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The Control System Simulation of Variable-Speed Constant-Frequency Wind Turbine
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作者 窦金延 曹娜 《Journal of Measurement Science and Instrumentation》 CAS 2010年第S1期202-206,共5页
In general,Variable-Speed Constant Frequency (VSCF)Wind generation system is controlled by stator voltage orientation method which based on the mathematic model of VSCF Wind generation system and discussed the control... In general,Variable-Speed Constant Frequency (VSCF)Wind generation system is controlled by stator voltage orientation method which based on the mathematic model of VSCF Wind generation system and discussed the control strategy.Present the whole dynamic control model of variable-speed wind generator system in MATLAB/ Simulink,and the simulation results confirm the validity and effectiveness of the proposed control strategy. 展开更多
关键词 variable-speed constant-frequency MODEL wind turbi
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On maximum power point tracking control strategy for variable speed constant frequency wind power generation 被引量:1
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作者 倪红军 《Journal of Chongqing University》 CAS 2010年第1期21-28,共8页
Based on the characteristic of AC-excited variable speed constant frequency(VSCF)wind power generation,the vector control technique was applied in a doubly fed induction generator(DFIG).Maximum wind energy or maximum ... Based on the characteristic of AC-excited variable speed constant frequency(VSCF)wind power generation,the vector control technique was applied in a doubly fed induction generator(DFIG).Maximum wind energy or maximum output power point can be tracked by decoupling control of active power and reactive power.The research result shows that the net power of generation system delivered to grid in maximum wind energy tracking mode is not the most.We presented a novel maximum power point tracking(MPPT)control strategy by analyzing the DFIG mathematic model and power relations which delivered the maximum power to the grid.The maximum power point could be tracked automatically without measuring wind speed in the control strategy and the control was independent of optimal turbine power curve,which had excellent dynamic and static performances and robustness.Simulation and experimental results testify the accuracy and validity of the control strategy. 展开更多
关键词 可变速度常数频率 格子电压取向 去耦 追踪的最大的力量点
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Intelligent control for large-scale variable speed variable pitch wind turbines 被引量:12
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作者 XinfangZHANG DapingXU YibingLIU 《控制理论与应用(英文版)》 EI 2004年第3期305-311,共7页
Large-scale wind turbine generator systems have strong nonlinear multivariable characteristics with many uncertain factors and disturbances. Automatic control is crucial for the efficiency and reliability of wind turb... Large-scale wind turbine generator systems have strong nonlinear multivariable characteristics with many uncertain factors and disturbances. Automatic control is crucial for the efficiency and reliability of wind turbines. On the basis of simplified and proper model of variable speed variable pitch wind turbines, the effective wind speed is estimated using extended Kaiman filter. Intelligent control schemes proposed in the paper include two loops which operate in synchronism with each other. At below-rated wind speed, the inner loop adopts adaptive fuzzy control based on variable universe for generator torque regulation to realize maximum wind energy capture. At above-rated wind speed, a controller based on least square support vector machine is proposed to adjust pitch angle and keep rated output power. The simulation shows the effectiveness of the intelligent control. 展开更多
