CN101240775B - Wind Turbine hydraulic variable pitch system control method - Google Patents

Wind Turbine hydraulic variable pitch system control method Download PDF

Info

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
variable
delay time
pure delay
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
Application number
CN2008100197866A
Other languages
Chinese (zh)
Other versions
CN101240775A (en
Inventor
吕剑虹
赵亮
吴科
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Southeast University
Original Assignee
Southeast University
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by Southeast University filed Critical Southeast University
Priority to CN2008100197866A priority Critical patent/CN101240775B/en
Publication of CN101240775A publication Critical patent/CN101240775A/en
Application granted granted Critical
Publication of CN101240775B publication Critical patent/CN101240775B/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • YGENERAL 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
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02EREDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
    • Y02E10/00Energy generation through renewable energy sources
    • Y02E10/70Wind energy
    • Y02E10/72Wind turbines with rotation axis in wind direction

Landscapes

  • Wind Motors (AREA)

Abstract

Wind electric set hydraulic pressure variable pitch systemic control method provides a improvement minimum variance control method for prolonging forecast step length and combined with time-varying limiting amplitude policy and flexible control action against deficiency of conventional minimum variance controlling means. The method resolves problems that conventional minimum variance control method is non- boundary to non-minimum phase system and balanced null point system control with near unit circle, control action too big, etc. The system control method adopts minimum variance control, controller on-line real-time records all controlled object input control signal {u(k-1), u(k-2) ...} to present sampling time k, and output propeller pitch angle observational data {Theta (k), Theta (k-1)...}, and achieves control systemic controlling quantity u(k) according to expectant propeller pitch angle signal Theta<SUB>m</SUB>(k).

