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José Italo Cortez et al Int. Journal of Engineering Research and Application
ISSN : 2248-9622, Vol. 3, Issue 6, Nov-Dec 2013, pp.71-74

RESEARCH ARTICLE

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OPEN ACCESS

Methodology for the MDL Model Implementation of the Dinorwig
Hydroelectric Plant
Ernest Cortez*, German Ardul Muñoz Hernandez *, José Italo Cortez**,
Liliana Cortez*, Pedro García Juarez**, Javier Poblano Romero**
*Faculty of Electronic Science, Benemérita Universidad Autónoma de Puebla, Puebla, Mexico
** Faculty of Computer Science, Benemérita Universidad Autónoma de Puebla, Puebla, Mexico

ABSTRACT
Nowadays the importance of the Hydroelectric Plants (HP) lies on the energy production, generating from 30 to
60 percent of the energetic balance. As a result, the efficient exploitation is mainly the cause of the
implementation of control algorithms that frequently need real time debugging. The HP that will be the studied is
the Dinorwig plant, located on the north of Wales, United Kingdom.
In order to solve the problem, a new methodology has been foreseen, based on using as equals or emulate the HP
through a differential equation of the mathematical model, at hardware level trough electronic devices.
Keywords-Bilinear transform, Dinorwig, Hydroelectric Plant, Non-variant impulse method

I.

Introduction

The importance of the hydroelectric plants
lies on the energy production, generating from 30 to
60 percent of the energetic balance of most countries.
Their efficient exploitation require the implementation
of control algorithms that frequently need real time
debugging.
The HP that is going to be studied is the
Dinorwig Plant, located on north Wales, United
Kingdom. It possess six 300 MW turbines and
requires the implementation of several control
systems, which entails the search for mechanisms that
allow the realization of tests without affecting the
function of the real system.
Exists a mathematical model of the HP that
allows testing to a simulation level, being Simulink an
efficient tool for that, however it represents a problem
because does not allow real time simulation.
In order to solve that problem, a new
methodology has been foreseen, based on trying to
replicate or emulate the HP through a differential
equation of the mathematical model at hardware level
through electronic devices. The differential equation
represents the relation between the input and output of
the system on discrete time.
Unlike a simulation, which is pretended to
represent the ideal operation of a system, the
emulation will allow an imitation of the plant.
Due to the necessity of implement control algorithms,
it is proposed an emulation of the HP, using as a main
device an FPGA from Xilinx. The present work shows
the methodology to follow for the implementation of
the MDL model of the Dinorwig Hydroelectric Plant.

II.

Dinorwig Hydroelectric Plant

In every industrial sector, the highly
competitive markets force the companies to have
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optimal and reliable processes. On the electric supply
sector, the market has been constantly changing the
energy network, which is formed by producers and
consumers. It is necessary to have a good real time
balance between consume and production in order to
insurance the quantity and the quality of the electric
supply. Although, for business means, it is common to
consider an adjustment on periods of 30 minutes,
actually the demand varies on second fractions, giving
as result that the stations that feed up the national
network, get to function on diverse operating
conditions to maintain the balance of the power. In
addition, the current industry is facing an increase in
energy demand of electricity supply at low cost and
good quality, due to financial and reglamentary
changes. That means improvement on velocity and
correctness of response to perturbations on the charge
to maintain the financial utility. In order to insurance
the energy supply quality, voltage and frequency the
values must be maintained between the required
terms, such as the harmonic lows, minimum voltage
depression and pikes. For the Great Britain national
supply, where it is located the hydroelectric plant
under study, the terms to meet on voltage and
frequency are: 230 volts +10/-6% (residential) and 50
hertz +/- 0.5 Hz.
The hydroelectric plants are designed to be
highly flexible on operation and capable of taking or
giving up the charge quickly, resulting in extensive
use for the frequency control of the electricity network
and in the charge handling. Dinorwig is an electrical
station located north Wales on the United Kingdom,
has six reversible turbines of 300 MW, therefore is
one of the biggest of his class on Europe and is used to
provide auxiliary electric services to the british
national network. The plant consists on a main tunnel
that provides water from a superior lake to a collector.
71 | P a g e
José Italo Cortez et al Int. Journal of Engineering Research and Application
ISSN : 2248-9622, Vol. 3, Issue 6, Nov-Dec 2013, pp.71-74

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The collector feeds six conduction tubes (penstocks)
(Fig. 1)[1],[2].

