CN110429668A - Off-load Wind turbines speed-changing oar-changing coordinates and optimizes control method for frequency - Google Patents

Off-load Wind turbines speed-changing oar-changing coordinates and optimizes control method for frequency Download PDF

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Publication number
CN110429668A
CN110429668A CN201910621144.1A CN201910621144A CN110429668A CN 110429668 A CN110429668 A CN 110429668A CN 201910621144 A CN201910621144 A CN 201910621144A CN 110429668 A CN110429668 A CN 110429668A
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wind turbines
speed
frequency
wind
load
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CN110429668B (en
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胥国毅
李海峰
胡家欣
金涛
毕天姝
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State Grid Jiangsu Electric Power Co Ltd
North China Electric Power University
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State Grid Jiangsu Electric Power Co Ltd
North China Electric Power University
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    • HELECTRICITY
    • H02GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02JCIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J3/00Circuit arrangements for ac mains or ac distribution networks
    • H02J3/38Arrangements for parallely feeding a single network by two or more generators, converters or transformers
    • H02J3/46Controlling of the sharing of output between the generators, converters, or transformers
    • H02J3/48Controlling the sharing of the in-phase component
    • 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
    • Y02E10/76Power conversion electric or electronic aspects

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  • Engineering & Computer Science (AREA)
  • Power Engineering (AREA)
  • Wind Motors (AREA)

Abstract

The invention discloses a kind of off-load Wind turbines speed-changing oar-changings to coordinate and optimize control method for frequency, include: Control of decreasing load: calculating Wind turbines off-load rate, to which wind speed is divided into multiple wind speed intervals, different Load Shedding Control Strategies is used to Wind turbines according to the partial results of different wind speed intervals and frequency modulation control;Frequency modulation control includes: that parameter optimization and frequency control;When parameter optimization, with the mechanical output of Wind turbines and the revolving speed of power calculation Wind turbines actually issued additional and the reference value of propeller pitch angle, to realize award setting;When frequency controls, using the power of the practical additional issue of the reference value and Wind turbines of the revolving speed of parameter optimization, Wind turbines output power is realized, while corresponding control result is also used to the Control of decreasing load stage.This method can make Wind turbines precisely determine off-load strategy under whole wind speed and optimize revolving speed and award setting, to obtain better frequency control effect.

