CN101240775B - Control Method of Hydraulic Pitch System of Wind Turbine - Google Patents
Control Method of Hydraulic Pitch System of Wind Turbine Download PDFInfo
- Publication number
- CN101240775B CN101240775B CN2008100197866A CN200810019786A CN101240775B CN 101240775 B CN101240775 B CN 101240775B CN 2008100197866 A CN2008100197866 A CN 2008100197866A CN 200810019786 A CN200810019786 A CN 200810019786A CN 101240775 B CN101240775 B CN 101240775B
- Authority
- CN
- China
- Prior art keywords
- control
- pitch
- time
- control method
- wind turbine
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Expired - Fee Related
Links
- 238000000034 method Methods 0.000 title claims abstract description 32
- 238000005070 sampling Methods 0.000 claims abstract description 8
- 230000000694 effects Effects 0.000 abstract description 6
- 230000009286 beneficial effect Effects 0.000 description 2
- 230000001010 compromised effect Effects 0.000 description 1
- 238000011217 control strategy Methods 0.000 description 1
- 238000010586 diagram Methods 0.000 description 1
Classifications
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02E—REDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
- Y02E10/00—Energy generation through renewable energy sources
- Y02E10/70—Wind energy
- Y02E10/72—Wind turbines with rotation axis in wind direction
Landscapes
- Wind Motors (AREA)
Abstract
风电机组液压变桨距系统的控制方法针对传统最小方差控制方法的不足,提出一种延长预测步长,并与时变限幅策略和柔化控制作用相结合的改进最小方差控制方法,解决了传统最小方差控制方法对非最小相位系统和具有靠近单位圆的稳定零点的系统控制输入非有界,控制作用过大等问题。该系统控制方法采用最小方差控制,控制器在线实时记录到当前采样时刻k为止被控对象所有的输入控制信号{u(k-1),u(k-2),…}和输出的桨距角观测数据{θ(k),θ(k-1),…},并根据期望的桨距角信号θm(k),得到控制系统的控制量u(k)。
The control method of the wind turbine hydraulic pitch system aims at the shortcomings of the traditional minimum variance control method, and proposes an improved minimum variance control method that extends the prediction step and combines the time-varying limiting strategy and the soft control function to solve the problem. For non-minimum phase systems and systems with a stable zero point close to the unit circle, the traditional minimum variance control method has problems such as unbounded control input and excessive control effect. The system control method adopts the minimum variance control, and the controller records all the input control signals {u(k-1), u(k-2),...} and the output pitch of the controlled object up to the current sampling time k in real time Angle observation data {θ(k), θ(k-1),…}, and according to the expected pitch angle signal θ m (k), the control variable u(k) of the control system is obtained.
Description
技术领域 technical field
本发明是一种通过改进最小方差控制策略,对风电机组液压变桨距系统进行调节,使桨叶节距角快速、稳定、无偏差的跟踪设定值的一种方法。The invention is a method for adjusting the hydraulic pitch variable pitch system of the wind turbine by improving the minimum variance control strategy, so that the pitch angle of the blade can track the set value quickly, stably and without deviation.
背景技术 Background technique
风电机组变桨距系统通过桨距调节器,完成叶片节距角的调节,在额定风速以下,保证最大风能捕获效率,在高风速时,限制功率输出。液压变桨距节距调节器通过比例阀来实现的。控制器根据位置传感器信号给出一个-10~+10V的控制电压,通过比例阀控制器转换成一定范围的电流信号,控制比例阀输出流量的方向和大小。电流信号的大小,正比例决定比例阀阀位开度,调节油路流量。电流信号的正负,决定了油路的方向。油液到达液压缸,按比例阀输出的方向和流量推动活塞杆前进或者后退,控制桨叶节距角在一定范围内运动。The wind turbine pitch control system completes the adjustment of the blade pitch angle through the pitch regulator, which ensures the maximum wind energy capture efficiency below the rated wind speed, and limits the power output when the wind speed is high. The hydraulic variable pitch pitch regulator is realized through a proportional valve. The controller gives a control voltage of -10~+10V according to the signal of the position sensor, and converts it into a certain range of current signals through the proportional valve controller to control the direction and size of the output flow of the proportional valve. The size of the current signal is directly proportional to determine the opening of the proportional valve and adjust the flow of the oil circuit. The positive and negative of the current signal determines the direction of the oil circuit. When the oil reaches the hydraulic cylinder, the piston rod is pushed forward or backward according to the direction and flow output by the proportional valve, and the pitch angle of the blade is controlled to move within a certain range.