(3)

(4)

Fig. 1. Schematic diagram of the hydroelectric station
(not on scale)

III.

Hybrid Model

Dynamic hybrid systems are those systems
that contain continuous and discrete components that
can be found on the states, as the input and the output
[3]. This type of systems has been modeled on
different ways: as a state transition graph (with a
continuous dynamic on every state), or as a set of
differential equations, that include variables that can
take continuous or discrete values.
3.1 Mixed Logical Dynamical Systems (MDL)
A way of modeling hybrid dynamic systems
is through a mixed logical dynamical system. Eq.
1[4],[5].

1. MDL Model from a HP Francis Turbine
The development of an emulation system of the
Dinorwig hydroelectric plant begun taking the MDL
mathematical model from a turbine or active unit
, which consist on a transference function (TF)
on the continuum S domain (Ec. 5) [8],[9].
(5)
Because the TF is in the continuum domain, it is been
made the programming of a script in MATLAB to
convert it to discrete domain Z and obtain a TF
through the non-variant impulse method (Eq. 6) and
through the Tustin method or bilinear transform (Eq.
7)
(6)
(7)
The programming of the TF was done in
Simulink Eq. 5, Eq. 6 and Eq. 7 (Fig.2), to determine
the solution of every TF, at one unitary stair.

(1)

Where
is
the
continuum part of the state and
is the
discrete part. Similarly
is
the
output
continuum
part
and
the
discrete
part.
Also
is the input continuum part
and
the
discrete
part.
Finally,
and
are
auxiliary
variables,
and
are the
model parameters.
On the MDL systems the logical expressions
of the discrete part of a hybrid system are expressed as
equability restrictions or inequalities. That is to say,
through the logical variables
and
that can take
values 0 or 1, upper bounds , lower bounds ,
and/or positive tolerance, any logical expression can
be converted into an equality or inequality, Ec. 2, Ec.
3, Ec. , Ec. 4 [6], [7].
(2)

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Fig. 2. Transference Functions on Simulink
Performing the first analysis in an arbitrary
point where the answer to every method is stable, is
possible to establish that the response amplitude of the
non-variant impulse method is nearest than the
amplitude of the bilinear transform to the original TF
in the continuum S domain.

Fig 3. First analysis of the response of every method
In order to determine the behavior of each
method in front of a change, it is been decided to
narrow the coefficients of each TF by performing a
rounding to four digits (Fig. 4).

72 | P a g e
José Italo Cortez et al Int. Journal of Engineering Research and Application
ISSN : 2248-9622, Vol. 3, Issue 6, Nov-Dec 2013, pp.71-74

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Fig. 4. Transfer Functions on Simulink with rounding.
Performing the second analysis at the same
arbitrary point (Fig. 5), it is been determined that the
non-variant impulse method considerably increases its
amplitude compared with the bilinear transform,
because of it, it is been decided to use the bilinear
transform for the MLD mathematical model of the
Hydroelectric Plant with two turbines.

Fig. 5. Second analysis of the response of every
method

IV.

MDL Model Differential Equation

Given the transference function on the
discrete domain Z (Ec. 7), a modification has been
made to the exponents to obtain a transference
function in terms of the negative exponents (Eq. 8).
(8)

Fig. 6. TF on Direct Structure I
Therefore, a modification has been made to the delays
blocks on the direct structure to obtain other noncanonical direct structure I (Fig. 7), that allows later
some reduction.

