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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 01 | Jan -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 265
Sensorless Luenberger Observer Based Sliding Mode Control of DC
Motor
Rinki Keswani1, Ritu Verma2
1Assistant Professor, Dept. EED, SGSITS college, MP, INDIA
2 Assistant Professor, Dept. EED, SGSITS college, MP, INDIA
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract -Velocity control of dc motorisanimportantissue
and a shorter settling time is desired. A sensorless velocity
control system for dc motor is developed. The system allows
fast and precise speed tracking overawiderangeoftorque. An
adaptive sliding mode speed controller is used. The main
features of the sliding mode control include its insensitivity to
external and internal disturbances matched by the control,
ultimate accuracy, and finite-time reaching of the transient.
The Luenberger-sliding mode observer is simple and robust
when compared with the previously developed observer. The
performance of the motor is verified by means of numeric
simulations, where good tracking results are obtained.
Key Words: Luenberger-sliding mode observer, dc
motor, sensorless control, speed estimation.
1.INTRODUCTION
In most control systems, there is only parameter
information andpartial stateavailablethroughthemeasured
outputs and these often limit the system’s performance. A
robust observer with high estimationaccuracyisrequiredto
recover the unknown states and parameters in real time.
Many effective technologies and methods have been
developed to solve the state and parameter estimation
problems. Such as high-gain observer (HGO) [6],[7],Kalman
filter [8]-[11], adaptive observer [12] and sliding-mode-
based observer [2]-[5]. The sliding-mode observer(SMO) is
an attractive technique because it has the advantages of
robustness, simplicity and high state-estimation accuracy,
due to its discontinuous feedback mechanism.
A Luenberger-SMO [1], [4], based parameter adaptation
method using sliding mode control (SMC), of dc motor is
presented in this paper. In these case sensorless control
scheme is used because the absence of mechanical sensor
reduces the noise problem commonly present in
measurements. Finally, a simple luenberger observer is
designed, filtering the rotor velocity estimateandgivingalso
an estimate of the load torque. The speed,statorcurrent, and
torque errors of the motor drive unit due to parameter
variations can be compensated using the developed
observer. In addition, the observer is also robust against
other parameter deviations. One application of SMC is the
control of electric drives operated by switching power
converters. Because of the discontinuous operating mode of
those converters, a discontinuous SMC is a natural
implementation choice over continuouscontrollersthatmay
need to be applied by means of pulse-width modulation or a
similar technique of applying a continuous signal to an
output that can only take discrete states.
A Sliding Mode Controller is a Variable Structure Controller
(VSC) [13]. Basically, a VSC includes several different
continuous functions that can map plant state to a control.
Surface and the switching among different functions are
determined by plant state that is represented by a switching
function.
Although VSC schemes, also including some of the cited
references, often use the boundary-layer control approach,
this method is not completely satisfactory. Indeed, it solves
the problem only partially, particularly when high dynamic
performance are required, since the main characteristics of
invariance and accuracy of VSC systems are not assured any
more. Adaptive control can be used to deal with this
problem, however a more general solution is sliding-mode
control (SMC) since it can deal with both uncertain linear
and nonlinear system efficiently in a unified frame-work.
In this paper, a new adaptive sliding observer for position
and velocity sensorless control [8], of a dc motor is
proposed. The proposed method is based on the linear
model of the dc motor [3], so its stability is easy to be
discussed. Furthermore, because the order of the observer’s
error equation is reducedwhentheslidingmodeoccurs with
the Luenberger observer. In addition, the observer is also
robust against other parameter deviations.
Fig -1: Block Diagram of sliding mode control of dc motor
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 01 | Jan -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 266
2. STATE OBSERVER
The state of a dynamic system is a set of physical quantities,
the specification of which determinesevolutionofsystem. In
pole placement approach to design of control system, some
immeasurable state variables are estimated using an
“Observer". The state-variablesofa systemmightnotbeable
to be measured for any of the following reasons: The
location of the particular state variable might not be
physically accessible (a capacitor or a spring, for
instance), there are no appropriateinstrumentsto measure
the state variable, or the state-variablemightbemeasuredin
units for which there does not exist any measurement
device and the state-variableisa derived"dummy" variable
that has no physical meaning.
