SlideShare a Scribd company logo
1 of 5
Download to read offline
Milan Jus / University Review, Vol. 14, 2020, No. 1, p. 14-18
1
SIMULATION OF A MATHEMATICAL MODEL OF A WIND TURBINE
Milan JUS
Ing. Milan Jus, PhD., Faculty of Special Technology, Alexander Dubček University of Trenčín, Pri Parku 19, 911 06 Trenčín,
Slovakia
Corresponding author E-mail address: milan.jus@tnuni.sk
Abstract
This paper presents a mathematical model of a wind turbine and its simulation. This is one of the main resources available to
the island system (Grid-Off system).
Keywords: wind turbine, island system, Grid-Off system, renewable energy source.
1 Introduction to wind turbine
A wind turbine is basically a converter, or in other words a device that transforms one type of energy into
another. In this case, it is the transformation of mechanical energy into electrical energy.
The source of mechanical energy is the flow (flow) of air, which acts on the turbine blades. The blades are
located on a shaft which is coupled to a permanent magnet (magnet). The magnets are a rotating part, which is
named the rotor. The stator consists of a coil (coils) of wound copper conductor. Due to the changing magnetic
field (PM - permanent magnets), an electrical voltage is induced at the terminals (terminals) of the coil / coils. In
essence, it is a synchronous generator, since the variable electric field is coupled (synchronized) with the speed
of the changing and magnetic fields. [1-5]
A schematic block diagram of a wind turbine as a synchronous generator is shown in Fig. 1.
Fig. 1 Principle block diagram of a wind turbine
The kinetic energy of wind (air) is converted into mechanical energy of a rotating shaft. However, the
validity of the continuity implies that the flow rate slows down on the turbine, since the air flow in front of the
blades is intact with the velocity v and behind the blades the flow velocity is different. This fact is expressed by
the power coefficient of the turbine Cp, which expresses the ratio of the mechanical power of the turbine Pm to
the power of the intact air flow P0, which is expressed by equation (1)
𝐶 𝑝 =
𝑃 𝑚
𝑃0
(1)
The maximum value of the turbine power coefficient is 0.59259, while physically feasible turbines have
smaller values. [5-10]
We calculate the mechanical moment by the ratio of the mechanical power of the turbine to the angular
velocity of the rotor r, which we express mathematically as equation (2)
𝑇 𝑚 =
𝑃 𝑚
𝜔 𝑟
=
𝐶 𝑝
1
2
𝜌𝐴 𝑟 𝑣3
𝜔 𝑟
=
1
2
𝜌𝑣3 𝐶 𝑝 𝐴 𝑟
𝜔 𝑟
(2)
where  is the air density and Ar is the rotor area. [11-12]
The mechanical connection of the wind turbine is such that if we proceed chronologically, the blades (blades)
of the wind turbine are connected to the shaft to which the generator rotor is further connected. The blades
Synchronous generatorWIND
Milan Jus / University Review, Vol. 14, 2020, No. 1, p. 14-18
2
generate a mechanical moment Tm. The shaft itself has a certain distributed weight, which is expressed by the
moment of inertia, which depends on the time change of the angular velocity of the rotor. In terms of direction,
the torque of the generator Tg (braking torque) acts in the opposite way, the mathematical expression of the
balance of moments is represented by equation (3)
𝑇 𝑚 = 𝐽 𝑎
𝑑𝜔 𝑟
𝑑𝑡
+ 𝑇𝑔 (3)
From the point of view of creating a mathematical model, it is necessary to modify equation (3) into the form
(4)
𝑑𝜔 𝑟
𝑑𝑡
=
1
𝐽 𝑎
(𝑇 𝑚 − 𝑇𝑔) (4)
Next we need to calculate the torque of the generator, which is expressed as (5)
𝑇𝑔 =
3𝐼 𝑔
2 𝐿 𝑠 𝑛 𝑝
2 tan(𝛿)
(5)
where Ig is the current flowing through the generator load, Ls is the stator inductance, np is the number of
generator poles and the angle  is between the internal generated voltage Eg and the voltage at the generator
terminals Ug.
The internal voltage of the Eg generator depends on the force of the permanent magnet kPM, the angular
velocity of the rotor r and the number of poles np, which is mathematically expressed as equation (6)
𝐸𝑔 = 𝑘 𝑃𝑀 𝜔𝑟
𝑛 𝑝
2
(6)
If we connect the load Rz to the terminals of the generator, which is schematically shown in Fig. 2, we can
express the equation for the generated voltage Ug at the terminals as equation (7) and the current Ig passing
through the load as equation (8)
𝑈𝑔 = 𝐸𝑔 cos(𝛿) cos(𝜔 𝑔 𝑡) (7)
𝐼𝑔 =
𝑈 𝑔
𝑅 𝑧
=
𝐸 𝑔 cos(𝛿)
𝑅 𝑧
cos(𝜔 𝑔 𝑡) (8)
where g is the angular frequency of the generator current.
Fig. 2 Connecting the load to the generator
2 Mathematical model of wind turbine and its simulation
Based on the mathematical expressions in the previous section, a mathematical model will be constructed,
which essentially consists of four basic blocks as shown in Fig. 3.
Fig. 3 Block diagram of a mathematical model of a wind turbine
Eg Ug Rz
Xd
Ig
v Tm
Tg
Ug, Igr
1 2 3
4
Milan Jus / University Review, Vol. 14, 2020, No. 1, p. 14-18
3
The compilation of the model and its simulation was carried out in the SCILAB software, specifically in the
XCos part, where individual blocks 1 to 4 as whole units (sub-blocks) were created and they contained individual
blocks / parts of the scheme that expressed mathematical implementation as required, which is described in the
following text.
Block 1 represents the incorporation of equation (2) into the model, where the inputs are the wind speed and
the value of the angular velocity of the rotor. There are also constants in the model, which are summarized in
Tab. 1. The model of block 1 is shown in Fig. 4.