关键词 wind turbines Adaptive fuzzy control Least square support vector machine variable speed variable pitch
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Second-order Sliding Mode Control of DFIG Based Variable Speed Wind Turbine for Maximum Power Point Tracking 被引量:3
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作者 Xiangjie Liu Chengcheng Wang Yaozhen Han 《自动化学报》 EI CSCD 北大核心 2017年第8期1434-1442,共9页
关键词 风力发电机组 滑模控制器 二阶滑模 变速恒频 最大功率点跟踪 双馈感应发电机 李雅普诺夫函数 发电机转子
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Asymptotic Tracking Control for Wind Turbines in Variable Speed Mode
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作者 Wei Lin Zongtao Lu Wei Wei 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2017年第3期569-576,共8页
This paper presents a variable speed control strategy for wind turbines in order to capture maximum wind power.Wind turbines are modeled as a two-mass drive-train system with generator torque control.Based on the obta... This paper presents a variable speed control strategy for wind turbines in order to capture maximum wind power.Wind turbines are modeled as a two-mass drive-train system with generator torque control.Based on the obtained wind turbine model,variable speed control schemes are developed.Nonlinear tracking controllers are designed to achieve asymptotic tracking for a prescribed rotor speed reference signal so as to yield maximum wind power capture.Due to the difficulty of torsional angle measurement,an observer-based control scheme that uses only rotor speed information is further developed for global asymptotic output tracking.The effectiveness of the proposed control methods is illustrated by simulation results. 展开更多
关键词 Asymptotic tracking partial-state and output feedback two-mass drive-train model variable speed control wind turbines
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PID-Type Fuzzy Controller for Grid-Supporting Inverter of Battery in Embedded Small Variable Speed Wind Turbine
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作者 Ferdian Ronilaya Hajime Miyauchi Adi Kurniawan 《Journal of Power and Energy Engineering》 2014年第4期151-160,共10页
Frequency and voltage of embedded variable speed wind turbine (VSWT) driving a permanent magnet synchronous generator (PMSG) is strongly affected by wind speed fluctuations. In practice, power imbalance between supply... Frequency and voltage of embedded variable speed wind turbine (VSWT) driving a permanent magnet synchronous generator (PMSG) is strongly affected by wind speed fluctuations. In practice, power imbalance between supply and demand is also common, especially when VSWT-PMSG is connected to a weak micro grid (MG). If load demand fluctuations become high, isolated MG may be unable to stabilize the frequency and voltage so that battery storage needs to be installed into the MG to adjust energy supply and demand. To allow flexible control of active and reactive power flow from/to battery storage, grid-supporting inverters are used. For a system that contains highly nonlinear components, the use of conventional linear proportional-integral-derivative (PID) controllers may cause system performance deterioration. Additionally, these controllers show slow, oscillating responses, and complex equations are required to obtain optimum responses in other controllers. To cope with these limitations, this paper proposes PID-type fuzzy controller (PIDfc) design to control grid-supporting inverter of battery. To ensure safe battery operating limits, we also propose a new controller scheme called intelligent battery protection (IBP). This IBP is integrated into PIDfc. Several simulation tests are performed to verify the scheme’s effectiveness. The results show that the proposed PIDfc controller exhibits improved performance and acceptable responses, and can be used instead of conventional controllers. 展开更多
