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Advanced Computational Intelligence: An International Journal (ACII),Vol.1, No.1, July 2014
11
HYPERCHAOS SYNCHRONIZATION USING GBM
Masoud Taleb Ziabari 1
, Ali Reza Sahab 2
and Seyedeh Negin Seyed Fakhari3
1
Faculty of Engineering, Computer Engineering Group, Mehr Aeen University, Bandar
Anzali, Iran.
2
Faculty of Engineering, Electrical Engineering Group, Islamic Azad University, Lahijan
Branch, Iran.
3
Department of Electrical & Computer Science, Kadous Instiute of Higher Education,
Rasht, Iran.
ABSTRACT
This paper presents synchronization of a new autonomous hyperchaotic system. The generalized
backstepping technique is applied to achieve hyperchaos synchronization for the two new hyperchaotic
systems. Generalized backstepping method is similarity to backstepping. Backstepping method is used only
to strictly feedback systems but generalized backstepping method expands this class. Numerical simulations
are presented to demonstrate the effectiveness of the synchronization schemes.
KEYWORDS
New hyperchaotic system, Generalized backstepping method, Synchronization.
1. INTRODUCTION
In recent years, chaos and hyperchaos generation, control and synchronization has become more
and more interesting topics to engineering. Robust Control [1], the sliding method control [2],
linear and nonlinear feedback control [3], adaptive control [4], active control [5], backstepping
control [6] and generalized backsteppig method control [7-9] are various methods to achieve the
synchronization hyperchaotic systems.
Active control and Lyapunov theory has been used to anti-synchronized for the identical and non-
identical hyperchaotic Qi and Jha systems [10]. [11] has used sliding mode control to global
synchronized for the identical Qi, Liu and Wang four-wing chaotic systems. [12] derived new
results for the global chaos synchronization for the Sprott-L and Sprott-M systems using active
control method and we established the synchronization results with the help of Lyapunov stability
theory. In [13], active control method was applied to derive anti-synchronization results for the
identical hyperchaotic Li systems (2005), identical hyperchaotic LΓΌ systems (2008), and
nonidentical hyperchaotic Li and hyperchaotic LΓΌ systems. [14] has deployed sliding control to
achieve global chaos synchronization. [15] has applied active control for the derivation of state
feedback control laws so as to global anti-synchronized of identical and non-identical
hyperchaotic Liu and Qi systems. [16] has used sliding mode control to achieve global chaos
synchronization for the Chen systems. The adaptive generalized backstepping method was
applied to control of uncertain Sprott-H chaotic system in [17].
Advanced Computational Intelligence: An International Journal (ACII),Vol.1, No.1, July 2014
12
The rest of the paper is organized as follows: In section 2, a novel hyperchaos is presented. In
section 3, the generalized backstepping method is studied. In section 4, synchronization between
two new hyperchaotic systems are achieved by generalized backstepping control. In section 5,
Represents simulation results. Finally, in section 6, Provides conclusion of this work.
2. SYSTEM DESCRIPTION
Recently, Ling Liu et al constructed the new hyperchaotic system [18]. The system is described
by.
Μ‡ = ( βˆ’ )
Μ‡ = + βˆ’
Μ‡ = βˆ’ βˆ’ +
Μ‡ = +
(1)
Where , , , are positive constants and , , , are variables of the system, when =
10, = 35, = 1,4, = 5, the system (1) is hyperchaotic. See Figure 1 and Figure 2.
Figure 1. Time response of the system (1).
Figure 2. Phase portraits of the hyperchaotic attractors (1).
0 10 20 30 40 50 60 70 80 90 100
-80
-60
-40
-20
0
20
40
60
80
100
120
Time (sec)
TrajectoryofStates
x
y
z
w
-40
-20
0
20
40
-50
0
50
-80
-60
-40
-20
0
20
xy
z
Advanced Computational Intelligence: An International Journal (ACII),Vol.1, No.1, July 2014
13
3. GENERALIZED BACKSTEPPING METHOD
Generalized Backstepping Method [7-9] is applied to nonlinear systems as follow
Μ‡ = ( ) + ( )
Μ‡ = ( , ) + ( , )
(2)
Where β„œ and = [ , , β‹― , ] β„œ. The Lyapunov function are supposed as follow
( ) = βˆ‘ (3)
The control signal and the extended lyapunov function of system (2) are obtained by equations
(4),(5).