Fig. 4 Block diagram of block 1 - the output is the mechanical torque Tm
Block 2 after the adjustment expresses equation (4), the adjustment is necessary because the equation
expresses the time change, where the inputs are the mechanical torque (output from block 1) and the generator
torque, which is the output of block 4. The block diagram of block 2 is in Fig. 5.
Fig. 5 Block diagram of block 2 - the output is the angular speed of the rotor r
Block 3 includes equations (6), (7) and (8) and its output is the electrical quantities Ug and Ig. The block
diagram that implements this is shown in Fig. 6.
Fig. 6 Block diagram of block 3 - the output are electrical quantities Ug and Ig
Milan Jus / University Review, Vol. 14, 2020, No. 1, p. 14-18
4
Block 4 uses as input only the current flowing through the load Ig and the output is the torque of the
generator, it is basically the realization of equation (5). The block diagram implementing Equation (5) is shown
in Fig. 7.
Fig. 7 Block diagram of block 4 - the output is the torque of the generator Tg
There were also constants in the individual parts of the model that need to be initialized at the beginning of
the simulation. The specific values of the constants used are given in the following Table 1.
Table 1 Stated values of constants used in the wind turbine model
The name of the constant Value Comment
Kpm 10.3668 V.s force PM
np 10 number of generator poles
delta 0.1745329 rad angle between Eg and Ug
cos_delta 0.9848078 cosine angle delta
tan_delta 0.1763270 sine angle delta
Ls 3.07e-3 H stator inductance
Ja 0.748 kg.m2
the resulting moment of inertia
rho 1.29 kg.m-3
air density
Rt 1.35 m rotor radius
Ar 5.7255526 m2
rotor surface
Cp 0.5 power factor
Rz 100  load resistance
The resulting block diagram represents the circuit according to Fig. 3, where the individual blocks are
interconnected and also blocks for displaying waveforms are added. Such a complete connection of the wind
turbine model is shown in Fig. 8.
Fig. 8 Final simulation model of a wind turbine
In the given model shown in Fig. 8, a simulation was performed where the input to the model was a variable
wind speed to which the wind turbine is exposed. The end load was a resistance with a value of 100  and only
the course of the generated current Ig passing through the load Rz was evaluated.
Milan Jus / University Review, Vol. 14, 2020, No. 1, p. 14-18
5
In Fig. 9 shows the simulated course of the generated current at the same time as the course expressing the
change in wind speed (shown in blue), where it is possible to see the reaction to the change in current (shown in
green) size from the change in wind speed. The value of wind speed is in m.s-1
and the value of current
magnitude in A, since these values are close in size, therefore one scale on the y-axis is used.
Fig. 9 The simulated course of the generated Ig current
3 Conclusion
In this paper, a mathematical model designed to simulate a wind turbine was designed and built. The current
generated through the load was mainly simulated and presented. The input to the simulation was the variable
magnitude of the wind speed acting on the wind turbine. The simulation shows that if we take Igmax = 2.7 A and a
load of 100 , the maximum power was 730 W.
Acknowledgements
The paper was treated within the project no. ITMS 26220220083 "Research technological base for designing
applications for renewable energy in practice" EU operational program "Research and Development".
References
[1] [16.03.2020], https://en.wikipedia.org/wiki/Betz%27s_law
[2] Ragheb, M., Ragheb, A. M.: Wind turbines theory—The Betz equation and optimal rotor tip speed ratio,
fundamental and advanced topics in wind power. In R. Carriveau (ed.), Fundamental and Advanced Topics
in Wind Power, InTech, 2011.
[3] Zuščák, J., Janíček, F., Kijan, V., Váry, M.: Dynamic behavior of self-excited induction generator in Off-
grid operation under resistive load. In Power engineering 2018. Control of Power Systems 2018 : 13th
International scientific conference. Tatranské Matliare, Slovakia. June 5-7, 2018. 1. vyd. Bratislava : Slovak
University of Technology, 2018, S. 89-94. ISBN 978-80-89983-00-1.
[4] Hansen, M.O.L.: Aerodynamics of Wind Turbines, 3rd ed., Routledge, 2015, ISBN 978-1138775077.
[5] Zuščák, J., Janíček, F.: Calculation of wind turbine power using Matlab. In ELITECH´16 [elektronický
zdroj] : 18th Conference of doctoral students. Bratislava, Slovakia. June 8, 2016. 1. vyd. Bratislava : STU,
2016, CD-ROM, [5] s. ISBN 978-80-227-4561-1.
[6] [18.03.2020], https://globalwindatlas.info/
[7] [18.03.2020], https://en.wind-turbine-models.com/turbines/13-vestas-v47
[8] Hau, E.: Wind Turbines: Fundamentals, Technologies, Application, Economics. 2nd. Edition. Berlin:
Springer, 2006. ISBN 3-540-24240-6.
[9] Mellah, H., Hemsas, K. E.: Simulations Analysis with Comparative Study of a PMSG Performances for
Small WT Application by FEM International Journal of Energy Engineering e-ISSN: 2163-1905. [Online].
2015, [cit. 19.03.2020]. Dostupné na: http://article.sapub.org/10.5923.j.ijee.20130302.03.html
[10]Schaffarczyk, A.P.: Introduction to Wind Turbine Aerodynamics. Berlin: Springer, 2014. ISBN 978-3-642-
36408-2.
[11]Heier, S.: Grid Integration of Wind Energy. 3rd. Edition. John Wiley & Sons Ltd., 2014. ISBN 978-1-119-
96294-6.
[12][20.03.2020], https://www.scilab.org/use-cases/model-reduction-for-wind-farm-optimization

