phase shift. 展开更多
关键词 power quality series active filter voltage imbalance voltage harmonic symmetrical components
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Three-Phase Optimal Power Flow for Study of PV Plant Distributed Impact on Distribution Systems
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作者 Malinwo E. Ayikpa Katia C. de Almeida Guilherme C. Danielski 《Journal of Electrical Engineering》 2017年第1期47-56,共10页
This paper presents a TOPF (three-phase optimal power flow) model that represents photovoltaic systems. The PV plant is modeled in the TOPF as active and reactive power source. Reactive power can be generated or abs... This paper presents a TOPF (three-phase optimal power flow) model that represents photovoltaic systems. The PV plant is modeled in the TOPF as active and reactive power source. Reactive power can be generated or absorbed using the available capacity and the adjustable power factor of the inverter. The reduction of unbalance voltage and losses in the distribution systems is obtained by actions of reactive power control of the inverter. The TOPF is formulated by current balance equations and the PV systems are modeled via an equivalent circuit. The primal-dual interior point method is used to obtain the optimal operating points for the systems for different scenarios of solar irradiance and temperature, thus providing a detailed view of the impact of photovoltaic distributed generation. 展开更多
关键词 three-phase optimal power flow photovoltaic generation unbalance voltage LOSS primal-dual interior point method.
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Comparative Study of Linear and Non-Linear Controls of Three-Phase Shunt Active Filters for Improving the Quality of Electrical Energy
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作者 Mamane Adamou Nabil Alkassoum +1 位作者 André Foulani Amadou Seidou Maiga 《Energy and Power Engineering》 2019年第3期149-166,共18页
The aim of this work is to comparatively study two types of control of a three-phase shunt active filter (TSAF) in order to realize a system of depollution of electrical networks so as to improve the quality of electr... The aim of this work is to comparatively study two types of control of a three-phase shunt active filter (TSAF) in order to realize a system of depollution of electrical networks so as to improve the quality of electrical energy. We used two TSA control models which differ in the method of disturbed currents detection, one linear and the other non-linear. The results show that the non-linear control method, although with high calculation blocks, gives more promising results than the linear control method. When connecting a non-linear load (televisions, lamps, variable speed drives, etc.) directly to the public distribution network, the non-linear nature of the load causes the source current to be deformed due to the presence of harmonic currents and voltages. These harmonics thus generate a high reactive power, and therefore considerable electrical losses in the network. One of the solutions to reduce losses on the electricity grid is to incorporate an electronic circuit called a filter into the electricity grid. This work carried out a comparative study of two types of control of a three-phase shunt active filter (TSAF) in order to carry out a system for cleaning up electricity networks in order to improve the quality of electrical energy. We used two TSA control models that differ in the method of detecting disturbed currents, one linear and the other non-linear. The results show that the non-linear control method, although with high calculation blocks, gives better results than the linear control method. 展开更多
关键词 power QUALITY Active three-phase SHUNT Filter NON-LINEAR CONTROL LINEAR CONTROL
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Open-circuit fault diagnosis and fault tolerance for shunt active power filter 被引量:2
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作者 PENG Tao ZHAO Shuai +1 位作者 DAN Han-bing YU Hua-xiong 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第11期2582-2595,共14页
The open-circuit fault of the power switches in shunt active power filter(SAPF) would exacerbate the harmonic pollution of power grid, and degrade the reliability of the devices and system. A fault diagnosis method is... The open-circuit fault of the power switches in shunt active power filter(SAPF) would exacerbate the harmonic pollution of power grid, and degrade the reliability of the devices and system. A fault diagnosis method is proposed based on reference model and an over-modulation strategy under hardware fault tolerance for SAPF. First, a mathematic model is established for SAPF. Second, the residuals are generated by comparing the outputs of reference model and those of actual model, and open-switch fault is detected and diagnosed by residual evaluation. After that, hardware fault tolerance is performed with the three-phase four-switch(TPFS) topology to isolate the faulty phase. Finally, the over-modulation strategy is proposed to increase the voltage transfer ratio of the TPFS topology. Simulation and experimental results verified the feasibility and effectiveness of the proposed method. 展开更多
