Modeling and Power Controls of Wind Energy
Conversion Systems Based on Doubly Fed Induction
                    Generator
  Manale Bouderbala*, Badre                    Ahmed Lagrioui               Mohmmed Taoussi,               Madiha El Ghamrasni
 Bossoufi, Hala Alami Aroussi              Department of Electrical         Yasmine Ihedrane               Mohammadia School of
    Laboratory of Electrical                   and Computer                   LISTA Laboratory                   Engineers
  Engineering and Maintenance              Engineering The Higher          Faculty of Sciences Dhar        Elecrtrical 'epartment
  Higher School of Technology              National School of Arts          El Mahraz, University             5DEDW0RURFFR
        Oujda, Morocco                           and Trades,                Sidi Mohammed Ben
 *Bouderbala.manale@gPDLOFRP              Moulay Ismail University                Abdellah
                                             Meknes, Morocco                   Fez – Morocco
Abstract—. This study focuses on the wind energy conversion         achieve this, the system control is necessary to make the most
systems which consist of a turbine, multiplier, generator and       of available resources. [3]
power electronic devices. In our case we opted for the doubly fed       In this work, we will present the modeling of WECS which
induction generator (DFIG); this choice is due to its advantages    is based on DFIG. From this latter, we can exploit the wind
as well as its ability to adapt to changing wind. On the other      resources for different wind conditions since it allows the
hand, this machine is characterized with its non-linearity.         production of energy at variable speed. After that, we will pass
Moreover, it is necessary to apply a control in order to have a     through to the control of the system which is the most critical
maximum of power and to maintain the reactive power at zero.        phase; starting with the optimization of the energy conversion
Therefore, we will start with the modeling of the system. Then,
                                                                    and ending with the control of the active and reactive powers.
the maximization of the power using the strategy of maximum
power point tracking (MPPT) will be detailed, finally, we will
                                                                    In order to be able to achieve this, we will use the MPPT
apply the two control techniques namely: direct field oriented      control strategy and the direct and the indirect field oriented
control (DFOC) and indirect field oriented control (IFOC) in        controls, then we will compare between the two techniques
order to compare them. The results are presented in the Matlab/     based on the simulation results that will be presented in the
Simulink environment to ensure the performance of the control.      Matlab/Simulink environment.
    Keywords-component; Wind Energy Converion System                                     II. MODELLING OF A
(WECS), Doubly- fed induction generator (DFIG), Direct field                 WIND ENERGY CONVERSION SYSTEM
oriented control (DFOC), Indirect field oriented control (IFOC),        The Wind Energy Conversion System is illustrated as
MPPT strategy.                                                      follows fig.1. It consists of a turbine which ensures the
                                                                    conversion of kinetic energy into mechanical energy. Then, the
                      I.    INTRODUCTION                            multiplier has the role of adapting the speed of the turbine with
    To deal with the current and increasing demand of energy,       the speed of the generator. Finally, the DFIG converts the
it is necessary to find inexhaustible sources: among these          mechanical energy into electrical energy where; the stator is
resources called "renewable energies", we have the wind             directly connected to the grid unlike the rotor which is
energy that presents an important potential. Also we can not        connected via the power electronic devices. [4] [5]
deny the interest of research centers today towards renewable
energies. Thus, the development of wind turbines represents a
major investment in the technological search and that is why
wind farms are ubiquitous today. [1][2]
    Many of these wind farms are based on the Doubly Fed
Induction Generator (DFIG) technology with converter ratings
around 30 percent of the generator ratings. However, to make a
cost-effective wind energy conversion system, it must be able
to extract as much of the available energy as possible. To
                                                                                 Figure 1. : Wind Energy Conversion system
                                              	
         The equations below describe the system to be studied:              C. Doubly Fed Induction Generator
                                                                                 The mathematical model of DFIG in the park referential (d-
A. Wind turbine                                                              q) is given by the following equations: [9] [10]
    The aerodynamic power (Paer), which is converted by a                        Electrical equations:
wind turbine, depends on the wind power as well as the power
coefficient (Cp) which is determined according to Betz's law
and is expressed as a function of the relative speed λ
representing by [6]                                                                                                    d ) sd
                                                                                               Vsd        Rs .I sd            ) sq .Zs
                                                                                                                         dt
                          Paer       Cp(O , E ).Pv                                     V                      d ) sq
                                                                                                sq        Rs .I sq          ) sd .Zs
                                                                                                                         dt
     The wind power and the ratio λ are determined as follows:                                                                                  
                                                                                                                       d ) rd
[6] [7]                                                                                        Vrd        Rr .I rd            ) rq .Zr
                                                                                                                         dt
                                         U .S .V 3                                                                     d ) rq
                              Pv                                                        Vrq        Rr .I rq            ) rd .Zr
                                            2                                                                            dt
                                                                                 The frequency of the stator voltages is imposed by the grid
                                                                             but the pulsation of the rotor currents is given by: [11]
                                          R.:t
                                O                                  
                                           V                                                                   Zr      Zs  Z                
         ρ : density of the air which equal to 1,225 Kg \ m3
         S: area swept by the pales of the turbine (π .R²)                                                      Z        p.:                 
         V: wind speed.