= ( , )
βˆ‘ βˆ‘ [ ( ) + ( ) ]
βˆ’ βˆ‘ ( ) βˆ’ βˆ‘ [ βˆ’ ( )] βˆ’ ( , )
, > 0 , = 1,2, β‹― , (4)
( , ) = βˆ‘ + βˆ‘ [ βˆ’ ( )] (5)
4. SYNCHRONIZATION OF HYPERCHAOTIC SYSTEM
In this section, the generalized backstepping method is applied to synchronize two identical
hyperchaotic systems with known parameters and some global asymptotic synchronization
conditions are obtained. The master system is as follows
Μ‡ = ( βˆ’ )
Μ‡ = + βˆ’
Μ‡ = βˆ’ βˆ’ +
Μ‡ = +
(6)
and the slave system is as follows
Μ‡ = ( βˆ’ )
Μ‡ = + βˆ’ + ( )
Μ‡ = βˆ’ βˆ’ + + ( )
Μ‡ = +
(7)
Where ( ), ( ) are control functions to be determined for achieving synchronization between
the two systems (6) and (7). Define state errors between systems (6) and (7) as follows
= βˆ’
= +
= βˆ’
= +
(8)
We obtain the following error dynamical system by subtracting the drive system (6) from the
response system (7)
Advanced Computational Intelligence: An International Journal (ACII),Vol.1, No.1, July 2014
14
Μ‡ = βˆ’
Μ‡ = βˆ’ + ( βˆ’ ) + ( )
Μ‡ = βˆ’ + βˆ’ ( βˆ’ ) + ( )
Μ‡ = +
(9)
Define the following active control functions ( ), ( )
( ) = βˆ’ + ( )
( ) = βˆ’ + ( )
(10)
Where ( ), ( ) are control inputs. Substituting equation (10) into equation (9) yields
Μ‡ = βˆ’
Μ‡ = βˆ’ + ( )
Μ‡ = βˆ’ + + ( )
Μ‡ = +
(11)
Thus, the error system (11) to be controlled with control inputs ( ), ( ) as functions of error
states , , and . When system (11) is stabilized by control inputs ( ), ( ), , ,
and will converage to zeroes as time tends to infinity. Which implies that system (6) and (7)
are synchronized. To achieve this purpose, we choose control inputs by using generalized
backstepping control such that
( ) = βˆ’ Μ‡ βˆ’ Μ‡ βˆ’ βˆ’ βˆ’ βˆ’ βˆ’ βˆ’
( ) = βˆ’ βˆ’
(12)
Where
, , , = 0
, , , = βˆ’ βˆ’
(13)
we select the gains of controllers (12) in the following form
= 10, = 9, = 10, = 8 (14)
And Lyapunov function as
, , , = + + + + βˆ’ + βˆ’ (15)
5. NUMERICAL SIMULATION
The generalized backstepping control is used as an approach to synchronize two new
hyperchaotic systems. The initial values are (0) = βˆ’9, (0) = 5, (0) = βˆ’6, (0) = 7 and
(0) = 8, (0) = βˆ’7, (0) = 8, (0) = βˆ’9 respectively. The time response of , , ,
states for drive system (6) and the response system (7) via generalized backstepping method
shown in Figure 3. Synchronization errors , , , in the hyperchaotic systems shown in
Figure 4. The time response of the control inputs ( , ) for the synchronization hyperchaotic
systems shown in Figure 5.
Advanced Computational Intelligence: An International Journal (ACII),Vol.1, No.1, July 2014
15
Figure 3. The time response of signal ( , , , ) for drive system (6) and response system (7).
Figure 4. Synchronization errors , , , in drive system (6) and response system (7).
0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1
-25
-20
-15
-10
-5
0
5
10
15
Time (sec)
TrajectoryofxState x1
x2
0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1
-40
-30
-20
-10
0
10
20
Time (sec)
TrajectoryofyState
y1
y2
0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1
-70
-60
-50
-40
-30
-20
-10
0
10
Time (sec)
TrajectoryofzState
z1
z2
0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1
-20
-15
-10
-5
0
5
10
Time (sec)
TrajectoryofwState
w1
w2
0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1
-20
-15
-10
-5
0
5
10
15
20
Time (sec)
TrajectoryofErrors
ex
ey
ez
ew
Advanced Computational Intelligence: An International Journal (ACII),Vol.1, No.1, July 2014
16
Figure 5. The time response of the control inputs ( , ) for drive system (6) and response system (7).