由于风速的随机性和不确定性,塔影、风切变、偏航回转等引起的负载扰动,变桨距开关桨的往复动作,液压驱动大质量叶轮负载的惯性环节,使得变桨距控制系统有参数非线性、参数时变性、滞后性等技术特点。Due to the randomness and uncertainty of wind speed, load disturbance caused by tower shadow, wind shear, yaw rotation, etc., the reciprocating action of the variable pitch switch propeller, and the inertial link of the hydraulically driven large-mass impeller load, the pitch control The system has technical characteristics such as parameter nonlinearity, parameter time-varying, and hysteresis.
最小方差控制方法对于大滞后系统的控制是十分有益的,同时对于参数非线性和时变系统,也有一定的实用价值。传统最小方差控制方法要求对象必须是最小相位系统,对靠近单位圆的稳定零点非常灵敏。对非最小相位系统,由于含有不稳定零点,导致控制输入的非有界而无法设计控制系统。同时,控制作用可能过大,不准确的初始条件、延迟时间的不确定等都可能显著影响最优预测,而使控制过程发散。The minimum variance control method is very beneficial for the control of large-delay systems, and it also has certain practical value for nonlinear and time-varying systems. The traditional minimum variance control method requires that the object must be a minimum phase system, which is very sensitive to the stable zero point close to the unit circle. For the non-minimum phase system, it is impossible to design the control system due to the non-boundedness of the control input due to the unstable zero point. At the same time, the control effect may be too large, and the inaccurate initial conditions and the uncertainty of the delay time may significantly affect the optimal prediction and cause the control process to diverge.
发明内容 Contents of the invention
技术问题:本发明的目的是提供一种风电机组液压变桨距系统的控制方法,用于风电机组液压变桨距系统,即解决变桨距控制系统参数非线性、时变性、滞后性等问题。Technical problem: The purpose of this invention is to provide a control method for the hydraulic pitch control system of wind turbines, which is used in the hydraulic pitch control system of wind turbines, that is, to solve the problems of nonlinear pitch control system parameters, time-varying, hysteresis, etc. .
技术方案:为了克服上述问题,通过采用改进的最小方差控制方法,弥补传统方法的不足,用于液压变桨距控制系统,使得系统响应速度快,动态跟踪性能好,无调节误差,同时,无需在线辨识对象模型,充分利用控制方法的鲁棒性。Technical solution: In order to overcome the above problems, the improved minimum variance control method is used to make up for the shortcomings of the traditional method, and it is used in the hydraulic pitch control system, so that the system responds quickly, the dynamic tracking performance is good, and there is no adjustment error. At the same time, no Identify the object model online and make full use of the robustness of the control method.