                                                                                 The flux equations: [12]
         Ωt: speed of the turbine.
         R: wind turbine radius.
                                                                                                         ) sd        Ls .I sd  M .I rd
B. The multiplier
                                                                                                         ) sq    Ls .I sq  M .I rq
                                                                                                                                               
                                             Ct                                                          ) rd        Lr .I rd  M .I sd
                                  Cg                            
                                             G                                                           ) rq    Lr .I rq  M .I sq
                                                                             The electromagnetic torque as a function of the stator field and
                                            :mec                             rotor currents is given by: [13] [14]
                              :t                        
                                             G                                                           M
                                                                                         Cem        p.      .() sq .I rd  ) sd .I rq )
                                                                                                         Ls
         Cg: generator torque.
         Ωmec: mechanical speed of the generator                                                                                              (11)
         G: multiplier gain                                                  Vs (d,q), Vr (d,q): stator and rotor voltages in the reference of
                                                                             PARK.
    The following relationship describes the aerodynamic
                                                                             φs (d, q), φr (d, q): stator and rotor flux in the reference of
torque: [7]
                                                                             PARK.
             d :mec                                                          Is (d, q), Ir (d, q) stator and rotor currents in the reference of
         J             Cmec      Cg  Cem  C f .:mec               (6)      PARK.
               dt                                                            Rs,        Rr:        stator        and     rotor        resistances.
         Cem: electromagnetic torque.                                        Ls,     Lr:     cyclic      stator     and    rotor     Inductances.
         Cmec: mechanical torque                                             M: mutual inductance.
                                                                             p:     Number       of     pole      pairs   of     the    machine.
         Cf: viscous friction torque
                                                                             ωs:     Pulse      of     the      stator  electrical     quantities.
         J: total inertia                                                    ωr: Pulse of the rotor electrical quantities.
        III.   MAXIMIZATION OF THE POWER OF THE WIND                   In order to simplify the control, we will orient the flux
                     CONVERSION SYSTEM                              along the axis d (fig.3) [15] [16] [17]
     The MPPT control is used to extract the maximum power;
it is based on adjusting the speed of the turbine which allows to
extract the maximum of power.
   From the equation (1) we can conclude that the
aerodynamic power depends (Paer) on Cp and wind power.
    Indeed, for each wind speed V, the power - rotation speed
characteristic goes through a maximum corresponding to a
maximum power reached for an optimal rotation speed.
    However, the maximum power is obtained for a maximum                                                                                          
power coefficient, this later corresponds to an optimum specific                Figure 3. Orientation of the stator flux on the axis d
speed and this specific speed is obtained for an optimum
                                                                        With:
rotational speed (fig.2) [2] [7]
    The expression of the reference power becomes:
                                                                                                ) sd        ) s and ) sq               0              (15)
                                                                         For high power machines, the stator resistance is
                 Paer _ ref      Cp(O , E ).Pv _ est         neglected and it is also assumed that the flux is constant so we
                                                                    can write: [17]
    The estimated value of the wind speed:                                                                  Vsd      0
                                                                                                                                                        (16)
                                                                                                            Vsq Vs           ) s .Zs
                                      R.:t
                          Vest                                    From equations (10) (15) we can write:
                                                                                                      (11)
                                       Oopt
   The expression of the reference electromagnetic torque
                                                                                         ) sd          )s         Ls .I sd  M .I rd
                                                                                                                                                        (17)
which must be applied to the DFIG is:                                                    ) sq          0     Ls .I sq  M .I rq
                                       Paer ref                    The equations connecting the stator currents with the rotor
                       Cem _ ref                              currents are written as follows by:
                                         :t
                                                                                                            )s M
                                                                                                I sd           .I rd
                                                                                                            Ls Ls
                                                                                                                                                      (18)
                                                                                                            M
                                                                                                I sq        .I rq
                                                                                                            Ls
                                                                        By replacing flux and stator currents in the equation (10),
                                                                    by the expression (18), we obtain:
                                                                                                            M2          Vs.M
                                                                                       ) rd      ( Lr         ).I rd 
                                                                                                            Ls          Ls .Zs
                                                                                                                                                  
                                                                                                       M²
                                                                                       ) rq     ( Lr     ).I rq
                                                                                                      Ls
                  Figure 2. MPPT Strategy control
                 IV.   FIELD ORIENTED CONTROL                          By replacing the expressions of the equation (19) in the
                                                                    equation(7), we have:
   Referring to equation (11), we can see the strong coupling
between the rotor and stator flux and currents which makes the
control of the DFIG more difficult.