Description

Off-load Wind turbines speed-changing oar-changing coordinates and optimizes control method for frequency
Technical field
The present invention relates to wind-power electricity generation active power controller technical fields more particularly to a kind of off-load Wind turbines speed change to become Paddle coordinates and optimizes control method for frequency.
Background technique
In recent years, the permeability of wind-power electricity generation in the power system is continuously increased.Compared with conventional synchronization generating set, wind Motor group is grid-connected by power electronic equipment, cannot respond to system frequency variation.The raising of wind-powered electricity generation specific gravity can be such that system inertia rings It should be reduced with Primary frequency control ability, spare capacity needs increase.In addition, Wind turbines are normally operated in maximal power tracing (MPPT) state, it is difficult to by power additional issue come the frequency of regulating system.In order to guarantee the safe and stable operation of electric system, have The frequency that necessity excavates Wind turbines controls potentiality.
For this purpose, domestic and foreign scholars expand numerous studies, different frequency controls is proposed according to running of wind generating set state Method processed.For having virtual inertia method, sagging control methods and combined inertia control methods without spare Wind turbines, control is former Reason is the output power for increasing Wind turbines by the rotation function in release rotor.With the release of rotation function, turn Speed is gradually reduced, Wind turbines be easy to appear because revolving speed it is too small caused by irregular operation.During restoring revolving speed, easily There is the secondary decline of system frequency.Therefore, without spare Wind turbines, it only can be carried out of short duration frequency and support, it can not be real The primary frequency modulation of participation system in meaning.
Currently, the method limit power output operation of abandonment shutdown is usually taken in wind power plant, however, Wind turbines can carry out suitably Off-load to reserve a part of active frequency modulation as system spare.There are mainly two types of Wind turbines off-load methods, i.e. hypervelocity control Preparation method and pitch control method.Hypervelocity control methods refer to that control Wind turbines revolving speed is more than optimized rotating speed to reduce having for Wind turbines Function power output, is only applicable to low, middle wind speed scene.Pitch control method is to control the power output of Wind turbines by adjusting propeller pitch angle, Suitable for whole wind speed, but compared to revolving speed, propeller pitch angle pace of change is slower, and caused mechanical wear is larger.If by two kinds Control method cooperates, and the operation of Wind turbines off-load and primary frequency modulation control under full blast speed scene can be realized.It realizes The key of the frequency control of Wind turbines is the output power and mechanical output of coordination Wind turbines, otherwise be easy to cause wind-powered electricity generation The irregular operation of unit causes secondary frequency to decline;However, leading to frequency control effect currently without more effective scheme Fruit is bad.
Summary of the invention
The object of the present invention is to provide a kind of off-load Wind turbines speed-changing oar-changings to coordinate and optimize control method for frequency, can obtain Obtain better frequency control effect.
The purpose of the present invention is what is be achieved through the following technical solutions:
A kind of off-load Wind turbines speed-changing oar-changing coordination optimization control method for frequency, comprising: Control of decreasing load and frequency modulation control Two parts;
Control of decreasing load: Wind turbines off-load rate is calculated, so that wind speed is divided into multiple wind speed intervals, according to different wind speed The partial results of section and frequency modulation control use different Load Shedding Control Strategies to Wind turbines;
Frequency modulation control includes: that parameter optimization and frequency control;When parameter optimization, with the mechanical output and reality of Wind turbines The revolving speed of the power calculation Wind turbines of additional issue and the reference value of propeller pitch angle, to realize award setting;When frequency controls, benefit With the power of the practical additional issue of the reference value and Wind turbines of the revolving speed of parameter optimization, the control of Wind turbines output power is realized System, while corresponding control result is also used to the Control of decreasing load stage.
As seen from the above technical solution provided by the invention, Wind turbines can be made precisely to determine under whole wind speed Off-load strategy simultaneously optimizes revolving speed and award setting, to obtain better frequency control effect.
Detailed description of the invention