More Related Content

What's hot

Torque estimator using MPPT method for wind turbines
Torque estimator using MPPT method for wind turbines Torque estimator using MPPT method for wind turbines
Torque estimator using MPPT method for wind turbines IJECEIAES
 
Wind and solar integrated to smart grid using islanding operation
Wind and solar integrated to smart grid using islanding operationWind and solar integrated to smart grid using islanding operation
Wind and solar integrated to smart grid using islanding operationiaemedu
 
The modeling and dynamic characteristics of a variable speed wind turbine
The modeling and dynamic characteristics of a variable speed wind turbineThe modeling and dynamic characteristics of a variable speed wind turbine
The modeling and dynamic characteristics of a variable speed wind turbineAlexander Decker
 
11.the modeling and dynamic characteristics of a variable speed wind turbine
11.the modeling and dynamic characteristics of a variable speed wind turbine11.the modeling and dynamic characteristics of a variable speed wind turbine
11.the modeling and dynamic characteristics of a variable speed wind turbineAlexander Decker
 
Modeling of Wind Energy on Isolated Area
Modeling of Wind Energy on Isolated AreaModeling of Wind Energy on Isolated Area
Modeling of Wind Energy on Isolated AreaIJPEDS-IAES
 
Wind power prediction Techniques
Wind power prediction TechniquesWind power prediction Techniques
Wind power prediction TechniquesAKASH RAI
 
MODELING AND OPTIMIZATION OF PIEZOELECTRIC ENERGY HARVESTING
MODELING AND OPTIMIZATION OF PIEZOELECTRIC ENERGY HARVESTING MODELING AND OPTIMIZATION OF PIEZOELECTRIC ENERGY HARVESTING
MODELING AND OPTIMIZATION OF PIEZOELECTRIC ENERGY HARVESTING adeij1
 
Wind Turbine Generator Tied To Grid Using Inverter Techniques and Its Designs
Wind Turbine Generator Tied To Grid Using Inverter Techniques and Its DesignsWind Turbine Generator Tied To Grid Using Inverter Techniques and Its Designs
Wind Turbine Generator Tied To Grid Using Inverter Techniques and Its DesignsIJSRD
 
MODELLING, ANALYSIS AND SIMULATION OF THE PIEZOELECTRIC MICRO PUMP
MODELLING, ANALYSIS AND SIMULATION OF THE PIEZOELECTRIC MICRO PUMPMODELLING, ANALYSIS AND SIMULATION OF THE PIEZOELECTRIC MICRO PUMP
MODELLING, ANALYSIS AND SIMULATION OF THE PIEZOELECTRIC MICRO PUMPadeij1
 
Wind Energy Conversion Based On Matrix Converter
Wind Energy Conversion Based On Matrix ConverterWind Energy Conversion Based On Matrix Converter
Wind Energy Conversion Based On Matrix ConverterIAES-IJPEDS
 
A Novel Approach Concerning Wind Power Enhancement
A Novel Approach Concerning Wind Power EnhancementA Novel Approach Concerning Wind Power Enhancement
A Novel Approach Concerning Wind Power EnhancementWaqas Tariq
 

What's hot (18)

Torque estimator using MPPT method for wind turbines
Torque estimator using MPPT method for wind turbines Torque estimator using MPPT method for wind turbines
Torque estimator using MPPT method for wind turbines
 
Wind and solar integrated to smart grid using islanding operation
Wind and solar integrated to smart grid using islanding operationWind and solar integrated to smart grid using islanding operation
Wind and solar integrated to smart grid using islanding operation
 
The modeling and dynamic characteristics of a variable speed wind turbine
The modeling and dynamic characteristics of a variable speed wind turbineThe modeling and dynamic characteristics of a variable speed wind turbine
The modeling and dynamic characteristics of a variable speed wind turbine
 
11.the modeling and dynamic characteristics of a variable speed wind turbine
11.the modeling and dynamic characteristics of a variable speed wind turbine11.the modeling and dynamic characteristics of a variable speed wind turbine
11.the modeling and dynamic characteristics of a variable speed wind turbine
 
B44080512
B44080512B44080512
B44080512
 
Modeling of Wind Energy on Isolated Area
Modeling of Wind Energy on Isolated AreaModeling of Wind Energy on Isolated Area
Modeling of Wind Energy on Isolated Area
 
Energy system optimization paper
Energy system optimization paperEnergy system optimization paper
Energy system optimization paper
 
Wind power prediction Techniques
Wind power prediction TechniquesWind power prediction Techniques
Wind power prediction Techniques
 
MODELING AND OPTIMIZATION OF PIEZOELECTRIC ENERGY HARVESTING
MODELING AND OPTIMIZATION OF PIEZOELECTRIC ENERGY HARVESTING MODELING AND OPTIMIZATION OF PIEZOELECTRIC ENERGY HARVESTING
MODELING AND OPTIMIZATION OF PIEZOELECTRIC ENERGY HARVESTING
 
Hybrid electromagnetic suspension for high-speed vacuum transport
Hybrid electromagnetic suspension for high-speed vacuum transportHybrid electromagnetic suspension for high-speed vacuum transport
Hybrid electromagnetic suspension for high-speed vacuum transport
 
Wind Turbine Generator Tied To Grid Using Inverter Techniques and Its Designs
Wind Turbine Generator Tied To Grid Using Inverter Techniques and Its DesignsWind Turbine Generator Tied To Grid Using Inverter Techniques and Its Designs
Wind Turbine Generator Tied To Grid Using Inverter Techniques and Its Designs
 
Improved Performance of DFIG-generators for Wind Turbines Variable-speed
Improved Performance of DFIG-generators for Wind Turbines Variable-speedImproved Performance of DFIG-generators for Wind Turbines Variable-speed
Improved Performance of DFIG-generators for Wind Turbines Variable-speed
 
MODELLING, ANALYSIS AND SIMULATION OF THE PIEZOELECTRIC MICRO PUMP
MODELLING, ANALYSIS AND SIMULATION OF THE PIEZOELECTRIC MICRO PUMPMODELLING, ANALYSIS AND SIMULATION OF THE PIEZOELECTRIC MICRO PUMP
MODELLING, ANALYSIS AND SIMULATION OF THE PIEZOELECTRIC MICRO PUMP
 
Wind Energy Conversion Based On Matrix Converter
Wind Energy Conversion Based On Matrix ConverterWind Energy Conversion Based On Matrix Converter
Wind Energy Conversion Based On Matrix Converter
 
Improvement of sliding mode power control applied to wind system based on dou...
Improvement of sliding mode power control applied to wind system based on dou...Improvement of sliding mode power control applied to wind system based on dou...
Improvement of sliding mode power control applied to wind system based on dou...
 