Description

The controlling method of Wind Turbine hydraulic variable pitch system
Technical field
The present invention a kind ofly regulates Wind Turbine hydraulic variable pitch system by improving minimum variance control strategy, make the blade pitch angle fast, a kind of method of stable, agonic tracking setting value.
Background technique
The wind-powered electricity generation set pitch control by the pitched device, is finished the adjusting at vanepiston angle apart from system, below rated wind speed, guarantees maximal wind-energy capture efficient, when high wind speed, and power-limiting output.Hydraulic variable-pitch regulation by pitch device passing ratio valve is realized.Controller according to position sensor signal provide one-10~+ the control voltage of 10V, the passing ratio valve control converts the current signal of certain limit to, the direction and the size of control ratio valve output flow.The size of current signal, direct proportaion decision Proportional valve valve seat opening is regulated the oil circuit flow.Current signal positive and negative determined the direction of oil circuit.Fluid arrives oil hydraulic cylinder, and the direction of valve output and flow promotion piston rod advance or retreat in proportion, and control blade pitch angle moves within the specific limits.
Because the randomness and the uncertainty of wind speed, the load disturbance that tower shadow, wind shear, driftage revolution etc. cause, the reciprocating action of feather switch oar, the inertial element of the big quality impeller of hydraulic driving load makes variable-pitch control system that technical characterstics such as parametrical nonlinearity, parameter time varying, hysteresis quality be arranged.
The minimum variance controlling method is very useful for the control of Large-lag System, simultaneously for parametrical nonlinearity and time-varying system, certain practical value is arranged also.It must be minimum phase system that tradition minimum variance controlling method requires object, very sensitive to the balanced null point near unit circle.To non-minimum phase system, owing to contain unstable zero point, cause controlling the non-bounded of input and can't design control system.Simultaneously, control action may be excessive, and the uncertain etc. of inaccurate initial conditions, retard time all may the appreciable impact optimum prediction, and control procedure is dispersed.
Summary of the invention
Technical problem: the purpose of this invention is to provide a kind of controlling method of Wind Turbine hydraulic variable pitch system, be used for Wind Turbine hydraulic variable pitch system, promptly solve problems such as variable-pitch control system parametrical nonlinearity, time variation, hysteresis quality.
Technological scheme: in order to overcome the problems referred to above, by adopting improved minimum variance controlling method, remedy the deficiency of conventional method, be used for the hydraulic variable-pitch control system, make system response time fast, performance of dynamic tracking is good, no regulating error, simultaneously, need not the on-line identification object model, make full use of the robustness of controlling method.
The controlling method of Wind Turbine hydraulic variable pitch system of the present invention adopts minimum variance control, and performing step is as follows:
Step 1: according to the pure delay time of hydraulic variable-pitch system controlled device, prolong prediction step, select pure delay time in a certain moment afterwards, make L greater than the object pure delay time as prediction step L;
Step 2: by the parametric polynomial of prediction step L and controlled device discrete model A ( q - 1 ) = 1 + &Sigma; i = 1 n n a i q - i With B ( q - 1 ) = &Sigma; i = 0 n b b i q - i , And relation 1=E (q -1) A (q -1) Δ+q -LG (q -1) and F (q -1)=E (q -1) B (q -1), obtain multinomial E ( q - 1 ) = 1 + &Sigma; i = 0 L - 1 e i q - i , G ( q - 1 ) = &Sigma; i = 0 n a g i q - i , F ( q - 1 ) = &Sigma; i = 0 n b + L - 1 f i q - i , Deposit in the controller module, be used to obtain the controlled quentity controlled variable of control system,
Δ=1-q wherein -1, q -1Be backward shift operator, n a, n bBe respectively object discrete model parametric polynomial A (q -1), B (q -1) order, a i(i=1 ... n a), b i(i=0 ... n b), e i(i=1 ... L-1),
g i(i=0 ... n 0), f i(i=0 ... n b+ L-1) be respectively corresponding polynomial coefficient; Step 3: all control of controller was believed till the online real time record of control system arrived current sampling instant k
Number u (k-1), u (k-2) ... and the propeller pitch angle observation data { θ (k) of pitch-variable system output, θ (k-1) ..., increment { the Δ u (k-1) of the amount of record controls simultaneously, Δ u (k-2) ..., and receive the expectation propeller pitch angle signal θ that wind-powered electricity generation unit master controller provides m(k), utilize the multinomial G (q that stores in the control module -1) and F (q -1), by the controlled quentity controlled variable of the controlled system of following relation u ( k ) : &Delta;u ( k ) = 1 &alpha; f 0 [ &theta; m ( k ) - &Sigma; i = 0 n a g i &theta; ( k - i ) - &Sigma; i = 1 n b + L - 1 f i &Delta;u ( k - i ) ] u ( k ) = u ( k - 1 ) + &Delta;u ( k ) , Wherein: Δ u (k) is the control increment of current time control output than previous moment control output, and α is arbitrarily positive constant;
Step 4: the controlled quentity controlled variable u of control system (k), be converted into after the output one-10~+ control voltage signal in the 10V scope, the passing ratio valve control converts the current signal of certain limit to, this current signal is pressed positive-negative polarity control ratio valve and is connected different loops, and determine valve valve seat opening size by the size of current direct proportaion, the flow of pilot pressure oil, make pressure oil by connecting front end or the rear end that the loop flows into oil hydraulic cylinder, thereby promote hydraulic cylinder piston backward or travel forward, the oar handling elongation changes in determining scope, follows the tracks of the propeller pitch angle signal of expectation.
Prediction step L can be after the pure delay time predicts to any time of stable state between constantly.
During control increment Delta u (k) calculates, become the amplitude limit strategy during employing, that is, get big α f at the control initial stage 0Value, the restriction span of control limit of control reduces α f gradually in the control later stage 0Value becomes α f when accelerating convergent 0Design method.
When the selection pure delay time, a certain moment afterwards was as prediction step L, can also after the pure delay time, select prediction step L constantly to stable state 1And L 2, make L 2>L 1, L wherein 1Near the response phase after the object pure delay time, L 2Near the object steady-state process, to these two controlled quentity controlled variable u that prediction step obtains 1(k) and u 2(k) be weighted compromise: u (k)=(1-β) u 1(k)+β u 2(k), β is input softening coefficient, and 0≤β≤1, and the u that obtains (k) is re-used as the controlled quentity controlled variable output of control system.