6. CONCLUSIONS
We investigate chaos synchronization of a new autonomous hyperchaotic system. This
synchronization between two new systems was achieved by generalized backstepping method.
Based on the generalized backstepping method, corresponding controller is designed to achieve
synchronization between two identical new hyperchaotic systems. Numerical simulations show
that the proposed method work effectively.
REFERENCES
[1] Chao-Chung Peng, Chieh-Li Chen. Robust chaotic control of Lorenz system by backstepping design.
Chaos, Solitons and Fractals 37 (2008) 598–608.
[2] Cheng-Chi Wang, Neng-Sheng Pai, Her-Terng Yau. Chaos control in AFM system using sliding
mode control by backstepping design. Commun Nonlinear Sci Numer Simulat 15 (2010) 741–751.
[3] Faqiang Wang, Chongxin Liu. A new criterion for chaos and hyperchaos synchronization using linear
feedback control. Physics Letters A 360 (2006) 274–278.
[4] Yongguang Yu, Suochun Zhang. Adaptive backstepping synchronization of uncertain chaotic system.
Chaos, Solitons and Fractals 21 (2004) 643–649.
[5] Sinha SC, Henrichs JT, Ravindra BA. A general approach in the design of active controllers for
nonlinear systems exhibiting chaos. Int J Bifurcat Chaos 2000;10(1):165–78.
[6] M.T. Yassen. Chaos control of chaotic dynamical systems using backstepping design. Chaos, Solitons
and Fractals 27 (2006) 537–548.
[7] Ali Reza Sahab and Mohammad Haddad Zarif. Improve Backstepping Method to GBM. World
Applied Sciences Journal 6 (10): 1399-1403, 2009, ISSN 1818-4952.
[8] Sahab, A.R. and M. Haddad Zarif. Chaos Control in Nonlinear Systems Using the Generalized
Backstopping Method. American J. of Engineering and Applied Sciences 1 (4): 378-383, 2008, ISSN
1941-7020.
[9] Ali Reza Sahab, Masoud Taleb Ziabari, Seyed Amin Sadjadi Alamdari. Chaos Control via Optimal
Generalized Backstepping Method. International Review of Electrical Engineering (I.R.E.E), Vol.5,
n.5.
[10] Sundarapandian Vaidyanathan, ACTIVE CONTROLLER DESIGN FOR THE ANTI-
SYNCHRONIZATION OF HYPERCHAOTIC QI AND HYPERCHAOTIC JHA SYSTEMS,
International Journal of Instrumentation and Control Systems (IJICS) Vol.2, No.2, April 2012.
[11] Sundarapandian Vaidyanathan, GLOBAL SYNCHRONIZATION OF FOUR-WING CHAOTIC
SYSTEMS BY SLIDING MODE CONTROL, International Journal of Control Theory and Computer
Modelling (IJCTCM) Vol.1, No.1, June 2011.
0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1
-50
-40
-30
-20
-10
0
10
Time (sec)
ControlSignals
u1
u2
Advanced Computational Intelligence: An International Journal (ACII),Vol.1, No.1, July 2014
17
[12] Sundarapandian Vaidyanathan, GLOBAL CHAOS SYNCHRONIZATION OF SPROTT-L AND
SPROTT-M SYSTEMS BY ACTIVE CONTROL, International Journal of Control Theory and
Computer Modelling (IJCTCM) Vol.2, No.4, July 2012.
[13] Sundarapandian Vaidyanathan, ANTI-SYNCHRONIZATION OF 4-DIMENSIONAL
HYPERCHAOTIC LI AND HYPERCHAOTIC LÜ SYSTEMS VIA ACTIVE CONTROL,
International Journal of Control Theory and Computer Modelling (IJCTCM) Vol.2, No.6, November
2012.
[14] Dr. V. Sundarapandian, S. Sivaperumal, Global Chaos Synchronization of the Hyperchaotic Qi
Systems by Sliding Mode Control, International Journal on Computer Science and Engineering
(IJCSE), Vol. 3 No. 6 June 2011.