2.1 Observer Model
Consider the system –
dx/dt = Ax + Bu
y = Cx
Assume that the state X is to be approximated by the state X’
of the dynamic model –
dx’/dt = Ax’ + Bu + Ke (y-Cx’)
dx’/dt = (A – KeC)x’ + Bu +Ke y
Which represent the state observer .Thestateobserverhasy
and u as input and X’ as output and Ke is the observer gain.
The DC motor state space model is given by:
A = -2 -0.02 B = 2
1 - 10 0
C= 1 D = 0 0
0
The controller that is used is Sliding ModeControllerand the
control law for this DC Motor is given by:
U = 79.98x1 – x1 sign ( x1) - 6x2 – x2 sign ( x2)
Where  = 8x1 + x2
2.2 Designing State Observer
A state Observer can be designed only and only if
observability condition is satisfied. Hence Observability
Matrix:
N = 1 0
-2 -0.02
Order is 2. Hence system is observable.
2.3 Observer Gain Design(Ke)
For faster transient response, let the observer poles be
placed at
s1 = -12.12 and s2 =-12.12
Observer characteristic polynomial:
s2+12 s + 20.02 = 0
i.e. µ1 = 12, µ2 = 20.02
Observer Desired characteristic Polynomial:
s2 + 24.24s + 167.022 = 0
i.e. a1=24.24, a2=167.022
Ke= (WN*)-1 a2 - µ2
a1 - µ1
Where N is observability matrix,
W is the matrix of coefficients of characteristic polynomial
W = 12 1 N = 1 0
1 0 -2 -0.02
Ke = [-0.04 -6.1]
3. SIMULATION MODEL
The simulation model of observerbasedslidingmodecontrol
of dc motor is shown in Fig. 3.
Fig -2: DC Motor model without Luenberger observer
Fig -3: Proposed sensorless Luenburgerobserverbased SMC
of dc motor
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 01 | Jan -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 267
Fig -4: SMC control design
3.1 Simulation Result
Increasing the SMO gains helps to reduce the sensitivity
due to SMO inherent robustness. Fig. 5 presents simulation
results. The robustness of SMO with large gains regarding
the input offset is evident for flux estimation. Unfortunately,
large gains produce undesired large chattering, especiallyin
the estimated speed and torque.
Fig -5: Comparison of actual and estimated speed
Fig -6: Error between estimated speed and actual speed
4. CONCLUSIONS
The results show that the new SMC controller with
sensorless observer gives faster response andlessersettling
time. In this paper, sensorless control schemes for DC motor
with SMC have been designed. Both schemesusea controller
designed using a high order slidingmodetwisting algorithm,
to track a desired rotor velocity signal and an optimal rotor
flux modulus. A simple Luenberger observer allows filtering
the rotor velocity estimate and giving the estimate of the
load torque. In general, control scheme yield satisfactory
results, as verified by numeric simulation. Error is very less
because of SMC controller.
REFERENCES
[1] Hafez, Bahaa, et al. "Single-sensor-based three-phase
permanent-magnet synchronous motor drive system
with luenberger observers for motor line current
reconstruction." IEEE Transactions on Industry
Applications 50.4 (2014): 2602-2613.
[2] Di Gennaro, Stefano,JorgeRivera Domínguez,andMarco
Antonio Meza. "Sensorless high order sliding mode
control of induction motors with core loss." IEEE
TransactionsonIndustrialElectronics 61.6(2014):2678-
2689.
[3] Zhou, Yong, Yeng Chai Soh, and Jian Xin Shen. "Speed
estimation and nonmatched time-varying parameter
identification for a DC motor with hybrid sliding-mode
observer." IEEE Transactions on Industrial
Electronics 60.12 (2013): 5539-5549.
[4] Hasan, SM Nayeem, and Iqbal Husain. "A Luenberger–
Sliding mode observer for online parameter estimation
and adaptation in high-performance induction motor
drives." IEEE Transactions on industry applications 45.2
(2009): 772-781.
[5] Pisano, Alessandro, et al. "Cascade control of PM DC
drives via second-order sliding-mode technique." IEEE
Transactions on Industrial Electronics 55.11 (2008):
3846-3854.