A Novel Approach Concerning Wind Power Enhancement
A Novel Approach Concerning Wind Power EnhancementA Novel Approach Concerning Wind Power Enhancement
A Novel Approach Concerning Wind Power Enhancement
 
I011125866
I011125866I011125866
I011125866
 
GSA TUNED HIGH EXERGY IN PV ARRAY
GSA TUNED HIGH EXERGY IN PV ARRAYGSA TUNED HIGH EXERGY IN PV ARRAY
GSA TUNED HIGH EXERGY IN PV ARRAY
 

Similar to SIMULATION OF A MATHEMATICAL MODEL OF A WIND TURBINE

Modeling and Analysis of Wind Energy Conversion Systems Using Matlab
Modeling and Analysis of Wind Energy Conversion Systems Using MatlabModeling and Analysis of Wind Energy Conversion Systems Using Matlab
Modeling and Analysis of Wind Energy Conversion Systems Using MatlabIOSR Journals
 
Analysis of wind turbine driven permanent magnet synchronous generator under ...
Analysis of wind turbine driven permanent magnet synchronous generator under ...Analysis of wind turbine driven permanent magnet synchronous generator under ...
Analysis of wind turbine driven permanent magnet synchronous generator under ...Alexander Decker
 
International Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentInternational Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentIJERD Editor
 
Study of Wind Turbine based Variable Reluctance Generator using Hybrid FEMM-M...
Study of Wind Turbine based Variable Reluctance Generator using Hybrid FEMM-M...Study of Wind Turbine based Variable Reluctance Generator using Hybrid FEMM-M...
Study of Wind Turbine based Variable Reluctance Generator using Hybrid FEMM-M...IJECEIAES
 
Performance of a Wind System: Case Study of Sidi Daoud Site
Performance of a Wind System: Case Study of Sidi Daoud SitePerformance of a Wind System: Case Study of Sidi Daoud Site
Performance of a Wind System: Case Study of Sidi Daoud SiteIJERA Editor
 
9 Control Strategies for Variable-speed Fixed-pitch Win.docx
9 Control Strategies for Variable-speed  Fixed-pitch Win.docx9 Control Strategies for Variable-speed  Fixed-pitch Win.docx
9 Control Strategies for Variable-speed Fixed-pitch Win.docxevonnehoggarth79783
 
11.modeling and performance analysis of a small scale direct driven pmsg base...
11.modeling and performance analysis of a small scale direct driven pmsg base...11.modeling and performance analysis of a small scale direct driven pmsg base...
11.modeling and performance analysis of a small scale direct driven pmsg base...Alexander Decker
 
Modeling and performance analysis of a small scale direct driven pmsg based w...
Modeling and performance analysis of a small scale direct driven pmsg based w...Modeling and performance analysis of a small scale direct driven pmsg based w...
Modeling and performance analysis of a small scale direct driven pmsg based w...Alexander Decker
 
Wind-Driven SEIG Systems: A Comparison Study
Wind-Driven SEIG Systems: A Comparison StudyWind-Driven SEIG Systems: A Comparison Study
Wind-Driven SEIG Systems: A Comparison StudyCSCJournals
 
Transient analysis and modeling of wind generator during power and grid volta...
Transient analysis and modeling of wind generator during power and grid volta...Transient analysis and modeling of wind generator during power and grid volta...
Transient analysis and modeling of wind generator during power and grid volta...IAEME Publication
 
Modeling and Control of a Doubly-Fed Induction Generator for Wind Turbine-Gen...
Modeling and Control of a Doubly-Fed Induction Generator for Wind Turbine-Gen...Modeling and Control of a Doubly-Fed Induction Generator for Wind Turbine-Gen...
Modeling and Control of a Doubly-Fed Induction Generator for Wind Turbine-Gen...IJPEDS-IAES
 
Transient flow analysis for horizontal axial upper-wind turbine
Transient flow analysis for horizontal axial upper-wind turbineTransient flow analysis for horizontal axial upper-wind turbine
Transient flow analysis for horizontal axial upper-wind turbineinventy
 
Power fuzzy adaptive control for wind turbine
Power fuzzy adaptive control for wind turbinePower fuzzy adaptive control for wind turbine
Power fuzzy adaptive control for wind turbineIJECEIAES
 
Optimizing of the installed capacity of hybrid renewable energy with a modifi...
Optimizing of the installed capacity of hybrid renewable energy with a modifi...Optimizing of the installed capacity of hybrid renewable energy with a modifi...
Optimizing of the installed capacity of hybrid renewable energy with a modifi...IJECEIAES
 
The influence of air gaps at 0.4 duty cycle on magnetic core type ‘e’ to in...
The influence of air gaps at 0.4  duty cycle on magnetic  core type ‘e’ to in...The influence of air gaps at 0.4  duty cycle on magnetic  core type ‘e’ to in...
The influence of air gaps at 0.4 duty cycle on magnetic core type ‘e’ to in...IAEME Publication
 

Similar to SIMULATION OF A MATHEMATICAL MODEL OF A WIND TURBINE (20)

Modeling and Analysis of Wind Energy Conversion Systems Using Matlab
Modeling and Analysis of Wind Energy Conversion Systems Using MatlabModeling and Analysis of Wind Energy Conversion Systems Using Matlab
Modeling and Analysis of Wind Energy Conversion Systems Using Matlab
 
Analysis of wind turbine driven permanent magnet synchronous generator under ...
Analysis of wind turbine driven permanent magnet synchronous generator under ...Analysis of wind turbine driven permanent magnet synchronous generator under ...
Analysis of wind turbine driven permanent magnet synchronous generator under ...
 
International Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentInternational Journal of Engineering Research and Development
International Journal of Engineering Research and Development
 
Study of Wind Turbine based Variable Reluctance Generator using Hybrid FEMM-M...
Study of Wind Turbine based Variable Reluctance Generator using Hybrid FEMM-M...Study of Wind Turbine based Variable Reluctance Generator using Hybrid FEMM-M...
Study of Wind Turbine based Variable Reluctance Generator using Hybrid FEMM-M...
 