Beneficial effect: become methods such as amplitude limit strategy and softening control action during by prolongation prediction step, employing traditional minimum variance control is improved, be used for the Wind Turbine hydraulic variable pitch control system, make system responses rapid, no dynamic deviation.Simultaneously,, make full use of the robustness of this method, need not the on-line identification object model, still can obtain good control effect for the time variation of object model.
Description of drawings
Fig. 1 is the schematic representation of Wind Turbine hydraulic variable pitch control system.
Embodiment
The controlling method of Wind Turbine hydraulic variable pitch system of the present invention adopts minimum variance control, the online real time record of controller all input control signal { u (k-1) of controlled device till the current sampling instant k, u (k-2), and output propeller pitch angle observation data { θ (k), θ (k-1),, and according to the propeller pitch angle signal θ that expects m(k), according to the controlled quentity controlled variable u (k) of the controlled system of following relation:
&Delta;u ( k ) = 1 &alpha; f 0 [ &theta; m ( k ) - &Sigma; i = 0 n a g i &theta; ( k - i ) - &Sigma; i = 1 n b + L - 1 f i &Delta;u ( k - i ) ] u ( k ) = u ( k - 1 ) + &Delta;u ( k )
Controller output controlled quentity controlled variable u (k) be converted into one-10~+ control voltage signal in the 10V scope, the passing ratio valve control converts the current signal of certain limit to, this current signal is pressed positive-negative polarity control ratio valve and is connected different loops, and determine valve valve seat opening size by the size of current direct proportaion, the flow of pilot pressure oil, make pressure oil by connecting front end or the rear end that the loop flows into oil hydraulic cylinder, thereby promote hydraulic cylinder piston backward or travel forward, the oar handling elongation changes within the specific limits, follows the tracks of the propeller pitch angle signal of expectation.
Prediction step L can be after the pure delay time predicts to any time of stable state between constantly.
During control increment Delta u (k) calculates, become the amplitude limit strategy during employing, that is, get big α f at the control initial stage 0Value, the restriction span of control limit of control reduces α f gradually in the control later stage 0Value becomes α f when accelerating convergent 0Design method.
When the selection pure delay time, a certain moment afterwards was as prediction step L, can also after the pure delay time, select prediction step L constantly to stable state 1And L 2, make L 2>L 1, L wherein 1Near the response phase after the object pure delay time, L 2Near the object steady-state process, to these two controlled quentity controlled variable u that prediction step obtains 1(k) and u 2(k) be weighted compromise: u (k)=(1-β) u 1(k)+β u 2(k), β is input softening coefficient, and 0≤β≤1, and the u that obtains (k) is re-used as the controlled quentity controlled variable output of control system.
The present invention is a kind of at Wind Turbine hydraulic variable pitch system parametrical nonlinearity, time variation, hysteresis quality characteristics, adopts a kind of improved minimum variance controlling method, makes the control system response rapidly, and no dynamic deviation need not the on-line identification object model.
Improved minimum variance controlling method specific implementation process is as follows:
1, off-line identification plant model is selected the sampling time, with the object model discretization, adopts controlled autoregressive integration moving average model A ( q - 1 ) &theta; ( k ) = q - d B ( q - 1 ) u ( k ) + &xi; ( k ) &Delta; Describe controlled device, k is sampling instant, and θ (k) is a k propeller pitch angle signal constantly, the disturbing signal that u (k) is subjected at k for hydraulic system constantly for k controller output constantly control signal, ξ (k), and d is the pure delay of controlled device.
By traditional minimum variance control control law as can be known, current input control action will be done the optimum prediction in following d step to the object that has the d step to postpone and exist than mistake in next sampling instant generation effect of d, may make the control action amplitude excessive.At this situation, according to object pure delay d, the proper extension prediction step is got L 1Step and L 2Step is as prediction step, wherein L 1Step is near the response phase behind the object pure delay d, L 2Step is near the object steady-state process.
2,, find the solution Diophantine equation 1=E (q by the parametric polynomial of prediction step and controlled device discrete model -1) A (q -1) Δ+q -LG (q -1) and relation F (q -1)=E (q -1) B (q -1), thereby obtain L 1Step and L 2The multinomial that step is corresponding
Figure G2008100197866D00042
With
Figure G2008100197866D00043
3, online real time record all control signal { u (k-1) of controller till the current sampling instant k, u (k-2), and the propeller pitch angle observation data { θ (k) of pitch-variable system output, θ (k-1),, increment { Δ u (k-1), the Δ u (k-2) of the amount of record controls simultaneously,, and receive the expectation propeller pitch angle signal θ that wind-powered electricity generation unit master controller provides m(k), utilize in second step and obtain
Figure G2008100197866D00051
With
Figure G2008100197866D00052
By following relation: &Delta;u ( k ) = 1 &alpha; f 0 [ &theta; m ( k ) - &Sigma; i = 0 n a g i &theta; ( k - i ) - &Sigma; i = 1 n b + L - 1 f i &Delta;u ( k - i ) ] u ( k ) = u ( k - 1 ) + &Delta;u ( k ) Obtain L respectively 1Step and L 2The controlled quentity controlled variable u that step is corresponding 1(k) and u 2(k).
In the control convergence process, α f 0Size directly influence the size of control action, and then influence the speed of convergence rate.Generally, maximum span of control limit of control often appears at the initial stage of mutation process, becomes α f when therefore adopting 0Design method, in control initial stage restriction span of control limit of control, add rapid convergence in the control later stage.
For the restriction control action significantly change, accelerate convergence rate simultaneously, with control action at u 1(k) and u 2(k) trade off between: u (k)=(1-β) u 1(k)+β u 2(k), β is input softening coefficient, and 0≤β≤1.U (k) is promptly as the output of controller.
4, the controlled quentity controlled variable u of control system (k), be converted into after the output one-10~+ control voltage signal in the 10V scope, the passing ratio valve control converts the current signal of certain limit to, this current signal is pressed positive-negative polarity control ratio valve and is connected different loops, and determine valve valve seat opening size by the size of current direct proportaion, the flow of pilot pressure oil, make pressure oil by connecting front end or the rear end that the loop flows into oil hydraulic cylinder, thereby promote hydraulic cylinder piston backward or travel forward, the oar handling elongation changes in determining scope, follows the tracks of the propeller pitch angle signal of expectation.