[6] 6. C. Christophe, V. Cocquempot, and B. Jiang, “Link
between high gain observer-based residual and parity
space one,” in Proc. Amer. Control Conf., Anchorage, AK,
May 2002, pp. 2011–2105.
[7] S. Hadj Saïd, M. F. Mimouni, F. M’Sahli, and M. Farza,
“High gain observer based on-line rotor and stator
resistances estimation for IMs,” Simul. Model. Pract.
Theory, vol. 19, no. 7, pp. 1518–1529, Aug. 2011.
[8] Z. Q. Zhu, X. Zhu, P. D. Sun, and D. Howe, “Estimation of
winding resistance and PM flux-linkage in brushless AC
machines by reduced-order extended Kalman filter,” in
Proc. IEEE Int. Conf. Netw., Sens. Control, London, U.K.,
Apr. 15–17, 2007, pp. 740–745.
[9] C. Mitsantisuk, K. Ohishi, S. Urushihara, and S. Katsura,
“Kalman filterbased disturbance observer and its
application to sensorless force control,” Adv. Robot., vol.
25, no. 3, pp. 335–353, Feb. 2011.
[10] Y. Shi, K. Sun, L. Huang, and Y. Li, “Online identification
of permanentmagnet flux based on extended Kalman
filter for IPMSM drive with position sensorless control,”
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 01 | Jan -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 268
IEEE Trans. Ind. Electron., vol. 59, no.11,pp.4169–4178,
Nov. 2012.
[11] M. Barut, R. Demir, E. Zerdali, and R. Inan, “Real-time
implementation of Bi input-extended Kalman filter-
based estimator for speed-sensorless control of
induction motors,” IEEE Trans. Ind. Electron., vol. 59, no.
11, pp. 4197–4206, Nov. 2012.
[12] X. G. Yan and C. Edwards, “Adaptive sliding-mode-
observer-based fault reconstruction for nonlinear
systems with parametric uncertainties,”IEEETrans. Ind.
Electron., vol. 55, no. 11, pp. 4029–4036, Nov. 2008.
[13] Boškovic, Jovan D., Sai-Ming Li, and Raman K. Mehra.
"Robust adaptivevariablestructurecontrol ofspacecraft
under control input saturation." Journal of Guidance,
Control, and Dynamics 24.1 (2001): 14-22.

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IRJET- Sensrless Luenberger Observer Based Sliding Mode Control of DC Motor

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 01 | Jan -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 265 Sensorless Luenberger Observer Based Sliding Mode Control of DC Motor Rinki Keswani1, Ritu Verma2 1Assistant Professor, Dept. EED, SGSITS college, MP, INDIA 2 Assistant Professor, Dept. EED, SGSITS college, MP, INDIA ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract -Velocity control of dc motorisanimportantissue and a shorter settling time is desired. A sensorless velocity control system for dc motor is developed. The system allows fast and precise speed tracking overawiderangeoftorque. An adaptive sliding mode speed controller is used. The main features of the sliding mode control include its insensitivity to external and internal disturbances matched by the control, ultimate accuracy, and finite-time reaching of the transient. The Luenberger-sliding mode observer is simple and robust when compared with the previously developed observer. The performance of the motor is verified by means of numeric simulations, where good tracking results are obtained. Key Words: Luenberger-sliding mode observer, dc motor, sensorless control, speed estimation. 1.INTRODUCTION In most control systems, there is only parameter information andpartial stateavailablethroughthemeasured outputs and these often limit the system’s performance. A robust observer with high estimationaccuracyisrequiredto recover the unknown states and parameters in real time. Many effective technologies and methods have been developed to solve the state and parameter estimation problems. Such as high-gain observer (HGO) [6],[7],Kalman filter [8]-[11], adaptive observer [12] and sliding-mode- based observer [2]-[5]. The sliding-mode observer(SMO) is an attractive technique because it has the advantages of robustness, simplicity and high state-estimation accuracy, due to its discontinuous feedback mechanism. A Luenberger-SMO [1], [4], based parameter adaptation method using sliding mode control (SMC), of dc motor is presented in this paper. In these case sensorless control scheme is used because the absence of mechanical sensor reduces the noise problem commonly present in measurements. Finally, a simple luenberger observer is designed, filtering the rotor velocity