In order to illustrate the technical solution of the embodiments of the present invention more clearly, required use in being described below to embodiment Attached drawing be briefly described, it should be apparent that, drawings in the following description are only some embodiments of the invention, for this For the those of ordinary skill in field, without creative efforts, it can also be obtained according to these attached drawings other Attached drawing.
Fig. 1 is that a kind of off-load Wind turbines speed-changing oar-changing provided in an embodiment of the present invention coordinates and optimizes control method for frequency Configuration diagram;
Fig. 2 is the schematic diagram that Wind turbines take different off-load strategies in different wind speed intervals in the embodiment of the present invention;
Fig. 3 is the relation schematic diagram of Wind turbines revolving speed and propeller pitch angle under different mechanical outputs in the embodiment of the present invention;
Fig. 4 is output power of the frequency control strategy in frequency control period of Wind turbines use in the embodiment of the present invention Schematic diagram;
Fig. 5 is frequency controller parameter K, ω in the embodiment of the present inventionrefIllustrate with the relationship of rotation function release time Figure;
Fig. 6 is that the frequency response comparison of the Wind turbines that emulate frequency modulation at different wind speeds in the embodiment of the present invention is shown It is intended to.
Specific embodiment
With reference to the attached drawing in the embodiment of the present invention, technical solution in the embodiment of the present invention carries out clear, complete Ground description, it is clear that described embodiments are only a part of the embodiments of the present invention, instead of all the embodiments.Based on this The embodiment of invention, every other implementation obtained by those of ordinary skill in the art without making creative efforts Example, belongs to protection scope of the present invention.
The embodiment of the present invention provides a kind of off-load Wind turbines speed-changing oar-changing coordination optimization control method for frequency, relevant control Framework processed is as shown in Figure 1, it specifically includes that Control of decreasing load and frequency modulation control two parts;Wherein:
Control of decreasing load: Wind turbines off-load rate is calculated, so that wind speed is divided into multiple wind speed intervals, according to different wind speed The partial results of section and frequency modulation control use different Load Shedding Control Strategies to Wind turbines;
Frequency modulation control includes: that parameter optimization and frequency control;When parameter optimization, with the mechanical output and reality of Wind turbines The revolving speed of the power calculation Wind turbines of additional issue and the reference value of propeller pitch angle, to realize award setting;When frequency controls, benefit With the power of the practical additional issue of the reference value and Wind turbines of the revolving speed of parameter optimization, the control of Wind turbines output power is realized System, while corresponding control result is also used to the Control of decreasing load stage.
The above method can make Wind turbines precisely determine off-load strategy under whole wind speed and optimize revolving speed and propeller pitch angle Control, to obtain better frequency control effect.
In order to make it easy to understand, being described in detail below for above-mentioned two parts content.
One, Control of decreasing load.
The determination of Load Shedding Control Strategy depends not only on wind speed, also related to the size of off-load rate.Wind turbines are calculated to subtract The formula of load rate are as follows:
Wherein, PrefFor the active power reference value that wind power plant provides, PoptIt is active for maximum obtainable under current wind speed Power, PreserveFor the non-firm power of Wind turbines.
It is divided into three sections, section I [v for wind speed is ascending according to off-load ratein_cut,v1], II [v of section1,v2] and area Between III [v2,vout_cut];Wherein, vin_cutIt is incision wind speed, vout_cutIt is cut-out wind speed, v1Size determined by off-load rate, v2's Size is then determined by the parameter of Wind turbines.
Since rotor speed changes, fast hypervelocity control is preferential to be used, and is still unable to satisfy off-load demand when revolving speed reaches maximum value When enable pitch control again.Therefore, Wind turbines need to take different off-load strategies at different wind speeds.The wind turbine of Interval I Group is using hypervelocity control methods off-load, and simultaneously using hypervelocity control methods and pitch control method off-load, section III uses variable pitch in section II Control methods off-load.After determining off-load rate, v is found out using spline method1, off-load rate is bigger, v1It is smaller.