Performance of a Wind System: Case Study of Sidi Daoud Site
Performance of a Wind System: Case Study of Sidi Daoud SitePerformance of a Wind System: Case Study of Sidi Daoud Site
Performance of a Wind System: Case Study of Sidi Daoud Site
 
Fw3410821085
Fw3410821085Fw3410821085
Fw3410821085
 
9 Control Strategies for Variable-speed Fixed-pitch Win.docx
9 Control Strategies for Variable-speed  Fixed-pitch Win.docx9 Control Strategies for Variable-speed  Fixed-pitch Win.docx
9 Control Strategies for Variable-speed Fixed-pitch Win.docx
 
11.modeling and performance analysis of a small scale direct driven pmsg base...
11.modeling and performance analysis of a small scale direct driven pmsg base...11.modeling and performance analysis of a small scale direct driven pmsg base...
11.modeling and performance analysis of a small scale direct driven pmsg base...
 
Modeling and performance analysis of a small scale direct driven pmsg based w...
Modeling and performance analysis of a small scale direct driven pmsg based w...Modeling and performance analysis of a small scale direct driven pmsg based w...
Modeling and performance analysis of a small scale direct driven pmsg based w...
 
Wind-Driven SEIG Systems: A Comparison Study
Wind-Driven SEIG Systems: A Comparison StudyWind-Driven SEIG Systems: A Comparison Study
Wind-Driven SEIG Systems: A Comparison Study
 
Generator and grid side converter control for wind energy conversion system
Generator and grid side converter control for wind energy conversion systemGenerator and grid side converter control for wind energy conversion system
Generator and grid side converter control for wind energy conversion system
 
R36100108
R36100108R36100108
R36100108
 
Transient analysis and modeling of wind generator during power and grid volta...
Transient analysis and modeling of wind generator during power and grid volta...Transient analysis and modeling of wind generator during power and grid volta...
Transient analysis and modeling of wind generator during power and grid volta...
 
Modeling and Control of a Doubly-Fed Induction Generator for Wind Turbine-Gen...
Modeling and Control of a Doubly-Fed Induction Generator for Wind Turbine-Gen...Modeling and Control of a Doubly-Fed Induction Generator for Wind Turbine-Gen...
Modeling and Control of a Doubly-Fed Induction Generator for Wind Turbine-Gen...
 
Transient flow analysis for horizontal axial upper-wind turbine
Transient flow analysis for horizontal axial upper-wind turbineTransient flow analysis for horizontal axial upper-wind turbine
Transient flow analysis for horizontal axial upper-wind turbine
 
Power Control of DFIG-generators for Wind Turbines Variable-speed
Power Control of DFIG-generators for Wind Turbines Variable-speedPower Control of DFIG-generators for Wind Turbines Variable-speed
Power Control of DFIG-generators for Wind Turbines Variable-speed
 
Power fuzzy adaptive control for wind turbine
Power fuzzy adaptive control for wind turbinePower fuzzy adaptive control for wind turbine
Power fuzzy adaptive control for wind turbine
 
Optimizing of the installed capacity of hybrid renewable energy with a modifi...
Optimizing of the installed capacity of hybrid renewable energy with a modifi...Optimizing of the installed capacity of hybrid renewable energy with a modifi...
Optimizing of the installed capacity of hybrid renewable energy with a modifi...
 
Control of PMSG based variable speed wind energy conversion system connected ...
Control of PMSG based variable speed wind energy conversion system connected ...Control of PMSG based variable speed wind energy conversion system connected ...
Control of PMSG based variable speed wind energy conversion system connected ...
 
The influence of air gaps at 0.4 duty cycle on magnetic core type ‘e’ to in...
The influence of air gaps at 0.4  duty cycle on magnetic  core type ‘e’ to in...The influence of air gaps at 0.4  duty cycle on magnetic  core type ‘e’ to in...
The influence of air gaps at 0.4 duty cycle on magnetic core type ‘e’ to in...
 

More from Mellah Hacene

Elk 26-6-32-1711-330
Elk 26-6-32-1711-330Elk 26-6-32-1711-330
Elk 26-6-32-1711-330Mellah Hacene
 
Commande par gradins d'un convertisseur multiniveau asymétrique à structure c...
Commande par gradins d'un convertisseur multiniveau asymétrique à structure c...Commande par gradins d'un convertisseur multiniveau asymétrique à structure c...
Commande par gradins d'un convertisseur multiniveau asymétrique à structure c...Mellah Hacene
 
96 manuscript-579-1-10-20210211
96  manuscript-579-1-10-2021021196  manuscript-579-1-10-20210211
96 manuscript-579-1-10-20210211Mellah Hacene
 
Cascade forward neural network based on resilient backpropagation for simulta...
Cascade forward neural network based on resilient backpropagation for simulta...Cascade forward neural network based on resilient backpropagation for simulta...
Cascade forward neural network based on resilient backpropagation for simulta...Mellah Hacene
 
Miucc 2021 list_of_reviewers
Miucc 2021 list_of_reviewersMiucc 2021 list_of_reviewers
Miucc 2021 list_of_reviewersMellah Hacene
 
2021 miucc committees
2021 miucc committees2021 miucc committees
2021 miucc committeesMellah Hacene
 
Power transformer faults diagnosis using undestructive methods and ann for dg...
Power transformer faults diagnosis using undestructive methods and ann for dg...Power transformer faults diagnosis using undestructive methods and ann for dg...
Power transformer faults diagnosis using undestructive methods and ann for dg...Mellah Hacene
 
Adaptive maximum power point tracking using neural networks for a photovoltai...
Adaptive maximum power point tracking using neural networks for a photovoltai...Adaptive maximum power point tracking using neural networks for a photovoltai...
Adaptive maximum power point tracking using neural networks for a photovoltai...Mellah Hacene
 
International conference on mechanical engineering and applied mechanics[icme...
International conference on mechanical engineering and applied mechanics[icme...International conference on mechanical engineering and applied mechanics[icme...
International conference on mechanical engineering and applied mechanics[icme...Mellah Hacene
 
Multiphysics Modeling of Induction Machines_Jd'12 pres
Multiphysics Modeling of Induction Machines_Jd'12 presMultiphysics Modeling of Induction Machines_Jd'12 pres
Multiphysics Modeling of Induction Machines_Jd'12 presMellah Hacene
 
4th INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING.,Icee'12
4th INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING.,Icee'12 4th INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING.,Icee'12
4th INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING.,Icee'12 Mellah Hacene
 