关键词 BATTERY PID-Type Fuzzy Controller INVERTER Permanent Magnet Synchronous Generator (PMSG) variable speed wind turbine (VSWT)
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Increasing the Efficiency of Grid Tied Micro Wind Turbines in Low Wind Speed Regimes
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作者 Kshitij Tiwari Tirumalachetty Harinarayana 《Smart Grid and Renewable Energy》 2014年第10期249-257,共9页
Major problem with grid tied micro wind turbine is synchronization and wind variability. Due to this problem the stability of available grid gets reduced. The stability can be achieved by output power control of the t... Major problem with grid tied micro wind turbine is synchronization and wind variability. Due to this problem the stability of available grid gets reduced. The stability can be achieved by output power control of the turbine. Major part of many countries like India, the annual mean wind speed is not high. The rated wind speed of turbine remain around 11 m/s and cut in is around 3.5 m/s. Due to this problem we aimed to develop a sustainable wind energy system that can provide stable power supply even at the locations of low wind speed of 2 - 4 m/s. To address this issue, a momentary impulse or external torque to the rotor by external motor is one of the good options to maintain the momentum of blades and thus provide stability for sufficient time. Various theoretical calculations and experiments are conducted on the above method. This would increase the output power and also the efficiency of wind turbine. We show that Return-On-Investment will be high as compared with other grid connected turbines. Our proposed concept in the present study, if implemented properly, can help the installation of number of wind turbines even at domestic level. It also makes the consumers energy independent and promotes the use of wind as a source of energy and may enter as a rooftop energy supply system similar to solar. 展开更多
关键词 GRID Tied Rooftop MICRO wind turbine Small External DC Motor wind Variability Tip-speed Ratio (TSR) Stabilized GRID Supply
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基于E-Wind Turbine实验平台的风力发电控制系统 被引量:3
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作者 高哲 汪沛 +1 位作者 赵艳华 刘婷 《实验技术与管理》 CAS 北大核心 2015年第7期91-95,共5页
风力发电系统具有规模大、实际现场培训成本高、危险系数高等特点,因此基于风力发电仿真设备的风力发电控制研究是十分必要的。以E-Wind Turbine实验平台为例,详细介绍了变速、变桨距双馈风力发电系统实验平台的构成与控制策略的实现方... 风力发电系统具有规模大、实际现场培训成本高、危险系数高等特点,因此基于风力发电仿真设备的风力发电控制研究是十分必要的。以E-Wind Turbine实验平台为例,详细介绍了变速、变桨距双馈风力发电系统实验平台的构成与控制策略的实现方法。基于S7-1200系列的PLC控制器,利用PORTAL STEP 7集成开发环境,实现了风机的偏航、转速控制以及功率控制。仿真实验结果表明,设计的风力发电控制系统可以有效地模拟实际风力发电机的各种控制要求,为风力发电控制策略的研究提供了一种有效手段。 展开更多
关键词 双馈风力发电系统 E-wind turbine实验平台 变速变桨距 S7-1200系列PLC
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Dynamic modelling and robust current control of wind-turbine driven DFIG during external AC voltage dip 被引量:10
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作者 HU Jia-bing HE Yi-kang 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2006年第10期1757-1764,共8页
Doubly-Fed Induction Generator (DFIG), with vector control applied, is widely used in Variable-Speed Constant- Frequency (VSCF) wind energy generation system and shows good performance in maximum wind energy capture. ... Doubly-Fed Induction Generator (DFIG), with vector control applied, is widely used in Variable-Speed Constant- Frequency (VSCF) wind energy generation system and shows good performance in maximum wind energy capture. But in two traditional vector control schemes, the equivalent stator magnetizing current is considered invariant in order to simplify the rotor