For example, Wind turbines are illustrated in figure 2 in the embodiment of the present invention and take different off-loads in different wind speed intervals The schematic diagram of strategy.As shown by curve 1, wind speed v of the Wind turbines in Interval IaUnder, 0 ° of propeller pitch angle holding is constant, only passes through Increase speed and reach off-load demand, and revolving speed does not exceed revolving speed maximum value ωmax.Wind turbines are in A0Point Maximum Power Output, Corresponding rotational speed omegaopt, A1And A2The mechanical output of point is equal in magnitude, unlike, A1Take deceleration off-load, and A2Hypervelocity is taken to subtract It carries.When wind speed fluctuates, A1Point can be gradually deviated from, and A2Point can be gradually stable.Therefore, in order to which aerogenerator unit safe is stablized Operation, Ying Jinliang avoid revolving speed from being less than ωoptAnd hypervelocity method is selected to realize off-load.
As shown in curve 2 and curve 3, Wind turbines v under the wind speed in section IIb、vcUnder, revolving speed increases in off-load To ωmax, need just to be able to satisfy off-load requirement using hypervelocity control methods and pitch control method simultaneously.
As shown in curve 4, wind speed v of the Wind turbines in section IIIdUnder, stabilization of speed is in ω when normal operationmax, paddle When elongation β is 0 °, running of wind generating set is in Z0Point has been unable to reach control effect using hypervelocity method, can only be by increasing pitch Realize off-load in angle.As shown in dashed line in figure 2, it is assumed that wind speed vdConstant, propeller pitch angle β increases to β1, Wind turbines will be in Z1Point subtracts Carrying row.
Two, frequency modulation control.
1, parameter optimization.
As shown in Figure 1, Wind turbines switch to hopping pattern, and receive from wind after frequency variation is more than dead zone The additional issue power instruction Δ P of electric fieldref.Firstly, according to the increment Delta P of Wind turbines output power during frequency modulationrefIt calculates practical The power Δ P of additional issueact:
Then, according to the mechanical output P of Wind turbinesmWith Δ PactThe revolving speed and propeller pitch angle of Wind turbines is calculated Reference value, i.e. ωrefAnd βref
Finally, by ωrefAnd βrefAs the input quantity of award setting unit, to realize award setting;Meanwhile ωrefTo input frequency control module also to control the additional issue of output power.
After Wind turbines receive frequency modulation additional issue instruction, Wind turbines are by control revolving speed and propeller pitch angle to increase machinery Power realizes the release of non-firm power.Fig. 3 is Wind turbines revolving speed in the embodiment of the present invention and propeller pitch angle in different mechanical outputs Under relation schematic diagram.If Wind turbines initial launch is in point D0, the mechanical output P of Wind turbinesmFor 0.3p.u.If Δ Pact= 0.1p.u, D0It will move closer to Pm=0.4p.u curve finds a preferably operating point (ω on curverefref) make wind-powered electricity generation Unit energy stable operation is in this.In view of being compared in practical application with revolving speed, the movement speed of Wind turbines propeller pitch angle is slower, And mechanical wear when changing is larger.Therefore, when selecting operating point, it should guarantee propeller pitch angle variable quantity minimum as far as possible to improve and adjust Frequency rate reduces mechanical abrasion.
In the embodiment of the present invention, the target of parameter optimization is that expectation obtains the smallest propeller pitch angle regulated quantity, objective function Are as follows:
F(ωrefref)=min | β0ref|
Wherein, ωrefFor the reference value of revolving speed, βrefFor the reference value of propeller pitch angle, β0For the initial value of propeller pitch angle.
According in Control of decreasing load to the analysis of Wind turbines stable operation it is found that operating point needs to meet:
When revolving speed is less than ωoptWhen, it is unsatisfactory for above formula, running of wind generating set is in range of instability, such as the dotted line in Fig. 3;Revolving speed Greater than ωoptWhen, meet above formula, running of wind generating set is in stable region, such as the solid line in Fig. 3.Meanwhile it also needing to ωref, βref, turn The regulating time Δ t of speedωIt is constrained.Above-mentioned bound for objective function is shown below:
Wherein, CpFor wind energy utilization, λ is tip speed ratio, and v is wind speed, parameter kp≤1.Objective function is linear function, It is nonlinear programming problem with nonlinear inequality and equality constraints condition.
Selection of the embodiment of the present invention solves the function using method of Lagrange multipliers.Firstly, to objective function into Row Lagrange transformation obtains unconstrained optimization problem, such as following formula:
Wherein, L (x, γ, η) is that Lagrange transformation obtains unconstrained optimization function, and F (x) is objective function, x= (ωrefref), h (x) is equality constraint, γiIt is corresponding equality constraint coefficient, g (x) is inequality constraints condition, ηi It is corresponding inequality constraints coefficient.In addition, feasible solution also needs to meet Karush-Kuhn-Tucher (KKT) condition, it is as follows Shown in formula.