Claims (4)

1. the controlling method of a Wind Turbine hydraulic variable pitch system is characterized in that this system control method adopts minimum variance control, and performing step is as follows:
Step 1: according to the pure delay time of hydraulic variable-pitch system controlled device, prolong prediction step, select pure delay time in a certain moment afterwards, make the pure delay time of L greater than described controlled device as prediction step L;
Step 2: by the parametric polynomial of prediction step L and controlled device discrete model
Figure F2008100197866C00011
With
Figure F2008100197866C00012
And relation 1=E (q -1) A (q -1) Δ+q -LG (q -1) and F (q -1)=E (q -1) B (q -1), obtain multinomial
Figure F2008100197866C00013
Figure F2008100197866C00014
Figure F2008100197866C00015
Deposit in the controller module, be used to obtain the controlled quentity controlled variable of control system, wherein Δ=1-q -1, q -1Be backward shift operator, n a, n bBe respectively object discrete model parametric polynomial A (q -1), B (q -1) order, a i(i=1 ... n a), b i(i=0 ... n b), e i(i=1 ... L-1), g i(i=0 ... n a), f i(i=0 ... n b+ L-1) be respectively corresponding polynomial coefficient;
Step 3: the online real time record of control system all control signal { u (k-1) of controller till the current sampling instant k, u (k-2), and the propeller pitch angle observation data { θ (k) of pitch-variable system output, θ (k-1),, increment { Δ u (k-1), the Δ u (k-2) of the amount of record controls simultaneously,, and receive the expectation propeller pitch angle signal θ that wind-powered electricity generation unit master controller provides m(k), utilize the multinomial G (q that stores in the control module -1) and F (q -1), press the controlled quentity controlled variable u (k) of the controlled system of following relation:
Figure F2008100197866C00016
Wherein: Δ u (k) is the control increment of current time control output than previous moment control output, and α is arbitrarily positive constant;
Step 4: the controlled quentity controlled variable u of control system (k), be converted into after the output one-10~+ control voltage signal in the 10V scope, the passing ratio valve control converts the current signal of certain limit to, this current signal is pressed positive-negative polarity control ratio valve and is connected different loops, and determine valve valve seat opening size by the size of current direct proportaion, the flow of pilot pressure oil, make pressure oil by connecting front end or the rear end that the loop flows into oil hydraulic cylinder, thereby promote hydraulic cylinder piston backward or travel forward, the oar handling elongation changes in determining scope, follows the tracks of the propeller pitch angle signal of expectation.
2. the controlling method of Wind Turbine hydraulic variable pitch system according to claim 1 is characterized in that prediction step L predicts to any time of stable state between constantly after the pure delay time.
3. the controlling method of Wind Turbine hydraulic variable pitch system according to claim 1 is characterized in that controlling in increment Delta u (k) calculating, becomes the amplitude limit strategy during employing,, gets big α f at the control initial stage that is 0Value, the restriction span of control limit of control reduces α f gradually in the control later stage 0Value becomes α f when accelerating convergent 0Design method.
4. the controlling method of Wind Turbine hydraulic variable pitch system according to claim 2, when it is characterized in that selecting a certain moment after the pure delay time as prediction step L, also the pure delay time after to stable state constantly between selection prediction step L 1And L 2, make L 2>L 1, L wherein 1Near the response phase after the object pure delay time, L 2Near the object steady-state process, to these two controlled quentity controlled variable u that prediction step obtains 1(k) and u 2(k) be weighted compromise: u (k)=(1-β) u 1(k)+β u 2(k), β is input softening coefficient, and 0≤β≤1, and the u that obtains (k) is re-used as the controlled quentity controlled variable output of control system.
CN2008100197866A 2008-03-14 2008-03-14 Wind Turbine hydraulic variable pitch system control method Expired - Fee Related CN101240775B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN2008100197866A CN101240775B (en) 2008-03-14 2008-03-14 Wind Turbine hydraulic variable pitch system control method