[15] Dr. V. Sundarapandian, R. Karthikeyan, Anti-Synchronization of the Hyperchaotic Liu and
Hyperchaotic Qi Systems by Active Control, International Journal on Computer Science and
Engineering (IJCSE), Vol. 3 No. 6 June 2011.
[16] Dr. V. SUNDARAPANDIAN, S. SIVAPERUMAL, GLOBAL CHAOS SYNCHRONIZATION OF
HYPERCHAOTIC CHEN SYSTEM BY SLIDING MODE CONTROL, International Journal of
Engineering Science and Technology (IJEST), Vol. 3 No. 5 May 2011.
[17] Masoud Taleb Ziabari and Ali Reza Sahab, ADAPTIVE TRACKING CONTROL OF SPROTT-H
SYSTEM, International Journal of Information Technology, Modeling and Computing (IJITMC)
Vol.1, No.4, November 2013.
[18] Ling Liu, Chongxin Liu, and Yanbin Zhang, Analysis of a Novel Four-Dimensional Hyperchaotic
System, CHINESE JOURNAL OF PHYSICS VOL. 46 , NO. 4.

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HYPERCHAOS SYNCHRONIZATION USING GBM

  • 1. Advanced Computational Intelligence: An International Journal (ACII),Vol.1, No.1, July 2014 11 HYPERCHAOS SYNCHRONIZATION USING GBM Masoud Taleb Ziabari 1 , Ali Reza Sahab 2 and Seyedeh Negin Seyed Fakhari3 1 Faculty of Engineering, Computer Engineering Group, Mehr Aeen University, Bandar Anzali, Iran. 2 Faculty of Engineering, Electrical Engineering Group, Islamic Azad University, Lahijan Branch, Iran. 3 Department of Electrical & Computer Science, Kadous Instiute of Higher Education, Rasht, Iran. ABSTRACT This paper presents synchronization of a new autonomous hyperchaotic system. The generalized backstepping technique is applied to achieve hyperchaos synchronization for the two new hyperchaotic systems. Generalized backstepping method is similarity to backstepping. Backstepping method is used only to strictly feedback systems but generalized backstepping method expands this class. Numerical simulations are presented to demonstrate the effectiveness of the synchronization schemes. KEYWORDS New hyperchaotic system, Generalized backstepping method, Synchronization. 1. INTRODUCTION In recent years, chaos and hyperchaos generation, control and synchronization has become more and more interesting topics to engineering. Robust Control [1], the sliding method control [2], linear and nonlinear feedback control [3], adaptive control [4], active control [5], backstepping control [6] and generalized backsteppig method control [7-9] are various methods to achieve the synchronization hyperchaotic systems. Active control and Lyapunov theory has been used to anti-synchronized for the identical and non- identical hyperchaotic Qi and Jha systems [10]. [11] has used sliding mode control to global synchronized for the identical Qi, Liu and Wang four-wing chaotic systems. [12] derived new results for the global chaos synchronization for the Sprott-L and Sprott-M systems using active control method and we established the synchronization results with the help of Lyapunov stability theory. In [13], active control method was applied to derive anti-synchronization results for the identical hyperchaotic Li systems (2005), identical hyperchaotic LΓΌ systems (2008), and nonidentical hyperchaotic Li and hyperchaotic LΓΌ systems. [14] has deployed sliding control to achieve global chaos synchronization. [15] has applied active control for the derivation of state feedback control laws so as to global anti-synchronized of identical and non-identical hyperchaotic Liu and Qi systems. [16] has used sliding mode control to achieve global chaos synchronization for the Chen systems. The adaptive generalized backstepping method was applied to control of uncertain Sprott-H chaotic system in [17].