本发明的风电机组液压变桨距系统的控制方法采用最小方差控制,实现步骤如下:The control method of the wind turbine hydraulic pitch control system of the present invention adopts the minimum variance control, and the realization steps are as follows:
步骤1:根据液压变桨距系统被控对象的纯延迟时间,延长预测步长,选择纯延迟时间之后的某一时刻作为预测步长L,使得L大于对象纯延迟时间;Step 1: According to the pure delay time of the controlled object of the hydraulic pitch system, extend the prediction step size, and select a certain moment after the pure delay time as the prediction step size L, so that L is greater than the pure delay time of the object;
步骤2:由预测步长L和被控对象离散模型的参数多项式
其中Δ=1-q-1,q-1为后移算子,na,nb分别为对象离散模型参数多项式A(q-1),B(q-1)的阶次,ai(i=1…na),bi(i=0…nb),ei(i=1…L-1),Where Δ=1-q -1 , q -1 is the backward shift operator, n a , n b are the order of the object discrete model parameter polynomials A(q -1 ), B(q -1 ) respectively, a i ( i=1...n a ), b i (i=0...n b ), e i (i=1...L-1),
gi(i=0…n0),fi(i=0…nb+L-1)分别为对应多项式的系数;步骤3:控制系统在线实时记录到当前采样时刻k为止控制器所有的控制信g i (i=0...n 0 ), f i (i=0...n b +L-1) are the coefficients of the corresponding polynomial respectively; Step 3: the control system records online and real-time all the parameters of the controller up to the current sampling time k control letter
号{u(k-1),u(k-2),…}和变桨距系统输出的桨距角观测数据{θ(k),θ(k-1),…},同时记录控制量的增量{Δu(k-1),Δu(k-2),…},并接收风电机组主控制器给出的期望桨距角信号θm(k),利用控制模块中存储的多项式G(q-1)和F(q-1),按以下关系式得到控制系统的控制量
步骤4:控制系统的控制量u(k),输出后转化为一个-10~+10V范围内的控制电压信号,通过比例阀控制器转换成一定范围的电流信号,该电流信号按正负极性控制比例阀接通不同的回路,并由电流大小正比例确定阀门阀位开度大小,控制压力油的流量,使压力油由接通回路流入液压缸的前端或后端,从而推动液压缸活塞向后或向前运动,操纵桨距角在确定范围内变化,跟踪期望的桨距角信号。Step 4: The control quantity u(k) of the control system is converted into a control voltage signal in the range of -10 ~ +10V after output, and converted into a certain range of current signal through the proportional valve controller. The current signal is according to the positive and negative poles The proportional control valve is connected to different circuits, and the opening of the valve position is determined in proportion to the current, and the flow of pressure oil is controlled so that the pressure oil flows into the front or rear end of the hydraulic cylinder from the connection circuit, thereby pushing the piston of the hydraulic cylinder Move backward or forward, control the pitch angle to change within a certain range, and track the desired pitch angle signal.
预测步长L可在纯延迟时间之后到稳态时刻之间的任意时刻进行预测。The prediction step size L can be predicted at any time between the pure delay time and the steady state time.
控制增量Δu(k)计算中,采用时变限幅策略,即,在控制初期取较大αf0值,限制控制幅度,在控制后期逐渐减小αf0值,加快收敛的时变αf0的设计方法。In the calculation of the control increment Δu(k), the time-varying limiting strategy is adopted, that is, a larger value of αf 0 is taken at the initial stage of control to limit the control range, and the value of αf 0 is gradually reduced in the later stage of control to speed up the time-varying αf 0 of convergence. design method.
选择纯延迟时间之后的某一时刻作为预测步长L时,还可以在纯延迟时间之后到稳态时刻之间选择预测步长L1和L2,使得L2>L1,其中L1靠近对象纯延迟时间后的响应阶段,L2靠近对象稳态阶段,对这两个预测步长得到的控制量u1(k)和u2(k)进行加权折衷:u(k)=(1-β)u1(k)+βu2(k),β为输入柔化系数,且0≤β≤1,得到的u(k)再作为控制系统的控制量输出。When selecting a certain moment after the pure delay time as the prediction step size L, you can also choose the prediction step size L 1 and L 2 between the time after the pure delay time and the steady state moment, so that L 2 > L 1 , where L 1 is close to In the response stage after the pure delay time of the object, L 2 is close to the steady state stage of the object, and a weighted compromise is made on the control quantities u 1 (k) and u 2 (k) obtained by the two prediction steps: u(k)=(1 -β)u 1 (k)+βu 2 (k), β is the input softening coefficient, and 0≤β≤1, the obtained u(k) is output as the control quantity of the control system.