current inner-loop controller. The two schemes can perform very well when the grid is in normal condition. However, when grid disturbance such as grid voltage dip or swell fault occurs, the control performance worsens, the rotor over current occurs and the Fault Ride-Through (FRT) capability of the DFIG wind energy generation system gets seriously deteriorated. An accurate DFIG model was used to deeply investigate the deficiency of the traditional vector control. The improved control schemes of two typical traditional vector control schemes used in DFIG were proposed, and simulation study of the proposed and traditional control schemes, with robust rotor current control using Internal Model Control (IMC) method, was carried out. The validity of the pro- posed modified schemes to control the rotor current and to improve the FRT capability of the DFIG wind energy generation system was proved by the comparison study. 展开更多
关键词 风能 风力发电机 VSCF DFIG FRT 模型控制
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Advanced Control of a PMSG Wind Turbine
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作者 Hafsi Slah Dhaoui Mehdi Sbita Lassaad 《International Journal of Modern Nonlinear Theory and Application》 2016年第1期1-10,共10页
In this work, an intelligent artificial control of a variable speed wind turbine (PMSG) is proposed. First, a mathematical model of turbine written at variable speed is established to investigate simulations results. ... In this work, an intelligent artificial control of a variable speed wind turbine (PMSG) is proposed. First, a mathematical model of turbine written at variable speed is established to investigate simulations results. In order to optimize energy production from wind, a pitch angle and DC bus control law is synthesized using PI controllers. Then, an intelligent artificial control such as fuzzy logic and artificial neural network control is applied. Its simulated performances are then compared to those of a classical PI controller. Results obtained in MATLAB/Simulink environment show that the fuzzy and the neuro control is more robust and has superior dynamic performance and hence is found to be a suitable replacement of the conventional PI controller for the high performance drive applications. 展开更多
关键词 wind turbine variable speed Pitch Angle Pi Controller Fuzzy Logic Controller Neural Networks Controller
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Enhancement of DC-Link Protection of PMSG Based Wind Turbine under Network Disturbance by Using New Buck Controller System
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作者 Linda Sartika Atsushi Umemura +1 位作者 Rion Takahashi Junji Tamura 《Journal of Mechanics Engineering and Automation》 2017年第4期171-179,共9页
关键词 PMSG 网络干扰 直流保护 控制器系统 风力涡轮机 converter PSCAD/EMTDC essential
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基于滑模变结构的风电机组一次调频算法研究
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作者 李继超 贾梦欣 +3 位作者 陈超波 张彬彬 王坤 杨冰 《科学技术与工程》 北大核心 2024年第12期4998-5005,共8页
针对并网风电场中,经典一次调频控制方法存在抗干扰能力弱、机组易脱网的问题,提出一种基于滑模变结构的风电机组一次调频控制算法。首先,在永磁同步风电机组工作原理的基础上,建立含有大电网的风电机组模型。其次,为了解决传统比例积... 针对并网风电场中,经典一次调频控制方法存在抗干扰能力弱、机组易脱网的问题,提出一种基于滑模变结构的风电机组一次调频控制算法。首先,在永磁同步风电机组工作原理的基础上,建立含有大电网的风电机组模型。其次,为了解决传统比例积分微分(proportional integral differential,PID)控制下抗干扰能力弱的问题、引入经典滑模变结构控制器。然后,针对经典滑模变结构控制器导致执行机构存在抖振较多的缺点,提出一种基于sigmoid函数趋近率的滑模变结构一次调频控制算法。最后,通过MATLAB/Simulink对风电机组一次调频进行建模仿真,并与经典控制算法相比,验证了所提算法的可行性,在风速波动和电网故障的环境下,滑模变结构一次调频控制算法更具有效性。 展开更多
关键词 风电机组 永磁同步发电机(PMSM) 一次调频 滑模变结构控制器
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实际风况下萨沃纽斯风力机集群性能及布局规律研究
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作者 齐文闯 陈云瑞 +2 位作者 郭朋华 邹瀚森 李景银 《西安交通大学学报》 EI CAS CSCD 北大核心 2024年第4期85-95,共11页