To work out with this, we propose to direct the flux vector to
make this machine similar control standpoint to a DC machine.
                                             M 2 dI rd                M2
Vrd      Rr .I rd  ( Lr                       ).      g.Zs .( Lr     ).I qr                                            The figure below represents the aerodynamic power,
                                             Ls    dt                 Ls                                         and the fig.6 represents the Cp coefficient .
                                             M 2 dI rq                M2             M .Vs
Vrq      Rr .I rq  ( Lr                       ).      g.Zs .( Lr     ).I dr  g.                                                             6
                                             Ls    dt                 Ls              Ls                                                 x 10
                                                                                                                                1.5
                                                                                                       (20)                                          (28)
                                                                                                                                    1
      The powers expressions become:
                                                                                                                                0.5
                                                                                                                        Paer
                                                           Vs .M
                                             Ps                 .I rq                                                              0
                                                            Ls
                                                                                                       (21)                    -0.5
                                                        Vs 2   V .M
                                             Qs                s .I rd
                                                       Ls .Zs   Ls                                                                  -1
                                                                                                                                         0           2       4       6   8      10 12   14    16    18    20
                                                                                                                                                                             times(s)                          
    According to the last equation, we conclude, that the stator
active power depends on the quadrature rotor current and the                                                                                                 Figure 5. aerodynamic Power
reactive power depends on the direct rotor current.
    To control these powers, we define two methods of Field
Oriented Control:                                                                                                                    0.6
A. Direct Field Oriented Control (DFOC)
                                                                                                                                     0.4
   This method acts directly on the voltages by applying a PI
regulator on each axis and neglecting the coupling terms
between the two axes. [15] [16]                                                                                                Cp    0.2
B. Indirect Field Oriented Control (IFOC)                                                                                                0
   This method consists in putting 2 regulators at the level of
                                                                                                                                    -0.2
each axis one to regulate the power and another for the current,
considering the coupling terms. [15] [16]
                                                                                                                                    -0.4
    V.           SIMULATION AND INTERPRETATION RESULTS                                                                                       0           2       4   6   8      10 12   14   16    18    20
   In order to test our control, we will apply a wind profile                                                                                                                times(s)
Fig.7 which consists of harmonic sums corresponding to the
pulse ω. It is modeled by the following equation:                                                                                                                Figure 6. Cp Coefficient
                                                           n
                                        V    V0  ¦ Ai .sin(Zi t  )i )                               
                                                       i 1                                                          From the fig.4 and the fig.5 we can note that the
                                                                                                                 aerodynamic power corresponds perfectly to the wind speed.
                              10.5
                                                                                                                     From fig.6 we can easily deduce that with the MPPT
                               10
                                                                                                                 strategy we can have a power coefficient equal to 0.5 which is
                               9.5                                                                               the maximum value to extract the maximum power.
                                                                                                                    The figures below represent the DFOC and IFOC
           wind speed (m/s)
                               8.5
                                                                                                                 simulations:
                               7.5
                               6.5
                                     0   2   4     6           8      10      12   14   16   18   20
                                                                   times(s)
                                                  Figure 4. Wind speed
                                         6                                                                                                        6
                                    x 10                                                                                                      x 10
                            0                                                                                                             0
                                                                                               Ps-mes                                                                                               Ps-mes
                                                                                               Ps-ref                                                                                               Ps-ref
                    -0.5                                                                                                            -0.5
                            -1                                                                                                           -1
                                                                                                                        P(W)
          P(W)
                    -1.5                                                                                                            -1.5
                            -2                                                                                                           -2
                    -2.5                                                                                                            -2.5
                            -3                                                                                                           -3
                                                                                                                                              0          2   4   6    8      10      12   14   16   18       20
                                 0             2       4   6    8      10      12   14   16     18      20
                                                                                                                                                                          times(s)
                                                                    times(s)
                                           4                                                                                                         4
                                                                                                                                              x 10
                                     x 10                                                                                                12
                            12                                                                                                                                                                      Qs-mes
                                                                                               Qs-mes                                    10                                                         Qs-ref
                            10                                                                 Qs-ref
                                                                                                                                          8
                                8