Fig. 7. Direct Structure Transpose I
The signal on the node 1 and 1’ is the same,
hence, the two first delays can be group in a single
delay. The same way, signal on node 2 and 2’ is the
same, consequently the two next delays are group
also. Following the same reasoning, is possible to
group both delays of the lower part to finally obtain
the direct canonical structure II (Fig. 8).

The output has been cleared [eq] to obtain the
differential equation of one turbine MDL model (Eq.
9). A differential equation is a mathematical
expression, that provides an answer based on the
relation between the coefficients with the input and/or
output of a system.

(9)
Then, it is been made a block diagram of the
differential equation (Fig. 6). The diagram permits to
establish an analogy with the direct structure I of an
infinite response to impulse digital filter (IIR). The
structure is not canonical because of the need of six
delays (Blocks z-1) to implement a third order TF.

Fig. 8. TF on Direct Form II
The TF represented on the differential
equation of the direct structure I (Ec. 9) and the
differential equation (Ec. 10) correspondent to direct
structure II, it will be used later to determine the
resource consumption and select an appropriate
FPGA.
(10)

Through a MATLAB script it is been made a
desktop test on both differential equations. The
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desktop test is a numerical tool that allows
verification, that an algorithm meets the specs with
73 | P a g e
José Italo Cortez et al Int. Journal of Engineering Research and Application
ISSN : 2248-9622, Vol. 3, Issue 6, Nov-Dec 2013, pp.71-74
runs without executing it on a compiler. This
procedure will allow to realize error debugging on the
system implementation.
The desktop test of the TF of the direct
structure I and the TF of the direct structure II, consist
on 100 runs of a unitary stair input. It is been
determined that the answer is the same (Fig. 9), due to
the variation relays on the used resources.

[6]

[7]

[8]

[9]
Fig. 9. Desktop test of the TF on direct form I and
direct form II

V.

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Conference onElectronics, Communications
and Computers, 2005.
S. P. Mansoor, Behaviour and Operation of
Pumped StorageHydro Plants, PhD. Thesis.
Bangor, U.K. University of Bangor,2000.
van der Schaft, A., Schumacher, J.,
Complementarity
modellingof
hybrid
systems, IEEE Trans. Autom. Control 43,
1998.
Working group on prime mover energy
supply, IEEE.Hydraulic turbine and turbine
control model for system dynamicstudies.
IEEE Transactions on Power Systems, 1992.
Hannett, L. N., Feltes, J. W., Fardanesh, B.
and Crean, W., Modeling and Control Tuning
of a Hydro Station with UnitsSharing a
Common
Penstock
Section,
IEEE
Transactions onPower Systems, vol. 14,
1999.

Conclusion

The present work allowed to establish a
methodology for the implementation of the Dinorwig
Hydroelectric Plant MDL model. It is been established
a procedure for the selection of a transform method
from Plain S to Plan Z.
Likewise, a differential equation model has been
obtained. It has been realized an analogy with an
infinite response to impulse digital filter (IIR). Later, a
modification on the delay blocks has been made to
obtain the canonical structure. Finally it has been
demonstrated that the procedure does not affect the
response of the model regarding to the non-canonical
structure.

VI.

Acknowledgements

Thanks to the CONACYT, Mastery of
Electronic Science, Renewable Energy and Digital
Systems Research Laboratory and to all of my
Mastery Advisors.