为探究风况条件对萨沃纽斯风力机集群功率输出和安装方向的影响,基于变转速控制策略和计算流体力学仿真结果,获得了集群在我国8个典型站点不同安装方向下的输出功率,分析了集群在实际风况下的最佳布局规律,并验证了规律的普适性。仿真... 为探究风况条件对萨沃纽斯风力机集群功率输出和安装方向的影响,基于变转速控制策略和计算流体力学仿真结果,获得了集群在我国8个典型站点不同安装方向下的输出功率,分析了集群在实际风况下的最佳布局规律,并验证了规律的普适性。仿真结果表明:在沈阳、厦门、昆明、呼和浩特、青岛、喀什、大连以及郑州8个站点合理安装集群,可使单台机组的输出功率分别提升至原来的1.14、1.23、1.31、1.20、1.21、1.24、1.12、1.11倍;对于有明显单一主风能风向的地区,集群应正对此方向摆放;对于两个主风能风向相位差较大的地区,需选择两者中周围风能更丰富的方向排布集群;对于有3个主风能风向、主风能风向不明显或风能分布比较均匀的地区,应先使机组相互格挡的方位避开风能相对集中区,再选择风能资源较丰富的方向排布集群。该研究可使实际风况下萨沃纽斯风力机集群耦合增益最大化,并为复杂风场条件下集群安装方向的选择提供参考。 展开更多
关键词 变转速控制 萨沃纽斯风力机集群 耦合增益 安装方向
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改善惯性响应与一次调频的风电全直流系统协调控制策略
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作者 汝冬 蔺红 《电力工程技术》 北大核心 2024年第3期52-62,共11页
针对风电全直流系统并网给交流电网带来的系统惯量降低、调频能力不足等问题,提出一种改善惯性响应与一次调频的变系数风电全直流系统协调控制策略。在惯量响应方面,网侧换流站采用惯性同步控制,直流升压站采用恒变比控制,实现直流电容... 针对风电全直流系统并网给交流电网带来的系统惯量降低、调频能力不足等问题,提出一种改善惯性响应与一次调频的变系数风电全直流系统协调控制策略。在惯量响应方面,网侧换流站采用惯性同步控制,直流升压站采用恒变比控制,实现直流电容对电网的惯量支撑及直流低压侧的直流电压对交流系统频率的感知,在此基础上对直流风电机组(direct current wind turbine,DCWT)附加变虚拟惯性系数的虚拟惯量控制,使风电全直流系统在不同频率响应阶段具备不同的等效惯量。在一次调频方面,DCWT采用超速与变桨相结合的减载运行方式,通过变下垂控制来改变其有功出力,充分利用不同风速下的备用容量,使风电全直流系统更有效地参与一次调频。仿真算例表明,文中所提策略改善了风电全直流系统接入后电力系统的惯性响应及一次调频。 展开更多
关键词 风电全直流系统 直流电容 直流风电机组(DCWT) 惯量响应 一次调频 变系数
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变速抽水蓄能机组功率优先控制模式的运行稳定域分析
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作者 汪哲铖 杨威嘉 +3 位作者 杨小龙 吴沛霖 廖溢文 高彦明 《水电与抽水蓄能》 2024年第1期24-29,92,共7页
变速机组相较于传统定速机组在运行和调节中具有快速、高效、灵活和可靠等优点。然而变速抽水蓄能电站刚刚起步,其在有功功率调节过程中的运行稳定性需要进一步研究。本文中基于MATLAB和Simulink作为主要工具研究变速抽水蓄能电站在有... 变速机组相较于传统定速机组在运行和调节中具有快速、高效、灵活和可靠等优点。然而变速抽水蓄能电站刚刚起步,其在有功功率调节过程中的运行稳定性需要进一步研究。本文中基于MATLAB和Simulink作为主要工具研究变速抽水蓄能电站在有功功率调节中的动态稳定性。首先,建立了一个变速抽水蓄能电站的水-机-电耦合的数学模型。然后,建立13阶状态矩阵用于理论研究系统的动态稳定性,并进行时域模拟进一步验证和分析,验证了理论矩阵和数学模型的有效性和合理性。结果表明,变速抽水蓄能机组在并网条件下的有功功率调节的过程中,可能面临失去稳定性的风险,这是定速机组不会出现的新问题。因此,在变速抽水蓄能电站的设计和运行过程中,需要重点关注系统特性参数与控制参数的匹配问题。研究结果可为提高变速抽水蓄能电站调节稳定性提供技术参考。 展开更多
关键词 变速运行 抽水蓄能 频率稳定性 调速器 双馈感应电机 动态过程
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Frequency Regulation of VSC-MTDC System with Offshore Wind Farms
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作者 Haoyu Liu Chongru Liu 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2024年第1期275-286,共12页
Frequency regulation of voltage source converter-based multi-terminal high-voltage direct current(VSC-MTDC)system with offshore wind farms enhances the frequency stability by compensating the power for a disturbed AC ... Frequency regulation of voltage source converter-based multi-terminal high-voltage direct current(VSC-MTDC)system with offshore wind farms enhances the frequency stability by compensating the power for a disturbed AC system.However,it is difficult to reasonably allocate frequency-regulation resources due to a lack of coordination mechanisms between wind farms and the MTDC system.Moreover,it is difficult for the frequency control of the wind farms to manage changes in wind speed;and the risk of wind-turbine stalls is high.Thus,based on the kinetic energy of wind turbines and the power margin of the converters,the frequency-regulation capability of wind turbines is evaluated,and a dynamic frequency-support scheme considering the real-time frequency-support capability of the wind turbines and system frequency evolution is proposed to improve the frequency-support performance.A power adaptation technique at variable wind speeds is developed;the active power in the frequency-support stage and restoration stage is switched according to the wind speed.A hierarchical zoning frequency-regulation scheme is designed to use the frequency-regulation resources of different links in the MTDC system with wind farms.The simulation results show that the novel frequency-regulation strategy maintains frequency stability with wind-speed changes and avoids multiple frequency dips. 展开更多