有益效果:通过延长预测步长、采用时变限幅策略和柔化控制作用等方法对传统最小方差控制进行改进,用于风电机组液压变桨距控制系统,使得系统响应迅速,无动态偏差。同时,对于对象模型的时变性,充分利用该方法的鲁棒性,无需在线辨识对象模型,仍能获得良好的控制效果。Beneficial effects: The traditional minimum variance control is improved by extending the prediction step size, adopting time-varying limiting strategy and softening control effect, etc., and it is used in the hydraulic pitch control system of wind turbines, so that the system responds quickly and has no dynamic deviation. At the same time, for the time-varying nature of the object model, making full use of the robustness of the method, it is not necessary to identify the object model online, and still obtain good control results.
附图说明 Description of drawings
图1是风电机组液压变桨距控制系统的示意图。Figure 1 is a schematic diagram of a hydraulic pitch control system for a wind turbine.
具体实施方式 Detailed ways
本发明的风电机组液压变桨距系统的控制方法采用最小方差控制,控制器在线实时记录到当前采样时刻k为止被控对象所有的输入控制信号{u(k-1),u(k-2),…}和输出的桨距角观测数据{θ(k),θ(k-1),…},并根据期望的桨距角信号θm(k),按照如下关系式得到控制系统的控制量u(k):The control method of the wind turbine hydraulic pitch control system of the present invention adopts minimum variance control, and the controller records all input control signals {u(k-1), u(k-2) of the controlled object up to the current sampling time k in real time online ),…} and the output pitch angle observation data {θ(k), θ(k-1),…}, and according to the desired pitch angle signal θ m (k), the control system can be obtained according to the following relationship Control quantity u(k):
控制器输出控制量u(k)转化为一个-10~+10V范围内的控制电压信号,通过比例阀控制器转换成一定范围的电流信号,该电流信号按正负极性控制比例阀接通不同的回路,并由电流大小正比例确定阀门阀位开度大小,控制压力油的流量,使压力油由接通回路流入液压缸的前端或后端,从而推动液压缸活塞向后或向前运动,操纵桨距角在一定范围内变化,跟踪期望的桨距角信号。The output control quantity u(k) of the controller is converted into a control voltage signal within the range of -10 ~ +10V, which is converted into a current signal within a certain range through the proportional valve controller, and the current signal controls the proportional valve to be connected according to the positive and negative polarity. Different circuits, and the opening of the valve position is determined in proportion to the current, and the flow of pressure oil is controlled so that the pressure oil flows into the front or rear end of the hydraulic cylinder from the connected circuit, thereby pushing the piston of the hydraulic cylinder to move backward or forward , control the pitch angle to change within a certain range, and track the expected pitch angle signal.
预测步长L可在纯延迟时间之后到稳态时刻之间的任意时刻进行预测。The prediction step size L can be predicted at any time between the pure delay time and the steady state time.
控制增量Δu(k)计算中,采用时变限幅策略,即,在控制初期取较大αf0值,限制控制幅度,在控制后期逐渐减小αf0值,加快收敛的时变αf0的设计方法。In the calculation of the control increment Δu(k), the time-varying limiting strategy is adopted, that is, a larger value of αf 0 is taken at the initial stage of control to limit the control range, and the value of αf 0 is gradually reduced in the later stage of control to speed up the time-varying αf 0 of convergence. design method.