                                                                                                                                          6
                 Qs (Var)
                                                                                                                              Qs (Var)
                                                                                                                                          4
                                4
                                                                                                                                          2
                                2
                                                                                                                                          0
                                0
                                                                                                                                         -2
                                -2
                                     0             2   4   6    8      10    12     14   16    18       20                               -4
                                                                                                                                              0          2   4   6    8      10      12   14   16   18       20
                                                                    times(s)                                                                                              times(s)
                            0
                                                                                                                                         0
                 -500
                                                                                                                                -500
              -1000
                                                                                                                          -1000
              -1500
                                                                                                                          -1500
              -2000
Irq (A)
                                                                                                                          -2000
                                                                                                              Irq (A)
              -2500
                                                                                                                          -2500
              -3000
                                                                                                                          -3000
              -3500
                                                                                                                          -3500
              -4000
                                                                                                                          -4000
              -4500
                                0              2       4   6    8      10      12   14   16     18       20
                                                                    times(s)                                              -4500
                                                                                                                                              0          2   4   6    8      10      12   14   16   18       20
                                                                                                                                                                          times(s)
                 200
                                                                                                                                   250
                 150
                                                                                                                                   200
    Ird (A)
                 100                                                                                                               150
                                                                                                                    Ird (A)
                                                                                                                                   100
                     50
                                                                                                                                         50
                            0
                                0              2       4   6    8      10    12     14    16    18       20
                                                                    times(s)                                                             0
                                                                                                                                              0          2   4   6    8      10      12   14   16   18       20
                                                       Figure 7. DFOC simulations                                                                                         times(s)
                                                                                                                                                             Figure 8. IFOC simulations
                                                                               [9]    H. Akagi and H. Sato, “Control and Performance of a Doubly-Fed
    Figures 7 and 8 represent respectively the simulations of                         Induction Machine Intended for a Flywheel Energy Storage System,”
direct and indirect control (active power, reactive power, direct                     IEEE Trans. Power Electron., Vol. 17, No. 1, pp. 109–116, 2002.
rotor current, quadrature rotor current). At first, it is easy to              [10]   N. E. Ouanjli, A. Derouich, A. El Gzizal, Y. El Mourabet, B. Bossoufi,
                                                                                      M. Taoussi, "Contribution to the performance improvement of Doubly
deduce that the different controlled variable follows their                           Fed Induction Machine functioning in motor mode by the DTC control",
references. Secondly, the direct and quadrature rotor currents                        International Journal Power Electronics and Drive System, Vol.8,
are decoupled, so we conclude that the vector control is well                         No.3,september 2017.
applied. We also note that there are less at the IFOC                          [11]   N. El Ouanjli, A. Derouich, A. El Ghzizal, A. Chebabhi, M. Taoussi, “A
simulations comparing to the DFOC.                                                    comparative study between FOC and DTC controls of the Doubly Fed
                                                                                      Induction Motor (DFIM) ”, IEEE International Conference on Electrical
                                                                                      and Information Technologies, Rabat- Morocco 2017.
                           VI.    CONCLUSION                                   [12]   M.Taoussi ,M. Karim,B. Bossoufi,D. Hmmoumi, C. Bakkali, A.
   In this paper, we have applied to a Wind Energy                                    Derouich and El N. Ouanjli “Low-Speed Sensorless Control for Wind
                                                                                      Turbine System WSEAS Transactions on Systems and Control”,
Conversion System two vector control methods (direct control                          12: 405-417,2017.
and indirect control) in order to compare them. First of all, we               [13]   B.bossoufi, h. Alami aroussi, el.m.ziani, a.lagrioui, a.derouich
modelled the whole system, and presented the MPPT control                             “Low-Speed Sensorless Control of DFIG Generators Drive for
which allows us to retrieve the maximum power. Then, the                              Wind Turbines System” WSEAS TRANSACTIONS on SYSTEMS
DFIG was modeled to apply direct and indirect vector control.                         and CONTROL, pp514-525, Vol.9 No.4 November 2014.
Finally, the WECS was implemented under Matlab/Simulink to                     [14]    B.bossoufi, m.karim, a.lagrioui, m.taoussi, m. El ghamrasni
view the simulation results.                                                          “Backstepping Adaptive Control of DFIG-Generators for VariableSpeed
                                                                                      Wind Turbines” IJCT International Journal of Computers &
    As stated in this study, we found that direct control based                       Technology, pp3719-3733, Vol.12 No.7, February 2014.
on power regulation is the easiest to implement, but not the                   [15]   Anis Tarfaya, Djalel Dib, and Mehdi Ouada : Study Contribution to
most efficient. On the other hand, the indirect control ,where                        Control      Optimization     of    a      Wind      Turbine     based
                                                                                      on a DFIG, International Conference on Mechanical And Industrial
the currents, are also controlled is a little complex to                              Engineering (ICMAIE’2015) June 10-11, 2015
implement, but ensures a good follow-up of the set point and                   [16]   Y. IHEDRANE, C. El BEKKALI, B.BOSSOUFI, Power Control of
allows us to have a good tracking system.                                             DFIG-Generators              for             Wind             Turbines
                                                                                      Variable-Speed, IJPEDS International Journal of Power Electronics and
                                                                                      Drive        System,        Vol.8       No.1,        pp       444-453,
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