关键词 FAULT diagnosis FAULT TOLERANT reference model over-modulation three-phase four-switch TOPOLOGY SHUNT active power filter
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Simulation Research on a SVPWM Control Algorithm for a Four-Leg Active Power Filter 被引量:5
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作者 ZHOU Juan WU Xiao-jie GENG Yi-wen DAI Peng 《Journal of China University of Mining and Technology》 EI 2007年第4期590-594,共5页
In this paper the topology of a four-leg shunt active-power filter (APF) is given. The APF compensates har-monic and reactive power in a three-phase four-wire system. The scheme adopted for control of the four-leg act... In this paper the topology of a four-leg shunt active-power filter (APF) is given. The APF compensates har-monic and reactive power in a three-phase four-wire system. The scheme adopted for control of the four-leg active power filter,a 3-Dimensional Pulse Width Modulation (PWM) technique,is presented. The theoretical deduction of a space vector PWM (SVPWM) algorithm is given in this paper. The paper also analyzes the distribution of the volt-age-space vector of the four-leg converter in αβγ coordinates and describes methods to determine the location of the voltage-space vector and to calculate duration time. Finally,the algorithm is implemented in simulation; the results show that the total harmonic distortion (THD) of the three phase-current waveforms is reduced. The neutral wire current,after compensation,is about 0 A showing that the topology of the four-leg shunt APF is feasible and the proposed scheme is effective. 展开更多
关键词 three-phase four-wire system shunt active power filter 3-Dimensional space vector PWM
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Electrical Energy Transmission by Several Wires and Reactive Power Problems 被引量:2
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作者 Michael Bank 《Engineering(科研)》 2018年第6期329-335,共7页
The main goal of this article is to compare traditional three phase system with one wire three-phase system. There are several obvious advantages of one wire system, for example cost, reliability and other. But there ... The main goal of this article is to compare traditional three phase system with one wire three-phase system. There are several obvious advantages of one wire system, for example cost, reliability and other. But there is a problem as well, connected to reactive power in both systems. This article proposes explanation of reactive power emergence in systems SWER, three-phase and in their one wire versions. 展开更多
关键词 three-phase SYSTEM SWER Single LINE SYSTEM REACTIVE power
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Power Factor Correction Rectifier with a Variable Frequency Voltage Source in Vehicular Application 被引量:1
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作者 Amine Toumi Mohamed Radhouan Hachicha +1 位作者 Moez Ghariani Rafik Neji 《Intelligent Control and Automation》 2014年第1期1-11,共11页
This paper presents a PFCVF (Power Factor Correction) rectifier that uses a variable frequency source for alternators for electric and hybrid vehicles application. In such application, the frequency of the signal in t... This paper presents a PFCVF (Power Factor Correction) rectifier that uses a variable frequency source for alternators for electric and hybrid vehicles application. In such application, the frequency of the signal in the alternator changes according to the vehicle speed, more over the loading effect on the alternator introduces harmonic currents and increases the alternator apparent power requirements. To overcome these problems and aiming more stability and better design of the alternator, a new third harmonic injection technique is proposed. This technique allows to preserve a good THD (Total Harmonic Distortion) of the input source at any frequency and to decrease losses in semiconductors switches, thereby allowing more stability and reducing the apparent power requirements. A comparative study between the standard and the new technique is made and highlights the effectiveness of the new design. A detailed analysis of the proposed topology is presented and simulations as well as experimental results are shown. 展开更多
关键词 ASYNCHRONOUS Machine Control-Oriented Vector of Rotor Flux PWM BOOST Converter HARMONIC Injection power Factor Correction three-phase RECTIFIER JUNCTION Temperature
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New Approach to the Power Selection for Asynchronous Motor
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作者 高建华 胡洪国 杨汝清 《Journal of Donghua University(English Edition)》 EI CAS 2001年第2期133-139,共7页
The heating calculation of three-phase squirrel- cage asynchronous motor on the condition of starting for a prescribed rotary angle is firstly studied with time dissection method and its corresponding algorithm is pro... The heating calculation of three-phase squirrel- cage asynchronous motor on the condition of starting for a prescribed rotary angle is firstly studied with time dissection method and its corresponding algorithm is provided. Then based upon the algorithm, a new method for motor power selection is established. Motor initial power determined by load power ischecked and modified in terms of time crit erion, heating criterion,and starting torque criterion.An appropriate motor power which meets three criterions is obtained at last, in the meantime, working displacement matrix andfrequency matrix used for control are acquired. Lifting motor of MDJ1800 low-level high- speed palletizer is taken as a reaI case in the paper. 展开更多