选择纯延迟时间之后的某一时刻作为预测步长L时,还可以在纯延迟时间之后到稳态时刻之间选择预测步长L1和L2,使得L2>L1,其中L1靠近对象纯延迟时间后的响应阶段,L2靠近对象稳态阶段,对这两个预测步长得到的控制量u1(k)和u2(k)进行加权折衷:u(k)=(1-β)u1(k)+βu2(k),β为输入柔化系数,且0≤β≤1,得到的u(k)再作为控制系统的控制量输出。When selecting a certain moment after the pure delay time as the prediction step size L, you can also choose the prediction step size L 1 and L 2 between the time after the pure delay time and the steady state moment, so that L 2 > L 1 , where L 1 is close to In the response stage after the pure delay time of the object, L 2 is close to the steady state stage of the object, and a weighted compromise is made on the control quantities u 1 (k) and u 2 (k) obtained by the two prediction steps: u(k)=(1 -β)u 1 (k)+βu 2 (k), β is the input softening coefficient, and 0≤β≤1, the obtained u(k) is output as the control quantity of the control system.
本发明是一种针对风电机组液压变桨距系统参数非线性、时变性、滞后性特点,采用一种改进的最小方差控制方法,使得控制系统响应迅速,无动态偏差,无需在线辨识对象模型。The invention is an improved minimum variance control method aimed at the characteristics of non-linearity, time-varying and hysteresis of the parameters of the hydraulic variable pitch system of the wind turbine, so that the control system responds quickly, has no dynamic deviation, and does not need an online identification object model.
改进的最小方差控制方法具体实现过程如下:The specific implementation process of the improved minimum variance control method is as follows:
1、离线辨识被控对象模型,选择采样时间,将对象模型离散化,采用受控自回归积分滑动平均模型
由传统最小方差控制控制律可知,当前的输入控制作用要在d的下一采样时刻产生作用,对有d步延迟的对象做未来d步的最优预测存在较大误差,可能会使控制作用幅度过大。针对这种情况,根据对象纯延迟d,适当延长预测步长,取L1步和L2步作为预测步长,其中L1步靠近对象纯延迟d后的响应阶段,L2步靠近对象稳态阶段。From the traditional minimum variance control control law, it can be known that the current input control effect will take effect at the next sampling time of d, and there is a large error in the optimal prediction of the future d steps for the object with a d step delay, which may make the control effect The range is too large. In view of this situation, according to the object's pure delay d, the prediction step length is appropriately extended, and L 1 step and L 2 step are taken as the prediction step size, where L 1 step is close to the response stage after the object's pure delay d, and L 2 steps are close to the object's steady state. state stage.
2、由预测步长和被控对象离散模型的参数多项式,求解丢番图方程1=E(q-1)A(q-1)Δ+q-LG(q-1)及关系式F(q-1)=E(q-1)B(q-1),从而得到L1步和L2步对应的多项式和 2. Solve the Diophantine equation 1=E(q -1 )A(q -1 )Δ+q -L G(q -1 ) and the relationship F from the prediction step size and the parameter polynomial of the discrete model of the controlled object (q -1 )=E(q -1 )B(q -1 ), thus obtaining the polynomial corresponding to L 1 step and L 2 step and
3、在线实时记录到当前采样时刻k为止控制器所有的控制信号{u(k-1),u(k-2),…}和变桨距系统输出的桨距角观测数据{θ(k),θ(k-1),…},同时记录控制量的增量{Δu(k-1),Δu(k-2),…},并接收风电机组主控制器给出的期望桨距角信号θm(k),利用第二步中得到的和由如下关系式:
在控制收敛过程中,αf0的大小直接影响控制动作的大小,进而影响收敛速度的快慢。通常情况下,最大控制幅度往往出现在突变过程的初期,因此采用时变αf0的设计方法,在控制初期限制控制幅度,在控制后期加快收敛。In the process of control convergence, the size of αf 0 directly affects the size of the control action, and then affects the speed of convergence. Usually, the maximum control range often appears in the early stage of the sudden change process, so the design method of time-varying αf 0 is adopted to limit the control range in the early stage of control and accelerate the convergence in the late stage of control.