7th International Conference on Electrical Engineering 8- 10 October 2012, Ce...
7th International Conference on Electrical Engineering 8- 10 October 2012, Ce...7th International Conference on Electrical Engineering 8- 10 October 2012, Ce...
7th International Conference on Electrical Engineering 8- 10 October 2012, Ce...Mellah Hacene
 
Stochastic Estimation Methods for Induction Motor Transient Thermal Monitorin...
Stochastic Estimation Methods for Induction Motor Transient Thermal Monitorin...Stochastic Estimation Methods for Induction Motor Transient Thermal Monitorin...
Stochastic Estimation Methods for Induction Motor Transient Thermal Monitorin...Mellah Hacene
 
Design and analysis of an external rotor internal-stator doubly fed induction...
Design and analysis of an external rotor internal-stator doubly fed induction...Design and analysis of an external rotor internal-stator doubly fed induction...
Design and analysis of an external rotor internal-stator doubly fed induction...Mellah Hacene
 
الفصل الثالث عمليات في الوندوز
الفصل الثالث عمليات في الوندوزالفصل الثالث عمليات في الوندوز
الفصل الثالث عمليات في الوندوزMellah Hacene
 
Dynamic design and simulation analysis of permanent magnet motor in different...
Dynamic design and simulation analysis of permanent magnet motor in different...Dynamic design and simulation analysis of permanent magnet motor in different...
Dynamic design and simulation analysis of permanent magnet motor in different...Mellah Hacene
 
Application of statcom to increase transient stability of wind farm
Application of statcom to increase transient stability of wind farmApplication of statcom to increase transient stability of wind farm
Application of statcom to increase transient stability of wind farmMellah Hacene
 

More from Mellah Hacene (20)

1901.08661
1901.086611901.08661
1901.08661
 
Elk 26-6-32-1711-330
Elk 26-6-32-1711-330Elk 26-6-32-1711-330
Elk 26-6-32-1711-330
 
Commande par gradins d'un convertisseur multiniveau asymétrique à structure c...
Commande par gradins d'un convertisseur multiniveau asymétrique à structure c...Commande par gradins d'un convertisseur multiniveau asymétrique à structure c...
Commande par gradins d'un convertisseur multiniveau asymétrique à structure c...
 
22057 44311-1-pb
22057 44311-1-pb22057 44311-1-pb
22057 44311-1-pb
 
96 manuscript-579-1-10-20210211
96  manuscript-579-1-10-2021021196  manuscript-579-1-10-20210211
96 manuscript-579-1-10-20210211
 
Cascade forward neural network based on resilient backpropagation for simulta...
Cascade forward neural network based on resilient backpropagation for simulta...Cascade forward neural network based on resilient backpropagation for simulta...
Cascade forward neural network based on resilient backpropagation for simulta...
 
Miucc 2021 list_of_reviewers
Miucc 2021 list_of_reviewersMiucc 2021 list_of_reviewers
Miucc 2021 list_of_reviewers
 
2021 miucc committees
2021 miucc committees2021 miucc committees
2021 miucc committees
 
Power transformer faults diagnosis using undestructive methods and ann for dg...
Power transformer faults diagnosis using undestructive methods and ann for dg...Power transformer faults diagnosis using undestructive methods and ann for dg...
Power transformer faults diagnosis using undestructive methods and ann for dg...
 
Adaptive maximum power point tracking using neural networks for a photovoltai...
Adaptive maximum power point tracking using neural networks for a photovoltai...Adaptive maximum power point tracking using neural networks for a photovoltai...
Adaptive maximum power point tracking using neural networks for a photovoltai...
 
International conference on mechanical engineering and applied mechanics[icme...
International conference on mechanical engineering and applied mechanics[icme...International conference on mechanical engineering and applied mechanics[icme...
International conference on mechanical engineering and applied mechanics[icme...
 
Multiphysics Modeling of Induction Machines_Jd'12 pres
Multiphysics Modeling of Induction Machines_Jd'12 presMultiphysics Modeling of Induction Machines_Jd'12 pres
Multiphysics Modeling of Induction Machines_Jd'12 pres
 
4th INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING.,Icee'12
4th INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING.,Icee'12 4th INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING.,Icee'12
4th INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING.,Icee'12
 
7th International Conference on Electrical Engineering 8- 10 October 2012, Ce...
7th International Conference on Electrical Engineering 8- 10 October 2012, Ce...7th International Conference on Electrical Engineering 8- 10 October 2012, Ce...
7th International Conference on Electrical Engineering 8- 10 October 2012, Ce...
 
Stochastic Estimation Methods for Induction Motor Transient Thermal Monitorin...
Stochastic Estimation Methods for Induction Motor Transient Thermal Monitorin...Stochastic Estimation Methods for Induction Motor Transient Thermal Monitorin...
Stochastic Estimation Methods for Induction Motor Transient Thermal Monitorin...
 
Design and analysis of an external rotor internal-stator doubly fed induction...
Design and analysis of an external rotor internal-stator doubly fed induction...Design and analysis of an external rotor internal-stator doubly fed induction...
Design and analysis of an external rotor internal-stator doubly fed induction...
 
الفصل الثالث عمليات في الوندوز
الفصل الثالث عمليات في الوندوزالفصل الثالث عمليات في الوندوز
الفصل الثالث عمليات في الوندوز
 
Article jd2
Article jd2Article jd2
Article jd2
 
Dynamic design and simulation analysis of permanent magnet motor in different...
Dynamic design and simulation analysis of permanent magnet motor in different...Dynamic design and simulation analysis of permanent magnet motor in different...
Dynamic design and simulation analysis of permanent magnet motor in different...
 