References
[1]

[2]

[3]

[4]

[5]

S. P. Mansoor, D.I. Jones, D. A. Bradley, F.
C. Aris y G.R. Jones, Reproducing
oscillatory behaviour of a hydroelectricpower
station by computer simulation, Control
Engineering,2000.
P. Kundur, Power System Stability and
Control, New York,USA. Mc Graw Hil,
1994.
Heemels, W., De Schutter, B., Bemporad, A.,
Equivalence ofhybrid dynamical models,
Automatica 37(7), 2001.
Bemporad, A., Morari, M., Control of
systems integratinglogic, dynamics, and
constraints, Automatica, 35(3), 1999.
G. A. Munoz-Hernandez, D. I. Jones and S. I.
Fuentes-Goiz, Modelling and Simulation of a
hydroelectric power station usingMLD,
Proceedings of the 15th International

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  • 1. José Italo Cortez et al Int. Journal of Engineering Research and Application ISSN : 2248-9622, Vol. 3, Issue 6, Nov-Dec 2013, pp.71-74 RESEARCH ARTICLE www.ijera.com OPEN ACCESS Methodology for the MDL Model Implementation of the Dinorwig Hydroelectric Plant Ernest Cortez*, German Ardul Muñoz Hernandez *, José Italo Cortez**, Liliana Cortez*, Pedro García Juarez**, Javier Poblano Romero** *Faculty of Electronic Science, Benemérita Universidad Autónoma de Puebla, Puebla, Mexico ** Faculty of Computer Science, Benemérita Universidad Autónoma de Puebla, Puebla, Mexico ABSTRACT Nowadays the importance of the Hydroelectric Plants (HP) lies on the energy production, generating from 30 to 60 percent of the energetic balance. As a result, the efficient exploitation is mainly the cause of the implementation of control algorithms that frequently need real time debugging. The HP that will be the studied is the Dinorwig plant, located on the north of Wales, United Kingdom. In order to solve the problem, a new methodology has been foreseen, based on using as equals or emulate the HP through a differential equation of the mathematical model, at hardware level trough electronic devices. Keywords-Bilinear transform, Dinorwig, Hydroelectric Plant, Non-variant impulse method I. Introduction The importance of the hydroelectric plants lies on the energy production, generating from 30 to 60 percent of the energetic balance of most countries. Their efficient exploitation require the implementation of control algorithms that frequently need real time debugging. The HP that is going to be studied is the Dinorwig Plant, located on north Wales, United Kingdom. It possess six 300 MW turbines and requires the implementation of several control systems, which entails the search for mechanisms that allow the realization of tests without affecting the function of the real system. Exists a mathematical model of the HP that allows testing to a simulation level, being Simulink an efficient tool for that, however it represents a problem because does not allow real time simulation. In order to solve that problem, a new methodology has been foreseen, based on trying to replicate or emulate the HP through a differential equation of the mathematical model at hardware level through electronic devices. The differential equation represents the relation between the input and output of the system on discrete time. Unlike a simulation, which is pretended to represent the ideal operation of a system, the emulation will allow an imitation of the plant. Due to the necessity of implement control algorithms, it is proposed an emulation of the HP, using as a main device an FPGA from Xilinx. The present work shows the methodology to follow for the implementation of the MDL model of the Dinorwig Hydroelectric Plant. II. Dinorwig Hydroelectric Plant In every industrial sector, the highly competitive markets force the companies to have www.ijera.com optimal and reliable processes. On the electric supply sector, the market has been constantly changing the energy network, which is formed by producers and consumers. It is necessary to have a good real time balance between consume and production in order to insurance the quantity and the quality of the electric supply. Although, for business means, it is common to consider an adjustment on periods of 30 minutes, actually the demand varies on second fractions, giving as result that the stations that feed up the national network, get to function on diverse operating conditions to maintain the balance of the power. In addition, the current industry is facing an increase in energy demand of electricity supply at low cost and good quality, due to financial and reglamentary changes. That means improvement on velocity and correctness of response to