  • 2. Advanced Computational Intelligence: An International Journal (ACII),Vol.1, No.1, July 2014 12 The rest of the paper is organized as follows: In section 2, a novel hyperchaos is presented. In section 3, the generalized backstepping method is studied. In section 4, synchronization between two new hyperchaotic systems are achieved by generalized backstepping control. In section 5, Represents simulation results. Finally, in section 6, Provides conclusion of this work. 2. SYSTEM DESCRIPTION Recently, Ling Liu et al constructed the new hyperchaotic system [18]. The system is described by. Μ‡ = ( βˆ’ ) Μ‡ = + βˆ’ Μ‡ = βˆ’ βˆ’ + Μ‡ = + (1) Where , , , are positive constants and , , , are variables of the system, when = 10, = 35, = 1,4, = 5, the system (1) is hyperchaotic. See Figure 1 and Figure 2. Figure 1. Time response of the system (1). Figure 2. Phase portraits of the hyperchaotic attractors (1). 0 10 20 30 40 50 60 70 80 90 100 -80 -60 -40 -20 0 20 40 60 80 100 120 Time (sec) TrajectoryofStates x y z w -40 -20 0 20 40 -50 0 50 -80 -60 -40 -20 0 20 xy z
  • 3. Advanced Computational Intelligence: An International Journal (ACII),Vol.1, No.1, July 2014 13 3. GENERALIZED BACKSTEPPING METHOD Generalized Backstepping Method [7-9] is applied to nonlinear systems as follow Μ‡ = ( ) + ( ) Μ‡ = ( , ) + ( , ) (2) Where β„œ and = [ , , β‹― , ] β„œ. The Lyapunov function are supposed as follow ( ) = βˆ‘ (3) The control signal and the extended lyapunov function of system (2) are obtained by equations (4),(5). = ( , ) βˆ‘ βˆ‘ [ ( ) + ( ) ] βˆ’ βˆ‘ ( ) βˆ’ βˆ‘ [ βˆ’ ( )] βˆ’ ( , ) , > 0 , = 1,2, β‹― , (4) ( , ) = βˆ‘ + βˆ‘ [ βˆ’ ( )] (5) 4. SYNCHRONIZATION OF HYPERCHAOTIC SYSTEM In this section, the generalized backstepping method is applied to synchronize two identical hyperchaotic systems with known parameters and some global asymptotic synchronization conditions are obtained. The master system is as follows Μ‡ = ( βˆ’ ) Μ‡ = + βˆ’ Μ‡ = βˆ’ βˆ’ + Μ‡ = + (6) and the slave system is as follows Μ‡ = ( βˆ’ ) Μ‡ = + βˆ’ + ( ) Μ‡ = βˆ’ βˆ’ + + ( ) Μ‡ = + (7) Where ( ), ( ) are control functions to be determined for achieving synchronization between the two systems (6) and (7). Define state errors between systems (6) and (7) as follows = βˆ’ = + = βˆ’ = + (8) We obtain the following error dynamical system by subtracting the drive system (6) from the response system (7)
  • 4. Advanced Computational Intelligence: An International Journal (ACII),Vol.1, No.1, July 2014 14 Μ‡ = βˆ’ Μ‡ = βˆ’ + ( βˆ’ ) + ( ) Μ‡ = βˆ’ + βˆ’ ( βˆ’ ) + ( ) Μ‡ = + (9) Define the following active control functions ( ), ( ) ( ) = βˆ’ + ( ) ( ) = βˆ’ + ( ) (10) Where ( ), ( ) are control inputs. Substituting equation (10) into equation (9) yields Μ‡ = βˆ’ Μ‡ = βˆ’ + ( ) Μ‡ = βˆ’ + + ( ) Μ‡ = + (11) Thus, the error system (11) to be controlled with control inputs ( ), ( ) as functions of error states , , and . When system (11) is stabilized by control inputs ( ), ( ), , , and will converage to zeroes as time tends to infinity. Which implies that system (6) and (7) are synchronized. To achieve this purpose, we choose control inputs by using generalized backstepping control such that ( ) = βˆ’ Μ‡ βˆ’ Μ‡ βˆ’ βˆ’ βˆ’ βˆ’ βˆ’ βˆ’ ( ) = βˆ’ βˆ’ (12) Where , , , = 0 , , , = βˆ’ βˆ’ (13) we select the gains of controllers (12) in the following form = 10, = 9, = 10, = 8 (14) And Lyapunov function as , , , = + + + + βˆ’ + βˆ’ (15) 5. NUMERICAL SIMULATION The generalized backstepping control is used as an approach to synchronize two new hyperchaotic systems. The initial values are (0) = βˆ’9, (0) = 5, (0) = βˆ’6, (0) = 7 and (0) = 8, (0) = βˆ’7, (0) = 8, (0) = βˆ’9 respectively. The time response of , , , states for drive system (6) and the response system (7) via generalized backstepping method shown in Figure 3. Synchronization errors , , , in the hyperchaotic systems shown in Figure 4. The time response of the control inputs ( , ) for the synchronization hyperchaotic systems shown in Figure 5.