Application of statcom to increase transient stability of wind farm
Application of statcom to increase transient stability of wind farmApplication of statcom to increase transient stability of wind farm
Application of statcom to increase transient stability of wind farm
 

Recently uploaded

Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
costume and set research powerpoint presentation
costume and set research powerpoint presentationcostume and set research powerpoint presentation
costume and set research powerpoint presentationphoebematthew05
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
Bluetooth Controlled Car with Arduino.pdf
Bluetooth Controlled Car with Arduino.pdfBluetooth Controlled Car with Arduino.pdf
Bluetooth Controlled Car with Arduino.pdfngoud9212
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024The Digital Insurer
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsMark Billinghurst
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii SoldatenkoFwdays
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraDeakin University
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
Science&tech:THE INFORMATION AGE STS.pdf
Science&tech:THE INFORMATION AGE STS.pdfScience&tech:THE INFORMATION AGE STS.pdf
Science&tech:THE INFORMATION AGE STS.pdfjimielynbastida
 

Recently uploaded (20)

Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
costume and set research powerpoint presentation
costume and set research powerpoint presentationcostume and set research powerpoint presentation
costume and set research powerpoint presentation
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping Elbows
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
Bluetooth Controlled Car with Arduino.pdf
Bluetooth Controlled Car with Arduino.pdfBluetooth Controlled Car with Arduino.pdf
Bluetooth Controlled Car with Arduino.pdf
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
DMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special EditionDMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special Edition
 
My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR Systems
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning era
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
Science&tech:THE INFORMATION AGE STS.pdf
Science&tech:THE INFORMATION AGE STS.pdfScience&tech:THE INFORMATION AGE STS.pdf
Science&tech:THE INFORMATION AGE STS.pdf
 