关键词 wind generation voltage source converter-based multi-terminal high-voltage direct current(VSC-MTDC) frequency regulation cooperative control adaptive control variable wind speed
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变速恒频水轮机变流量工况下不稳定流动数值模拟
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作者 毛成 苏立 +1 位作者 沈春和 文贤馗 《人民长江》 北大核心 2024年第1期157-161,共5页
为了研究变流量条件下变速恒频水轮机正常运转时的涡流特性和水动力特性,基于STAR-CCM+软件进行了混流式变速恒频水轮机的水动力特性数值模拟,研究了定流量和正弦流量两种工况下导叶和转轮压力脉动特性和内部流动状态,对旋转速度改变引... 为了研究变流量条件下变速恒频水轮机正常运转时的涡流特性和水动力特性,基于STAR-CCM+软件进行了混流式变速恒频水轮机的水动力特性数值模拟,研究了定流量和正弦流量两种工况下导叶和转轮压力脉动特性和内部流动状态,对旋转速度改变引起的涡旋演化过程进行了可视化展示。结果表明:在低转速时,尾水管进口和转轮交界处存在随转速降低而聚合产生的大尺度涡,但在转速升高后其逐渐破碎、分离,最后消散;叶片靠近叶轮流道入口的吸力面上均存在涡流,尾水管中存在两个涡核中心,且位置随转速改变;无叶空间的压力脉动相对其余位置更剧烈,脉动幅值随着转速和流量的增大而增大。研究成果可为变速恒频水轮机的设计和工程应用提供依据和参考。 展开更多
关键词 混流式水轮机 变速恒频 变流量工况 压力脉动 数值模拟
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风力发电机高速旋转齿轮箱轴承变速故障信号检测研究
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作者 王韦智 《机械与电子》 2024年第7期76-80,共5页
高速运转会导致轴承产生大量的振动和噪声,使得故障信号与背景噪声相混合,难以准确检测,一旦出现轴承变速故障将会威胁风力发电机的正常运行。为解决这一问题,提出风力发电机高速旋转齿轮箱轴承变速故障信号检测方法。通过小波阈值和经... 高速运转会导致轴承产生大量的振动和噪声,使得故障信号与背景噪声相混合,难以准确检测,一旦出现轴承变速故障将会威胁风力发电机的正常运行。为解决这一问题,提出风力发电机高速旋转齿轮箱轴承变速故障信号检测方法。通过小波阈值和经验模态分解方法,对采集到的风电机高速旋转齿轮箱轴承振动信号去噪处理;基于奇异值分解方法,提取风电机高速旋转齿轮箱轴承振动信号特征向量;通过灰狼算法-支持向量机模型,实现对其轴承变速故障检测。实验结果表明,所提方法的风力发电机高速旋转齿轮箱轴承变速故障检测的准确率高。 展开更多
关键词 小波阈值 支持向量机 灰狼算法 变速故障 风力发电机
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双馈变速恒频风电系统控制研究
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作者 陈诚 钱磊 苏俊 《时代汽车》 2024年第4期13-15,44,共4页
文章以双馈异步电机为风力发电的变流器,分析了双馈式变速恒频风电系统在功率因数校正、电网电压畸变及无功补偿方面的控制策略,重点介绍了双馈变速恒频风电场系统,基于功率因数校正的控制方法分析了双馈异步发电机并网运行时电网电压... 文章以双馈异步电机为风力发电的变流器,分析了双馈式变速恒频风电系统在功率因数校正、电网电压畸变及无功补偿方面的控制策略,重点介绍了双馈变速恒频风电场系统,基于功率因数校正的控制方法分析了双馈异步发电机并网运行时电网电压畸变对风力发电系统运行稳定性和电能质量的影响,最后通过仿真验证了控制策略的正确性。仿真结果表明:文章提出的双馈变速恒频风电系统可以有效改善双馈异步电机并网运行时因电压畸变带来的性能下降问题。 展开更多
关键词 风力发电 调速控制 变速恒频 并网控制
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Effective participation of wind turbines in frequency control of a two-area power system using coot optimization
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作者 Mahmoud Hussain El-Bahay Mohammed Elsayed Lotfy Mohamed A.El-Hameed 《Protection and Control of Modern Power Systems》 SCIE EI 2023年第1期230-244,共15页
In this paper,load frequency control is performed for a two-area power system incorporating a high penetration of renewable energy sources.A droop controller for a type 3 wind turbine is used to extract the stored kin... In this paper,load frequency control is performed for a two-area power system incorporating a high penetration of renewable energy sources.A droop controller for a type 3 wind turbine is used to extract the stored kinetic energy from the rotating masses during sudden load disturbances.An auxiliary storage controller is applied to achieve effec-tive frequency response.The coot optimization algorithm(COA)is applied to allocate the optimum parameters of the fractional-order proportional integral derivative(FOPID),droop and auxiliary storage controllers.The fitness function is represented by the summation of integral square deviations in tie line power,and Areas 1 and 2 frequency errors.The robustness of the COA is proven by comparing the results with benchmarked optimizers including:atomic orbital search,honey badger algorithm,water cycle algorithm and particle swarm optimization.Performance assessment is confirmed in the following four scenarios:(i)optimization while including PID controllers;(ii)optimization while including FOPID controllers;(iii)validation of COA results under various load disturbances;and(iv)validation of the proposed controllers under varying weather conditions. 展开更多
关键词 Coot optimizer FOPID Load frequency control PHOTOVOLTAIC variable speed wind turbine
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