perturbations on the charge to maintain the financial utility. In order to insurance the energy supply quality, voltage and frequency the values must be maintained between the required terms, such as the harmonic lows, minimum voltage depression and pikes. For the Great Britain national supply, where it is located the hydroelectric plant under study, the terms to meet on voltage and frequency are: 230 volts +10/-6% (residential) and 50 hertz +/- 0.5 Hz. The hydroelectric plants are designed to be highly flexible on operation and capable of taking or giving up the charge quickly, resulting in extensive use for the frequency control of the electricity network and in the charge handling. Dinorwig is an electrical station located north Wales on the United Kingdom, has six reversible turbines of 300 MW, therefore is one of the biggest of his class on Europe and is used to provide auxiliary electric services to the british national network. The plant consists on a main tunnel that provides water from a superior lake to a collector. 71 | P a g e
  • 2. José Italo Cortez et al Int. Journal of Engineering Research and Application ISSN : 2248-9622, Vol. 3, Issue 6, Nov-Dec 2013, pp.71-74 www.ijera.com The collector feeds six conduction tubes (penstocks) (Fig. 1)[1],[2]. (3) (4) Fig. 1. Schematic diagram of the hydroelectric station (not on scale) III. Hybrid Model Dynamic hybrid systems are those systems that contain continuous and discrete components that can be found on the states, as the input and the output [3]. This type of systems has been modeled on different ways: as a state transition graph (with a continuous dynamic on every state), or as a set of differential equations, that include variables that can take continuous or discrete values. 3.1 Mixed Logical Dynamical Systems (MDL) A way of modeling hybrid dynamic systems is through a mixed logical dynamical system. Eq. 1[4],[5]. 1. MDL Model from a HP Francis Turbine The development of an emulation system of the Dinorwig hydroelectric plant begun taking the MDL mathematical model from a turbine or active unit , which consist on a transference function (TF) on the continuum S domain (Ec. 5) [8],[9]. (5) Because the TF is in the continuum domain, it is been made the programming of a script in MATLAB to convert it to discrete domain Z and obtain a TF through the non-variant impulse method (Eq. 6) and through the Tustin method or bilinear transform (Eq. 7) (6) (7) The programming of the TF was done in Simulink Eq. 5, Eq. 6 and Eq. 7 (Fig.2), to determine the solution of every TF, at one unitary stair. (1) Where is the continuum part of the state and is the discrete part. Similarly is the output continuum part and the discrete part. Also is the input continuum part and the discrete part. Finally, and are auxiliary variables, and are the model parameters. On the MDL systems the logical expressions of the discrete part of a hybrid system are expressed as equability restrictions or inequalities. That is to say, through the logical variables and that can take values 0 or 1, upper bounds , lower bounds , and/or positive tolerance, any logical expression can be converted into an equality or inequality, Ec. 2, Ec. 3, Ec. , Ec. 4 [6], [7]. (2) www.ijera.com Fig. 2. Transference Functions on Simulink Performing the first analysis in an arbitrary point where the answer to every method is stable, is possible to establish that the response amplitude of the non-variant impulse method is nearest than the amplitude of the bilinear transform to the original TF in the continuum S domain. Fig 3. First analysis of the response of every method In order to determine the behavior of each method in front of a change, it is been decided to narrow the coefficients of each TF by performing a rounding to four digits (Fig. 4). 72 | P a g e
  • 3. José Italo Cortez et al Int. Journal of Engineering Research and Application ISSN : 2248-9622, Vol. 3, Issue 6, Nov-Dec 2013, pp.71-74 www.ijera.com Fig. 4. Transfer Functions on Simulink with rounding. Performing the second analysis at the same arbitrary point (Fig. 5), it is been determined that the non-variant impulse method considerably increases its amplitude compared with the bilinear transform, because of it, it is been decided to use the bilinear transform for the MLD mathematical model of the Hydroelectric Plant with two turbines. Fig. 5. Second analysis of the response of every method IV. MDL Model Differential Equation Given the transference function on the discrete domain Z (Ec. 7), a modification has been