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN2008100197866A CN101240775B (en) 2008-03-14 2008-03-14 Wind Turbine hydraulic variable pitch system control method

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 Wind Turbine hydraulic variable pitch system control method

Country Status (1)

Country Link
CN (1) CN101240775B (en)

Families Citing this family (7)

* Cited by examiner, † Cited by third party
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
EP3803110B1 (en) * 2018-06-11 2023-03-01 Vestas Wind Systems A/S Velocity feedfoward control of a hydraulic pitch 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 H-infinity robust control method for hydraulic variable pitch system of wind turbine generator
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
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
CN113027677B (en) * 2019-12-25 2023-02-28 新疆金风科技股份有限公司 Hydraulic variable pitch control method and device of wind generating set

Citations (4)

* Cited by examiner, † Cited by third party
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

Patent Citations (4)

* Cited by examiner, † Cited by third party
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) Wind Turbine hydraulic variable pitch system control method
EP2878811B1 (en) Methods of operating a wind turbine, and wind turbines
US11585323B2 (en) Method and apparatus for cooperative controlling wind turbines of a wind farm
CN110206685B (en) Feedforward control method and device for wind generating set in wind power plant
CN101603502B (en) Wind energy control method based on artificial intelligence
KR102309596B1 (en) Wind turbine system using wind conditions predicted by artificial intelligence for the maximum power production and control method for that
CN103291543B (en) Based on the design variable-pitch controller for wind power generator method of sliding mode control theory
CN106499581B (en) A kind of adaptive method for controlling torque of wind energy conversion system considering variation turbulent flow wind regime
CN105545595A (en) Wind turbine feedback linearization power control method based on radial basis function neural network
CN107061164B (en) A kind of uncertain blower variable-pitch of consideration executing agency is away from Sliding Mode Adaptive Control method
US9719494B2 (en) Methods of operating a wind turbine, wind turbines and wind parks
EP2784303A1 (en) Method of operating a wind turbine
CN105048499A (en) Wind power integration real-time scheduling method and device based on model prediction and control
WO2007123552A1 (en) Adaptive pitch control for variable speed wind turbines
WO2018116218A1 (en) Wind turbine farm level loads management control
CN107559143A (en) A kind of large scale wind power machine trailing edge flaps structural parameters optimizing and multiple target wing flap optimal control method
CN106979126A (en) Wind power generating set high wind speed section effective wind speed method of estimation based on SVR
CN105508135A (en) Variable pitch control method based on combination of fuzzy feedforward and fuzzy PID control
CN105449698B (en) A kind of new hydroelectric generating set load and frequency controller
CN105134482B (en) Large-scale intelligent fan blade System Grey color compositional modeling and the method for optimization vibration control
CN104329224A (en) Variable-rate pitching system and variable-rate pitching method for direct-drive permanent magnet wind generating set
CN102777318A (en) Motion control method of megawatt wind generating set feather system
WO2015097795A1 (en) Wind-speed evaluation method, power generation amount estimation method, output and voltage estimation method, placement method for wind power generator, and wind-speed evaluation device
Johnson et al. Adaptive pitch control of variable-speed wind turbines
Shakeel Neural networks based prediction of wind energy using pitch angle control

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