关键词 time dissection heating calculation frequent starting power selection three-phase squirrel-cage ASYNCHRONOUS motor
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Voltage Profile Enhancement and Power Loss Reduction with Economic Feasibility Using Small Capacity Distribution Transformers
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作者 Rasool M.Imran Mohammed R.Saeed +5 位作者 Mohammed Amer Mohammed Osama A.Suhry Ihsan H.Abdulqadder Hasan Wahhab Salih Mohammed R.Almallah Firas M.F.Flaih 《Energy Engineering》 EI 2022年第6期2447-2467,共21页
Usually,rural areas can be electrified via three-phase distribution transformers with relatively large capacities.In such areas,low voltage lines are used for long distances,which cause power losses and voltage drop f... Usually,rural areas can be electrified via three-phase distribution transformers with relatively large capacities.In such areas,low voltage lines are used for long distances,which cause power losses and voltage drop for different types of consumers.Reducing losses and improving voltage profiles in rural distribution networks are significant challenges for electricity distribution companies.However different solutions were proposed in the literature to overcome these challenges,most of them face difficulties when applied in the conventional distribution network.To address the above issues,an applicable solution is proposed in this paper by installing a number of small-capacity distribution transformers instead of every single large-capacity transformer in rural areas.The proposed approach is implemented in the branch network of Al-Hoqool village,which belongs to the Nineveh distribution network.The network has been inspected on-site,drawn,and analyzed using the electrical systems analysis program(ETAP).The analysis showed that using the single-phase pole-mounted transformers can improve the voltage in the network’s end by 29%and enhance the voltage profile for all consumers.The analysis has also demonstrated that the modification can reduce the total power losses by 78%compared to the existing network.Concerning the economic aspect,the payback period for the proposed network is assigned to be 20 months. 展开更多
关键词 Single-phase pole-mounted transformer three-phase transformer power losses voltage profile distribution networks
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Switching of Capacitors in an Asymmetric Induction Motor with Single-Phase Power,Triggering Several Applied Loads
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作者 Prado Wellington Marcos Antonio Geraldo Caixeta Guimarães 《Journal of Energy and Power Engineering》 2020年第3期90-99,共10页
xThis study has as its objective to collaborate with the expansion in the market of electric energy in rural areas,offering as such an innovative prospect to the solution of associated problems through use of the asym... xThis study has as its objective to collaborate with the expansion in the market of electric energy in rural areas,offering as such an innovative prospect to the solution of associated problems through use of the asymmetric three-phase induction motor,supplied by a single-phase source.In this system,capacitor switching is applied during operation,while theoretical and practical results are presented for the application of this switching in a three-phase asymmetric induction motor of 20 hp. 展开更多
关键词 Startup current capacitor switching three-phase induction motor asymmetric motor power factor
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Grid-Connected PV Solar Energy Converter with Active and Reactive Power Control
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作者 Roberto F. Coelho Artur Pagnoncelli Galbiatti Denizar Cruz Martins 《Journal of Energy and Power Engineering》 2014年第2期331-342,共12页
This work proposes a 12 kW three-phase grid-connected single stage PWM DC-AC converter destined to process the energy provided by a photovoltaic array composed of 57 KC200GT PV modules with high power factor for any s... This work proposes a 12 kW three-phase grid-connected single stage PWM DC-AC converter destined to process the energy provided by a photovoltaic array composed of 57 KC200GT PV modules with high power factor for any solar radiation. The PWM inverter modeling and the control strategy, using dqO transformation, are proposed in order to also allow the system operation as an active power filter, capable to compensate harmonic components and react power generated by the non-linear loads connected to the mains grid. An input voltage clamping technique is proposed to impose the photovoltaic operation on the maximum power point. Simulation and experimental results are presented to validate the proposed methodology for grid connected photovoltaic generation system. 展开更多
关键词 Active and reactive power dqO transformation grid-connected PV systems three-phase DC-AC PWM converter.