为限制控制作用大幅变化,同时加快收敛速度,将控制作用在u1(k)和u2(k)之间进行折衷:u(k)=(1-β)u1(k)+βu2(k),β为输入柔化系数,且0≤β≤1。u(k)即作为控制器的输出。In order to limit the large change of the control action and accelerate the convergence speed, the control action is compromised between u 1 (k) and u 2 (k): u(k)=(1-β)u 1 (k)+βu 2 (k), β is the input softening coefficient, and 0≤β≤1. u(k) is the output of the controller.
4、控制系统的控制量u(k),输出后转化为一个-10~+10V范围内的控制电压信号,通过比例阀控制器转换成一定范围的电流信号,该电流信号按正负极性控制比例阀接通不同的回路,并由电流大小正比例确定阀门阀位开度大小,控制压力油的流量,使压力油由接通回路流入液压缸的前端或后端,从而推动液压缸活塞向后或向前运动,操纵桨距角在确定范围内变化,跟踪期望的桨距角信号。4. The control quantity u(k) of the control system is converted into a control voltage signal in the range of -10 ~ +10V after output, and converted into a certain range of current signal through the proportional valve controller. The current signal is according to the positive and negative polarity The control proportional valve is connected to different circuits, and the valve position opening is determined in proportion to the current, and the flow of pressure oil is controlled so that the pressure oil flows into the front or rear end of the hydraulic cylinder from the connection circuit, thereby pushing the piston of the hydraulic cylinder to Move backward or forward, control the pitch angle to change within a certain range, and track the desired pitch angle signal.
Claims (4)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN2008100197866A CN101240775B (en) | 2008-03-14 | 2008-03-14 | Control Method of Hydraulic Pitch System of Wind Turbine |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN2008100197866A CN101240775B (en) | 2008-03-14 | 2008-03-14 | Control Method of Hydraulic Pitch System of Wind Turbine |
Publications (2)
Publication Number | Publication Date |
---|---|
CN101240775A CN101240775A (en) | 2008-08-13 |
CN101240775B true CN101240775B (en) | 2010-04-21 |
Family
ID=39932531
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN2008100197866A Expired - Fee Related CN101240775B (en) | 2008-03-14 | 2008-03-14 | Control Method of Hydraulic Pitch System of Wind Turbine |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN101240775B (en) |
Families Citing this family (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN103995469A (en) * | 2014-05-30 | 2014-08-20 | 河海大学 | Method for designing controller of non-minimum-phase constant-temperature continuous stirred tank reactor |
ES2941726T3 (en) * | 2018-06-11 | 2023-05-25 | Vestas Wind Sys As | Predictive speed control of a hydraulic step system |
CN109388064B (en) * | 2018-09-29 | 2021-11-23 | 浙江工业大学 | Method for predicting and controlling softening degree of Chinese herbal pieces during spray-moistening process |
CN110134015B (en) * | 2019-05-17 | 2021-07-20 | 河海大学 | A H∞ robust control method for hydraulic pitch system of wind turbine |
CN111005913B (en) * | 2019-12-13 | 2021-12-21 | 北京三力新能科技有限公司 | Variable-pitch hydraulic station motor control protection method |
CN110925476B (en) * | 2019-12-13 | 2021-12-14 | 北京三力新能科技有限公司 | Control method for eliminating blade shake |
CN113027677B (en) * | 2019-12-25 | 2023-02-28 | 新疆金风科技股份有限公司 | Hydraulic pitch control method and device for wind power generating set |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US4431375A (en) * | 1979-05-10 | 1984-02-14 | Carter Wind Power | Wind-driven generator apparatus |
CN1410669A (en) * | 2002-11-13 | 2003-04-16 | 沈阳工业大学 | Megawatt grade wind generator set speed change and distance change control system |
CN1964181A (en) * | 2006-11-10 | 2007-05-16 | 南京冠亚电源设备有限公司 | A control method of constant power above rated wind speed used for large wind motor set |
CN101002018A (en) * | 2004-06-04 | 2007-07-18 | 埃斯卓斯自动机械有限公司 | System for controlling wind turbine power, consisting in varying the coefficient and size of the swept areas |
-
2008
- 2008-03-14 CN CN2008100197866A patent/CN101240775B/en not_active Expired - Fee Related