SIMULATION OF A MATHEMATICAL MODEL OF A WIND TURBINE

  • 1. Milan Jus / University Review, Vol. 14, 2020, No. 1, p. 14-18 1 SIMULATION OF A MATHEMATICAL MODEL OF A WIND TURBINE Milan JUS Ing. Milan Jus, PhD., Faculty of Special Technology, Alexander Dubček University of Trenčín, Pri Parku 19, 911 06 Trenčín, Slovakia Corresponding author E-mail address: milan.jus@tnuni.sk Abstract This paper presents a mathematical model of a wind turbine and its simulation. This is one of the main resources available to the island system (Grid-Off system). Keywords: wind turbine, island system, Grid-Off system, renewable energy source. 1 Introduction to wind turbine A wind turbine is basically a converter, or in other words a device that transforms one type of energy into another. In this case, it is the transformation of mechanical energy into electrical energy. The source of mechanical energy is the flow (flow) of air, which acts on the turbine blades. The blades are located on a shaft which is coupled to a permanent magnet (magnet). The magnets are a rotating part, which is named the rotor. The stator consists of a coil (coils) of wound copper conductor. Due to the changing magnetic field (PM - permanent magnets), an electrical voltage is induced at the terminals (terminals) of the coil / coils. In essence, it is a synchronous generator, since the variable electric field is coupled (synchronized) with the speed of the changing and magnetic fields. [1-5] A schematic block diagram of a wind turbine as a synchronous generator is shown in Fig. 1. Fig. 1 Principle block diagram of a wind turbine The kinetic energy of wind (air) is converted into mechanical energy of a rotating shaft. However, the validity of the continuity implies that the flow rate slows down on the turbine, since the air flow in front of the blades is intact with the velocity v and behind the blades the flow velocity is different. This fact is expressed by the power coefficient of the turbine Cp, which expresses the ratio of the mechanical power of the turbine Pm to the power of the intact air flow P0, which is expressed by equation (1) 𝐶 𝑝 = 𝑃 𝑚 𝑃0 (1) The maximum value of the turbine power coefficient is 0.59259, while physically feasible turbines have smaller values. [5-10] We calculate the mechanical moment by the ratio of the mechanical power of the turbine to the angular velocity of the rotor r, which we express mathematically as equation (2) 𝑇 𝑚 = 𝑃 𝑚 𝜔 𝑟 = 𝐶 𝑝 1 2 𝜌𝐴 𝑟 𝑣3 𝜔 𝑟 = 1 2 𝜌𝑣3 𝐶 𝑝 𝐴 𝑟 𝜔 𝑟 (2) where  is the air density and Ar is the rotor area. [11-12] The mechanical connection of the wind turbine is such that if we proceed chronologically, the blades (blades) of the wind turbine are connected to the shaft to which the generator rotor is further connected. The blades Synchronous generatorWIND
  • 2. Milan Jus / University Review, Vol. 14, 2020, No. 1, p. 14-18 2 generate a mechanical moment Tm. The shaft itself has a certain distributed weight, which is expressed by the moment of inertia, which depends on the time change of the angular velocity of the rotor. In terms of direction, the torque of the generator Tg (braking torque) acts in the opposite way, the mathematical expression of the balance of moments is represented by equation (3) 𝑇 𝑚 = 𝐽 𝑎 𝑑𝜔 𝑟 𝑑𝑡 + 𝑇𝑔 (3) From the point of view of creating a mathematical model, it is necessary to modify equation (3) into the form (4) 𝑑𝜔 𝑟 𝑑𝑡 = 1 𝐽 𝑎 (𝑇 𝑚 − 𝑇𝑔) (4) Next we need to calculate the torque of the generator, which is expressed as (5) 𝑇𝑔 = 3𝐼 𝑔 2 𝐿 𝑠 𝑛 𝑝 2 tan(𝛿) (5) where Ig is the current flowing through the generator load, Ls is the stator inductance, np is the number of generator poles and the angle  is between the internal generated voltage Eg and the voltage at the generator terminals Ug. The internal voltage of the Eg generator depends on the force of the permanent magnet kPM, the angular velocity of the rotor r and the number of poles np, which is mathematically expressed as equation (6) 𝐸𝑔 = 𝑘 𝑃𝑀 𝜔𝑟 𝑛 𝑝 2 (6) If we connect the load Rz to the terminals of the generator, which is schematically shown in Fig. 2, we can express the equation for the generated voltage Ug at the terminals as equation (7) and the current Ig passing through the load as equation (8) 𝑈𝑔 = 𝐸𝑔 cos(𝛿) cos(𝜔 𝑔 𝑡) (7) 𝐼𝑔 = 𝑈 𝑔 𝑅 𝑧 = 𝐸 𝑔 cos(𝛿) 𝑅 𝑧 cos(𝜔 𝑔 𝑡) (8) where g is the angular frequency of the generator current. Fig. 2 Connecting the load to the generator 2 Mathematical model of wind turbine and its simulation Based on the mathematical expressions in the previous section, a mathematical model will be constructed, which essentially consists of four basic blocks as shown in Fig. 3. Fig. 3 Block diagram of a mathematical model of a wind turbine Eg Ug Rz Xd Ig v Tm Tg Ug, Igr 1 2 3 4
  • 3. Milan Jus / University Review, Vol. 14, 2020, No. 1, p. 14-18 3 The compilation of the model and its simulation was carried out in the SCILAB software, specifically in the XCos part, where individual blocks 1 to 4 as whole units (sub-blocks) were created and they contained individual blocks / parts of the scheme that expressed mathematical implementation as required, which is described in the following text. Block 1 represents the incorporation of equation (2) into the model, where the inputs are the wind speed and the value of the angular velocity of the rotor. There are also constants in the model, which are summarized in Tab. 1. The model of block 1 is shown in Fig. 4. Fig. 4 Block diagram of block 1 - the output is the mechanical torque Tm Block 2 after the adjustment expresses equation (4), the adjustment is necessary because the equation expresses the time change, where the inputs are the mechanical torque (output from block 1) and the generator torque, which is the output of block 4. The block diagram of block 2 is in Fig. 5. Fig. 5 Block diagram of block 2 - the output is the angular speed of the rotor r Block 3 includes equations (6), (7) and (8) and its output is the electrical quantities Ug and Ig. The block diagram that implements this is shown in Fig. 6. Fig. 6 Block diagram of block 3 - the output are electrical quantities Ug and Ig
  • 4. Milan Jus / University Review, Vol. 14, 2020, No. 1, p. 14-18 4 Block 4 uses as input only the current flowing through the load Ig and the output is the torque of the generator, it is basically the realization of equation (5). The block diagram implementing Equation (5) is shown in Fig. 7. Fig. 7 Block diagram of block 4 - the output is the torque of the generator Tg There were also constants in the individual parts of the model that need to be initialized at the beginning of the simulation. The specific values of the constants used are given in the following Table 1. Table 1 Stated values of constants used in the wind turbine model The name of the constant Value Comment Kpm 10.3668 V.s force PM np 10 number of generator poles delta 0.1745329 rad angle between Eg and Ug cos_delta 0.9848078 cosine angle delta tan_delta 0.1763270 sine angle delta Ls 3.07e-3 H stator inductance Ja 0.748 kg.m2 the resulting moment of inertia rho 1.29 kg.m-3 air density Rt 1.35 m rotor radius Ar 5.7255526 m2 rotor surface Cp 0.5 power factor Rz 100  load resistance The resulting block diagram represents the circuit according to Fig. 3, where the individual blocks are interconnected and also blocks for displaying waveforms are added. Such a complete connection of the wind turbine model is shown in Fig. 8. Fig. 8 Final simulation model of a wind turbine In the given model shown in Fig. 8, a simulation was performed where the input to the model was a variable wind speed to which the wind turbine is exposed. The end load was a resistance with a value of 100  and only the course of the generated current Ig passing through the load Rz was evaluated.
  • 5. Milan Jus / University Review, Vol. 14, 2020, No. 1, p. 14-18 5 In Fig. 9 shows the simulated course of the generated current at the same time as the course expressing the change in wind speed (shown in blue), where it is possible to see the reaction to the change in current (shown in green) size from the change in wind speed. The value of wind speed is in m.s-1 and the value of current magnitude in A, since these values are close in size, therefore one scale on the y-axis is used. Fig. 9 The simulated course of the generated Ig current 3 Conclusion In this paper, a mathematical model designed to simulate a wind turbine was designed and built. The current generated through the load was mainly simulated and presented. The input to the simulation was the variable magnitude of the wind speed acting on the wind turbine. The simulation shows that if we take Igmax = 2.7 A and a load of 100 , the maximum power was 730 W. Acknowledgements The paper was treated within the project no. ITMS 26220220083 "Research technological base for designing applications for renewable energy in practice" EU operational program "Research and Development". References [1] [16.03.2020], https://en.wikipedia.org/wiki/Betz%27s_law [2] Ragheb, M., Ragheb, A. M.: Wind turbines theory—The Betz equation and optimal rotor tip speed ratio, fundamental and advanced topics in wind power. In R. Carriveau (ed.), Fundamental and Advanced Topics in Wind Power, InTech, 2011. [3] Zuščák, J., Janíček, F., Kijan, V., Váry, M.: Dynamic behavior of self-excited induction generator in Off- grid operation under resistive load. In Power engineering 2018. Control of Power Systems 2018 : 13th International scientific conference. Tatranské Matliare, Slovakia. June 5-7, 2018. 1. vyd. Bratislava : Slovak University of Technology, 2018, S. 89-94. ISBN 978-80-89983-00-1. [4] Hansen, M.O.L.: Aerodynamics of Wind Turbines, 3rd ed., Routledge, 2015, ISBN 978-1138775077. [5] Zuščák, J., Janíček, F.: Calculation of wind turbine power using Matlab. In ELITECH´16 [elektronický zdroj] : 18th Conference of doctoral students. Bratislava, Slovakia. June 8, 2016. 1. vyd. Bratislava : STU, 2016, CD-ROM, [5] s. ISBN 978-80-227-4561-1. [6] [18.03.2020], https://globalwindatlas.info/ [7] [18.03.2020], https://en.wind-turbine-models.com/turbines/13-vestas-v47 [8] Hau, E.: Wind Turbines: Fundamentals, Technologies, Application, Economics. 2nd. Edition. Berlin: Springer, 2006. ISBN 3-540-24240-6. [9] Mellah, H., Hemsas, K. E.: Simulations Analysis with Comparative Study of a PMSG Performances for Small WT Application by FEM International Journal of Energy Engineering e-ISSN: 2163-1905. [Online]. 2015, [cit. 19.03.2020]. Dostupné na: http://article.sapub.org/10.5923.j.ijee.20130302.03.html [10]Schaffarczyk, A.P.: Introduction to Wind Turbine Aerodynamics. Berlin: Springer, 2014. ISBN 978-3-642- 36408-2. [11]Heier, S.: Grid Integration of Wind Energy. 3rd. Edition. John Wiley & Sons Ltd., 2014. ISBN 978-1-119- 96294-6. [12][20.03.2020], https://www.scilab.org/use-cases/model-reduction-for-wind-farm-optimization