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H桥级联型静止同步补偿器容值减小产生的相间电压不平衡分析与抑制机理
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作者 杜少通 李威 +2 位作者 周娟 朱军 何金泽 《电网技术》 EI CSCD 北大核心 2024年第11期4628-4637,I0052-I0054,I0051,共14页
采用小容值薄膜电容的H桥级联型静止同步补偿器(cascaded H-bridge static synchronous compensator,CHB-STATCOM)直流侧电压控制以直流侧电压平方值为被控量,在补偿功率发生跃变时相间电压不平衡加剧,传统相间电压平衡控制动态效果不... 采用小容值薄膜电容的H桥级联型静止同步补偿器(cascaded H-bridge static synchronous compensator,CHB-STATCOM)直流侧电压控制以直流侧电压平方值为被控量,在补偿功率发生跃变时相间电压不平衡加剧,传统相间电压平衡控制动态效果不佳。基于容值减小的CHB-STATCOM控制原理,推导各相直流侧电压平方值与跃变功率、电容容值的数学关系,揭示相间电压不平衡的原因,讨论直流侧电压峰值与电容电压纹波的关系。建立指令功率渐变的给定方法,分析指令功率渐变时间与相间电压不平衡的关系,揭示指令功率渐变时间对CHB-STATCOM补偿功率变化时相间电压不平衡的抑制机理。仿真和实验验证了理论分析与相间电压不平衡抑制机理的有效性。研究结论可为该类型的相间电压不平衡抑制提供理论基础。 展开更多
关键词 H桥级联型静止同步补偿器 相间电压不平衡 容值减小 纹波电压 功率变化
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MMC结构的分布式光伏系统功率不平衡优化方案
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作者 孙孝峰 刘鑫磊 +3 位作者 张㼆 滕甲训 刘玥良 赵巍 《中国电机工程学报》 EI CSCD 北大核心 2024年第9期3665-3678,I0028,共15页
模块化多电平变换器(modular multilevel converter,MMC)由于其模块化结构,已成为大规模光伏(photovoltaic,PV)并网逆变器的研究热点。然而,在不同光照强度和温度下,PV组件之间发电功率不同,导致MMC内部出现桥臂、相间功率不均衡。因此... 模块化多电平变换器(modular multilevel converter,MMC)由于其模块化结构,已成为大规模光伏(photovoltaic,PV)并网逆变器的研究热点。然而,在不同光照强度和温度下,PV组件之间发电功率不同,导致MMC内部出现桥臂、相间功率不均衡。因此,该文先分析MMC-PV系统在功率不均衡下的表现机理,后提出一种基于MMC结构的光储电能路由,其控制策略在满足交、直流端口功率需求的同时,实现桥臂间和相间的功率自均衡,提高PV利用率和系统稳定性。同时,受桥臂内子模块功率传输极限的影响,对PV和ESS的配置约束作详细分析,最后,通过仿真以及实验验证所提拓扑及控制策略的正确性和有效性。 展开更多
关键词 模块化多电平变换器 光伏 储能系统 功率不均衡 功率限值
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某铜矿选矿厂半自磨系统磨矿负荷分配研究
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作者 杨远坤 廖银英 +1 位作者 巫銮东 王金庆 《有色金属(选矿部分)》 CAS 2024年第6期94-98,144,共6页