made to the exponents to obtain a transference function in terms of the negative exponents (Eq. 8). (8) Fig. 6. TF on Direct Structure I Therefore, a modification has been made to the delays blocks on the direct structure to obtain other noncanonical direct structure I (Fig. 7), that allows later some reduction. Fig. 7. Direct Structure Transpose I The signal on the node 1 and 1’ is the same, hence, the two first delays can be group in a single delay. The same way, signal on node 2 and 2’ is the same, consequently the two next delays are group also. Following the same reasoning, is possible to group both delays of the lower part to finally obtain the direct canonical structure II (Fig. 8). The output has been cleared [eq] to obtain the differential equation of one turbine MDL model (Eq. 9). A differential equation is a mathematical expression, that provides an answer based on the relation between the coefficients with the input and/or output of a system. (9) Then, it is been made a block diagram of the differential equation (Fig. 6). The diagram permits to establish an analogy with the direct structure I of an infinite response to impulse digital filter (IIR). The structure is not canonical because of the need of six delays (Blocks z-1) to implement a third order TF. Fig. 8. TF on Direct Form II The TF represented on the differential equation of the direct structure I (Ec. 9) and the differential equation (Ec. 10) correspondent to direct structure II, it will be used later to determine the resource consumption and select an appropriate FPGA. (10) Through a MATLAB script it is been made a desktop test on both differential equations. The www.ijera.com desktop test is a numerical tool that allows verification, that an algorithm meets the specs with 73 | P a g e
  • 4. José Italo Cortez et al Int. Journal of Engineering Research and Application ISSN : 2248-9622, Vol. 3, Issue 6, Nov-Dec 2013, pp.71-74 runs without executing it on a compiler. This procedure will allow to realize error debugging on the system implementation. The desktop test of the TF of the direct structure I and the TF of the direct structure II, consist on 100 runs of a unitary stair input. It is been determined that the answer is the same (Fig. 9), due to the variation relays on the used resources. [6] [7] [8] [9] Fig. 9. Desktop test of the TF on direct form I and direct form II V. www.ijera.com Conference onElectronics, Communications and Computers, 2005. S. P. Mansoor, Behaviour and Operation of Pumped StorageHydro Plants, PhD. Thesis. Bangor, U.K. University of Bangor,2000. van der Schaft, A., Schumacher, J., Complementarity modellingof hybrid systems, IEEE Trans. Autom. Control 43, 1998. Working group on prime mover energy supply, IEEE.Hydraulic turbine and turbine control model for system dynamicstudies. IEEE Transactions on Power Systems, 1992. Hannett, L. N., Feltes, J. W., Fardanesh, B. and Crean, W., Modeling and Control Tuning of a Hydro Station with UnitsSharing a Common Penstock Section, IEEE Transactions onPower Systems, vol. 14, 1999. Conclusion The present work allowed to establish a methodology for the implementation of the Dinorwig Hydroelectric Plant MDL model. It is been established a procedure for the selection of a transform method from Plain S to Plan Z. Likewise, a differential equation model has been obtained. It has been realized an analogy with an infinite response to impulse digital filter (IIR). Later, a modification on the delay blocks has been made to obtain the canonical structure. Finally it has been demonstrated that the procedure does not affect the response of the model regarding to the non-canonical structure. VI. Acknowledgements Thanks to the CONACYT, Mastery of Electronic Science, Renewable Energy and Digital Systems Research Laboratory and to all of my Mastery Advisors. References [1] [2] [3] [4] [5] S. P. Mansoor, D.I. Jones, D. A. Bradley, F. C. Aris y G.R. Jones, Reproducing oscillatory behaviour of a hydroelectricpower station by computer simulation, Control Engineering,2000. P. Kundur, Power System Stability and Control, New York,USA. Mc Graw Hil, 1994. Heemels, W., De Schutter, B., Bemporad, A., Equivalence ofhybrid dynamical models, Automatica 37(7), 2001. Bemporad, A., Morari, M., Control of systems integratinglogic, dynamics, and constraints, Automatica, 35(3), 1999. G. A. Munoz-Hernandez, D. I. Jones and S. I. Fuentes-Goiz, Modelling and Simulation of a hydroelectric power station usingMLD, Proceedings of the 15th International www.ijera.com 74 | P a g e