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US4431375A (en) * | 1979-05-10 | 1984-02-14 | Carter Wind Power | Wind-driven generator apparatus |
CN1410669A (en) * | 2002-11-13 | 2003-04-16 | 沈阳工业大学 | Megawatt grade wind generator set speed change and distance change control system |
CN101002018A (en) * | 2004-06-04 | 2007-07-18 | 埃斯卓斯自动机械有限公司 | System for controlling wind turbine power, consisting in varying the coefficient and size of the swept areas |
CN1964181A (en) * | 2006-11-10 | 2007-05-16 | 南京冠亚电源设备有限公司 | A control method of constant power above rated wind speed used for large wind motor set |
Also Published As
Publication number | Publication date |
---|---|
CN101240775A (en) | 2008-08-13 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN101240775B (en) | Control Method of Hydraulic Pitch System of Wind Turbine | |
Dai et al. | Effect investigation of yaw on wind turbine performance based on SCADA data | |
US8174136B2 (en) | Adaptive pitch control for variable speed wind turbines | |
CN101603502B (en) | Wind energy control method based on artificial intelligence | |
CN103615356B (en) | A method and device for controlling constant power of a wind turbine under full operating conditions, and a wind turbine | |
CN103472730B (en) | Double-frame control moment gyro high-precision frame rate servo system based on harmonic reducer torsional rigidity hysteresis model | |
CN108488038B (en) | A kind of Yaw control method of wind power generating set | |
EP2022981A1 (en) | Method of functioning of aerogenerator | |
CN105545595A (en) | Wind turbine feedback linearization power control method based on radial basis function neural network | |
CN106979126A (en) | Wind power generating set high wind speed section effective wind speed method of estimation based on SVR | |
CN107559143A (en) | A large-scale wind turbine trailing edge flap structure parameter optimization and multi-objective flap optimization control method | |
CN105508135A (en) | Variable pitch control method based on combination of fuzzy feedforward and fuzzy PID control | |
WO2014176862A1 (en) | Method for tracking and controlling optimal blade tip speed ratio of wind power generation unit | |
CN109560573B (en) | Method and device for optimizing frequency controller parameters of variable-speed wind turbine generator | |
CN104777426A (en) | Power generator dynamic state estimation method based on unscented transformation strong tracking filtering | |
CN107846045B (en) | Control method for tracking wind-solar planned output of battery energy storage system | |
CN107061164B (en) | A Pitch Sliding Mode Adaptive Control Method of Wind Turbine Considering Uncertainty of Actuator | |
CN106842955B (en) | Predictive control method for post-combustion CO2 capture system with flue gas volume disturbance suppression | |
CN102777318A (en) | Motion control method of megawatt wind generating set feather system | |
CN103592946A (en) | Active section self-adaptive longitudinal guidance method based on view acceleration measurement | |
CN105888971A (en) | Active load reducing control system and method for large wind turbine blade | |
CN107045574A (en) | The low wind speed section effective wind speed method of estimation of wind power generating set based on SVR | |
CN110985294A (en) | A Stochastic Model Predictive Control Method Combined with Robust Probabilistic Tubes | |
CN107313898B (en) | The method of wind generator system control based on Markov jump rule | |
CN105720574A (en) | SPSA-based data drive control method for single region load frequency of power system |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
C06 | Publication | ||
PB01 | Publication | ||
C10 | Entry into substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
C14 | Grant of patent or utility model | ||
GR01 | Patent grant | ||
C17 | Cessation of patent right | ||
CF01 | Termination of patent right due to non-payment of annual fee |
Granted publication date: 20100421 Termination date: 20140314 |