estimateandgivingalso an estimate of the load torque. The speed,statorcurrent, and torque errors of the motor drive unit due to parameter variations can be compensated using the developed observer. In addition, the observer is also robust against other parameter deviations. One application of SMC is the control of electric drives operated by switching power converters. Because of the discontinuous operating mode of those converters, a discontinuous SMC is a natural implementation choice over continuouscontrollersthatmay need to be applied by means of pulse-width modulation or a similar technique of applying a continuous signal to an output that can only take discrete states. A Sliding Mode Controller is a Variable Structure Controller (VSC) [13]. Basically, a VSC includes several different continuous functions that can map plant state to a control. Surface and the switching among different functions are determined by plant state that is represented by a switching function. Although VSC schemes, also including some of the cited references, often use the boundary-layer control approach, this method is not completely satisfactory. Indeed, it solves the problem only partially, particularly when high dynamic performance are required, since the main characteristics of invariance and accuracy of VSC systems are not assured any more. Adaptive control can be used to deal with this problem, however a more general solution is sliding-mode control (SMC) since it can deal with both uncertain linear and nonlinear system efficiently in a unified frame-work. In this paper, a new adaptive sliding observer for position and velocity sensorless control [8], of a dc motor is proposed. The proposed method is based on the linear model of the dc motor [3], so its stability is easy to be discussed. Furthermore, because the order of the observer’s error equation is reducedwhentheslidingmodeoccurs with the Luenberger observer. In addition, the observer is also robust against other parameter deviations. Fig -1: Block Diagram of sliding mode control of dc motor
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 01 | Jan -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 266 2. STATE OBSERVER The state of a dynamic system is a set of physical quantities, the specification of which determinesevolutionofsystem. In pole placement approach to design of control system, some immeasurable state variables are estimated using an “Observer". The state-variablesofa systemmightnotbeable to be measured for any of the following reasons: The location of the particular state variable might not be physically accessible (a capacitor or a spring, for instance), there are no appropriateinstrumentsto measure the state variable, or the state-variablemightbemeasuredin units for which there does not exist any measurement device and the state-variableisa derived"dummy" variable that has no physical meaning. 2.1 Observer Model Consider the system – dx/dt = Ax + Bu y = Cx Assume that the state X is to be approximated by the state X’ of the dynamic model – dx’/dt = Ax’ + Bu + Ke (y-Cx’) dx’/dt = (A – KeC)x’ + Bu +Ke y Which represent the state observer .Thestateobserverhasy and u as input and X’ as output and Ke is the observer gain. The DC motor state space model is given by: A = -2 -0.02 B = 2 1 - 10 0 C= 1 D = 0 0 0 The controller that is used is Sliding ModeControllerand the control law for this DC Motor is given by: U = 79.98x1 – x1 sign ( x1) - 6x2 – x2 sign ( x2) Where  = 8x1 + x2 2.2 Designing State Observer A state Observer can be designed only and only if observability condition is satisfied. Hence Observability Matrix: N = 1 0 -2 -0.02 Order is 2. Hence system is observable. 2.3 Observer Gain Design(Ke) For faster transient response, let the observer poles be placed at s1 = -12.12 and s2 =-12.12 Observer characteristic polynomial: s2+12 s + 20.02 = 0 i.e. µ1 = 12, µ2 = 20.02 Observer Desired characteristic Polynomial: s2 + 24.24s + 167.022 = 0 i.e. a1=24.24, a2=167.022 Ke= (WN*)-1 a2 - µ2 a1 - µ1 Where N is observability matrix, W is the matrix of coefficients of characteristic polynomial W = 12 1 N = 1 0 1 0 -2 -0.02 Ke = [-0.04 -6.1] 3. SIMULATION MODEL The simulation model of observerbasedslidingmodecontrol of dc motor is shown in Fig. 3. Fig -2: DC Motor model without Luenberger observer Fig -3: Proposed sensorless Luenburgerobserverbased SMC of dc motor