Wherein,Be L (x, γ, η) to the local derviation of x, after meeting KKT condition, can be obtained inequality about Optimization solution (ω under the conditions of beamrefref).It, can using method of Lagrange multipliers as the optimization algorithm of parameter optimization module Guarantee that gained optimum results are global optimum.
2, frequency controls
Compared to synchronous unit, Wind turbines have the characteristics that quickly to change output power.If control Wind turbines are being adjusted Frequency initial stage largely issues additional, and is beneficial to reduce system frequency change rate.In the embodiment of the present invention, turning for parameter optimization is utilized Speed reference value and Wind turbines practical additional issue power, calculate frequency modulation during Wind turbines output power increment, realize Wind turbines output power, the increment of Wind turbines output power is also used to the Control of decreasing load stage during the frequency modulation;
The formula of the increment of Wind turbines output power during calculating frequency modulation are as follows:
Wherein, Δ PregFor the increment of Wind turbines output power during frequency modulation, PRef | t=0For initial output power, K be than Example coefficient, ω are the revolving speed of Wind turbines, ω0For the initial speed of Wind turbines, t is frequency modulation moment, PmFor the machine of Wind turbines Tool power Pm, ωrefReference value for the revolving speed calculated when parameter optimization.
Fig. 4 is output power of the frequency control strategy in frequency control period of Wind turbines use in the embodiment of the present invention Schematic diagram.In figure, βa, βb, βcRespectively different pitch angle numbers.Wind turbines export relatively high power at frequency modulation initial stage, favorably In reduction system frequency change rate and maximum frequency deviation.Meanwhile the variation of revolving speed and propeller pitch angle is gradually increased mechanical output Until equal with output power.At the end of primary frequency modulation, Wind turbines are stablized in new operating point.Compared to the operation before frequency modulation State, Wind turbines output power increase Δ Pact
Parameter K determines the size of frequency modulation initial stage output power, the reference value ω for the revolving speed that when parameter optimization calculatesrefCertainly Determine the variation of mechanical output;The two parameters and Wind turbines initial operating state and the time T for discharging rotation functionrPhase It closes, relational expression are as follows:
Wherein, HwFor the inertia constant of Wind turbines, PeFor the electromagnetic power of Wind turbines, all parameters are mark in formula Value.
Set TrSize, can be obtained parameter K and ωrefRelation curve.The PMSG that the embodiment of the present invention is analyzed Wind turbines parameter is as shown in table 1, when wind speed is 10m/s, frequency controller parameter K, ωrefWith rotation function release time Relation schematic diagram as shown in Fig. 5 in the embodiment of the present invention.T in figurecFor the time for discharging rotation function.
1 PMSG Wind turbines parameter of table
Fig. 6 is that the frequency response comparison of the Wind turbines that emulate frequency modulation at different wind speeds in the embodiment of the present invention is shown It is intended to.Compare the simulation result discovery under three wind speed, the Wind turbines energy quick release spinning reserve energy of Interval I is to reduce Frequency change rate and maximum frequency deviation, the Wind turbines in section III can discharge more non-firm power to reduce frequency departure, Section II then has both the advantages of Interval I and III.Institute of embodiment of the present invention promoting or transferring frequency control strategy can make Wind turbines stable operation And mechanical wear is reduced, and reduce system frequency change rate and maximum frequency deviation, avoid the secondary landing of frequency.
Through the above description of the embodiments, those skilled in the art can be understood that above-described embodiment can The mode of necessary general hardware platform can also be added to realize by software by software realization.Based on this understanding, The technical solution of above-described embodiment can be embodied in the form of software products, which can store non-easy at one In the property lost storage medium (can be CD-ROM, USB flash disk, mobile hard disk etc.), including some instructions are with so that a computer is set Standby (can be personal computer, server or the network equipment etc.) executes method described in each embodiment of the present invention.
The foregoing is only a preferred embodiment of the present invention, but scope of protection of the present invention is not limited thereto, Within the technical scope of the present disclosure, any changes or substitutions that can be easily thought of by anyone skilled in the art, It should be covered by the protection scope of the present invention.Therefore, protection scope of the present invention should be with the protection model of claims Subject to enclosing.