半自磨+球磨组成的半自磨系统应用广泛,但在应用过程中半自磨机和球磨机负荷不平衡的情况经常出现。结合某铜矿项目,分析了出现负荷不平衡的原因,并通过优化半自磨机入料粒度、增加格子孔孔缝和开孔率、调整半自磨机排矿产品粒度、优化... 半自磨+球磨组成的半自磨系统应用广泛,但在应用过程中半自磨机和球磨机负荷不平衡的情况经常出现。结合某铜矿项目,分析了出现负荷不平衡的原因,并通过优化半自磨机入料粒度、增加格子孔孔缝和开孔率、调整半自磨机排矿产品粒度、优化筛缝尺寸、修改直型格子板为弧形格子板、优化破碎后顽石的返回途径等措施,使得半自磨系统新给矿处理量由39 960 t/d提高至42 500 t/d,半自磨功率保持不变,但球磨机运行功率由9 300 kW提升至11 000 kW,半自磨和球磨负荷分配更加合理。通过对不同优化措施的分析和应用,可为解决其他矿山半自磨流程负荷不平衡问题提供借鉴和参考。 展开更多
关键词 半自磨系统 功率负荷不平衡 直型格子板 弧形格子板 SABC-B流程
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基于MMC-BESS的子模块电池功率极限值分析
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作者 潘尧 吴光尧 +3 位作者 孙孝峰 赵巍 李昕 朱艳萍 《中国电机工程学报》 EI CSCD 北大核心 2024年第1期427-438,I0035,共13页
模块化多电平变换器(modularmultilevelconverter,MMC)是电池储能系统(batteryenergystoragesystems,BESS)功率变换的最佳选择之一。在基于模块化多电平变换器的电池储能系统(MMC-BESS)运行时,会出现子模块之间的有功功率分布不平衡情况... 模块化多电平变换器(modularmultilevelconverter,MMC)是电池储能系统(batteryenergystoragesystems,BESS)功率变换的最佳选择之一。在基于模块化多电平变换器的电池储能系统(MMC-BESS)运行时,会出现子模块之间的有功功率分布不平衡情况,为评估系统稳定安全运行的合理性,需要对子模块功率极限值进行分析。因此,该文首先对MMC-BESS建模,分析其桥臂环流的功率传输特性,再提出相应控制策略,包括外部交流及电池功率控制和内部电容电压平衡及环流控制,可以实现相间和桥臂间功率不平衡时的稳定运行,而对于桥臂内功率不平衡,根据安秒平衡原理,从过调制角度对子模块电池功率极限值进行详细分析,得出功率极限值的计算方法。最后,通过仿真以及实验验证功率极限值分析及计算的正确性。 展开更多
关键词 模块化多电平变换器 电池储能系统 功率不平衡 功率极限值 安秒平衡
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基于运行状态与功率特性引导的覆冰天气下风电机组功率预测
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作者 王康德 刘文泽 +3 位作者 陈泽 黄展鸿 余涛 潘振宁 《电力自动化设备》 EI CSCD 北大核心 2024年第11期88-93,133,共7页
针对覆冰天气下风电机组功率预测精度不足的问题,提出一种基于运行状态与功率特性引导的覆冰天气下风电机组功率预测方法。针对覆冰天气下风电机组样本不平衡的问题,采用贝叶斯优化的改进轻量级梯度提升机模型对覆冰天气下的风电机组数... 针对覆冰天气下风电机组功率预测精度不足的问题,提出一种基于运行状态与功率特性引导的覆冰天气下风电机组功率预测方法。针对覆冰天气下风电机组样本不平衡的问题,采用贝叶斯优化的改进轻量级梯度提升机模型对覆冰天气下的风电机组数据样本进行状态判别并建立运行状态特征标签;针对覆冰天气下非停机运行小样本的问题,构建基于功率特性引导的风电机组功率预测模型,降低功率预测模型对数据的依赖,提升在覆冰天气运行场景下的预测准确性。采用广西某风电场风电机组数据进行算例验证,结果表明,相较于典型预测方法,所提方法在覆冰天气下的预测性能显著提升。 展开更多
关键词 覆冰天气 不平衡样本 小样本学习 轻量级梯度提升机 风电机组功率特性 风电
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