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 01 | Jan -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 267 Fig -4: SMC control design 3.1 Simulation Result Increasing the SMO gains helps to reduce the sensitivity due to SMO inherent robustness. Fig. 5 presents simulation results. The robustness of SMO with large gains regarding the input offset is evident for flux estimation. Unfortunately, large gains produce undesired large chattering, especiallyin the estimated speed and torque. Fig -5: Comparison of actual and estimated speed Fig -6: Error between estimated speed and actual speed 4. CONCLUSIONS The results show that the new SMC controller with sensorless observer gives faster response andlessersettling time. In this paper, sensorless control schemes for DC motor with SMC have been designed. Both schemesusea controller designed using a high order slidingmodetwisting algorithm, to track a desired rotor velocity signal and an optimal rotor flux modulus. A simple Luenberger observer allows filtering the rotor velocity estimate and giving the estimate of the load torque. In general, control scheme yield satisfactory results, as verified by numeric simulation. Error is very less because of SMC controller. REFERENCES [1] Hafez, Bahaa, et al. "Single-sensor-based three-phase permanent-magnet synchronous motor drive system with luenberger observers for motor line current reconstruction." IEEE Transactions on Industry Applications 50.4 (2014): 2602-2613. [2] Di Gennaro, Stefano,JorgeRivera Domínguez,andMarco Antonio Meza. "Sensorless high order sliding mode control of induction motors with core loss." IEEE TransactionsonIndustrialElectronics 61.6(2014):2678- 2689. [3] Zhou, Yong, Yeng Chai Soh, and Jian Xin Shen. "Speed estimation and nonmatched time-varying parameter identification for a DC motor with hybrid sliding-mode observer." IEEE Transactions on Industrial Electronics 60.12 (2013): 5539-5549. [4] Hasan, SM Nayeem, and Iqbal Husain. "A Luenberger– Sliding mode observer for online parameter estimation and adaptation in high-performance induction motor drives." IEEE Transactions on industry applications 45.2 (2009): 772-781. [5] Pisano, Alessandro, et al. "Cascade control of PM DC drives via second-order sliding-mode technique." IEEE Transactions on Industrial Electronics 55.11 (2008): 3846-3854. [6] 6. C. Christophe, V. Cocquempot, and B. Jiang, “Link between high gain observer-based residual and parity space one,” in Proc. Amer. Control Conf., Anchorage, AK, May 2002, pp. 2011–2105. [7] S. Hadj Saïd, M. F. Mimouni, F. M’Sahli, and M. Farza, “High gain observer based on-line rotor and stator resistances estimation for IMs,” Simul. Model. Pract. Theory, vol. 19, no. 7, pp. 1518–1529, Aug. 2011. [8] Z. Q. Zhu, X. Zhu, P. D. Sun, and D. Howe, “Estimation of winding resistance and PM flux-linkage in brushless AC machines by reduced-order extended Kalman filter,” in Proc. IEEE Int. Conf. Netw., Sens. Control, London, U.K., Apr. 15–17, 2007, pp. 740–745. [9] C. Mitsantisuk, K. Ohishi, S. Urushihara, and S. Katsura, “Kalman filterbased disturbance observer and its application to sensorless force control,” Adv. Robot., vol. 25, no. 3, pp. 335–353, Feb. 2011. [10] Y. Shi, K. Sun, L. Huang, and Y. Li, “Online identification of permanentmagnet flux based on extended Kalman filter for IPMSM drive with position sensorless control,”
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 01 | Jan -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 268 IEEE Trans. Ind. Electron., vol. 59, no.11,pp.4169–4178, Nov. 2012. [11] M. Barut, R. Demir, E. Zerdali, and R. Inan, “Real-time implementation of Bi input-extended Kalman filter- based estimator for speed-sensorless control of induction motors,” IEEE Trans. Ind. Electron., vol. 59, no. 11, pp. 4197–4206, Nov. 2012. [12] X. G. Yan and C. Edwards, “Adaptive sliding-mode- observer-based fault reconstruction for nonlinear systems with parametric uncertainties,”IEEETrans. Ind. Electron., vol. 55, no. 11, pp. 4029–4036, Nov. 2008. [13] Boškovic, Jovan D., Sai-Ming Li, and Raman K. Mehra. "Robust adaptivevariablestructurecontrol ofspacecraft under control input saturation." Journal of Guidance, Control, and Dynamics 24.1 (2001): 14-22.