Claims (8)

1. a kind of off-load Wind turbines speed-changing oar-changing coordinates and optimizes control method for frequency characterized by comprising Control of decreasing load with Frequency modulation control two parts;
Control of decreasing load: Wind turbines off-load rate is calculated, so that wind speed is divided into multiple wind speed intervals, according to different wind speed intervals And the partial results of frequency modulation control use different Load Shedding Control Strategies to Wind turbines;
Frequency modulation control includes: that parameter optimization and frequency control;When parameter optimization, with the mechanical output of Wind turbines and practical additional issue Power calculation Wind turbines revolving speed and propeller pitch angle reference value, to realize award setting;When frequency controls, ginseng is utilized The power of the practical additional issue of the reference value and Wind turbines for the revolving speed that number optimization calculates, realizes Wind turbines output power, Corresponding control result is also used to the Control of decreasing load stage simultaneously.
2. a kind of off-load Wind turbines speed-changing oar-changing according to claim 1 coordinates and optimizes control method for frequency, feature It is, calculates the formula of Wind turbines off-load rate are as follows:
Wherein, PrefFor the active power reference value that wind power plant provides, PoptFor under current wind speed it is obtainable maximum active power, PreserveFor the non-firm power of Wind turbines.
3. a kind of off-load Wind turbines speed-changing oar-changing according to claim 1 or 2 coordinates and optimizes control method for frequency, special Sign is, is divided into three sections, section I [v for wind speed is ascending according to off-load ratein_cut,v1], II [v of section1,v2] and area Between III [v2,vout_cut];Wherein, vin_cutIt is incision wind speed, vout_cutIt is cut-out wind speed, v1Size determined by off-load rate, v2's Size is then determined by the parameter of Wind turbines.
4. a kind of off-load Wind turbines speed-changing oar-changing according to claim 3 coordinates and optimizes control method for frequency, feature It is, section I is using hypervelocity control methods, and simultaneously using hypervelocity control methods and pitch control method, section III uses variable pitch in section II Control methods.
5. a kind of off-load Wind turbines speed-changing oar-changing according to claim 1 coordinates and optimizes control method for frequency, feature It is, the reference of the mechanical output with Wind turbines and the revolving speed and propeller pitch angle of the power calculation Wind turbines actually issued additional Value, to realize that award setting includes:
According to the increment Delta P of Wind turbines output power during frequency modulationrefCalculate the power Δ P actually issued additionalact:
Then, according to the mechanical output P of Wind turbinesmWith Δ PactThe reference of the revolving speed and propeller pitch angle of Wind turbines is calculated Value, i.e. ωrefAnd βref
By ωrefAnd βrefAs the input quantity of award setting unit, to realize award setting.
6. a kind of off-load Wind turbines speed-changing oar-changing coordinates and optimizes control method for frequency according to claim 1 or 5, special Sign is that the target of parameter optimization is that expectation obtains the smallest propeller pitch angle regulated quantity, objective function are as follows:
F(ωrefref)=min | β0ref|
Wherein, ωrefFor the reference value of revolving speed, βrefFor the reference value of propeller pitch angle, β0For the initial value of propeller pitch angle.
7. a kind of off-load Wind turbines speed-changing oar-changing according to claim 1 coordinates and optimizes control method for frequency, feature It is, using the power of the practical additional issue of the reference value and Wind turbines of the revolving speed of parameter optimization, calculates wind during frequency modulation The increment of motor group output power realizes Wind turbines output power, Wind turbines output power during the frequency modulation Increment is also used to the Control of decreasing load stage;
The formula of the increment of Wind turbines output power during calculating frequency modulation are as follows:
Wherein, Δ PregFor the increment of Wind turbines output power during frequency modulation, PRef | t=0For initial output power, K is ratio system Number, ω are the revolving speed of Wind turbines, ω0For the initial speed of Wind turbines, t is frequency modulation moment, PmFor the mechanical work of Wind turbines Rate Pm, ωrefReference value for the revolving speed calculated when parameter optimization.
8. a kind of off-load Wind turbines speed-changing oar-changing according to claim 7 coordinates and optimizes control method for frequency, feature It is,
Parameter K determines the size of frequency modulation initial stage output power, the reference value ω for the revolving speed that when parameter optimization calculatesrefIt decides The variation of mechanical output;The two parameters and Wind turbines initial operating state and the time T for discharging rotation functionrCorrelation is closed It is formula are as follows:
Wherein, HwFor the inertia constant of Wind turbines, PeFor the electromagnetic power of Wind turbines.
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CN112615391A (en) * 2020-12-08 2021-04-06 国网四川省电力公司电力科学研究院 Wind turbine generator primary frequency modulation control method and device based on load shedding coefficient
CN113471989A (en) * 2021-07-02 2021-10-01 东北电力大学 Intelligent micro-grid secondary frequency control method based on wolf optimization method
CN116365544A (en) * 2023-03-16 2023-06-30 南京工程学院 Wind power primary frequency modulation improved overspeed load shedding control method considering turbulence characteristics

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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112117768A (en) * 2020-03-26 2020-12-22 广西大学 Wind generating set subsection frequency modulation control method based on power tracking curve switching
CN112615391A (en) * 2020-12-08 2021-04-06 国网四川省电力公司电力科学研究院 Wind turbine generator primary frequency modulation control method and device based on load shedding coefficient
CN112615391B (en) * 2020-12-08 2022-10-21 国网四川省电力公司电力科学研究院 Wind turbine generator primary frequency modulation control method and device based on load shedding coefficient
CN113471989A (en) * 2021-07-02 2021-10-01 东北电力大学 Intelligent micro-grid secondary frequency control method based on wolf optimization method
CN116365544A (en) * 2023-03-16 2023-06-30 南京工程学院 Wind power primary frequency modulation improved overspeed load shedding control method considering turbulence characteristics
CN116365544B (en) * 2023-03-16 2024-07-12 南京工程学院 Wind power primary frequency modulation improved overspeed load shedding control method considering turbulence characteristics

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