  • 5. Advanced Computational Intelligence: An International Journal (ACII),Vol.1, No.1, July 2014 15 Figure 3. The time response of signal ( , , , ) for drive system (6) and response system (7). Figure 4. Synchronization errors , , , in drive system (6) and response system (7). 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 -25 -20 -15 -10 -5 0 5 10 15 Time (sec) TrajectoryofxState x1 x2 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 -40 -30 -20 -10 0 10 20 Time (sec) TrajectoryofyState y1 y2 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 -70 -60 -50 -40 -30 -20 -10 0 10 Time (sec) TrajectoryofzState z1 z2 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 -20 -15 -10 -5 0 5 10 Time (sec) TrajectoryofwState w1 w2 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 -20 -15 -10 -5 0 5 10 15 20 Time (sec) TrajectoryofErrors ex ey ez ew
  • 6. Advanced Computational Intelligence: An International Journal (ACII),Vol.1, No.1, July 2014 16 Figure 5. The time response of the control inputs ( , ) for drive system (6) and response system (7). 6. CONCLUSIONS We investigate chaos synchronization of a new autonomous hyperchaotic system. This synchronization between two new systems was achieved by generalized backstepping method. Based on the generalized backstepping method, corresponding controller is designed to achieve synchronization between two identical new hyperchaotic systems. Numerical simulations show that the proposed method work effectively. REFERENCES [1] Chao-Chung Peng, Chieh-Li Chen. Robust chaotic control of Lorenz system by backstepping design. Chaos, Solitons and Fractals 37 (2008) 598–608. [2] Cheng-Chi Wang, Neng-Sheng Pai, Her-Terng Yau. Chaos control in AFM system using sliding mode control by backstepping design. Commun Nonlinear Sci Numer Simulat 15 (2010) 741–751. [3] Faqiang Wang, Chongxin Liu. A new criterion for chaos and hyperchaos synchronization using linear feedback control. Physics Letters A 360 (2006) 274–278. [4] Yongguang Yu, Suochun Zhang. Adaptive backstepping synchronization of uncertain chaotic system. Chaos, Solitons and Fractals 21 (2004) 643–649. [5] Sinha SC, Henrichs JT, Ravindra BA. A general approach in the design of active controllers for nonlinear systems exhibiting chaos. Int J Bifurcat Chaos 2000;10(1):165–78. [6] M.T. Yassen. Chaos control of chaotic dynamical systems using backstepping design. Chaos, Solitons and Fractals 27 (2006) 537–548. [7] Ali Reza Sahab and Mohammad Haddad Zarif. Improve Backstepping Method to GBM. World Applied Sciences Journal 6 (10): 1399-1403, 2009, ISSN 1818-4952. [8] Sahab, A.R. and M. Haddad Zarif. Chaos Control in Nonlinear Systems Using the Generalized Backstopping Method. American J. of Engineering and Applied Sciences 1 (4): 378-383, 2008, ISSN 1941-7020. [9] Ali Reza Sahab, Masoud Taleb Ziabari, Seyed Amin Sadjadi Alamdari. Chaos Control via Optimal Generalized Backstepping Method. International Review of Electrical Engineering (I.R.E.E), Vol.5, n.5. [10] Sundarapandian Vaidyanathan, ACTIVE CONTROLLER DESIGN FOR THE ANTI- SYNCHRONIZATION OF HYPERCHAOTIC QI AND HYPERCHAOTIC JHA SYSTEMS, International Journal of Instrumentation and Control Systems (IJICS) Vol.2, No.2, April 2012. [11] Sundarapandian Vaidyanathan, GLOBAL SYNCHRONIZATION OF FOUR-WING CHAOTIC SYSTEMS BY SLIDING MODE CONTROL, International Journal of Control Theory and Computer Modelling (IJCTCM) Vol.1, No.1, June 2011. 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 -50 -40 -30 -20 -10 0 10 Time (sec) ControlSignals u1 u2
  • 7. Advanced Computational Intelligence: An International Journal (ACII),Vol.1, No.1, July 2014 17 [12] Sundarapandian Vaidyanathan, GLOBAL CHAOS SYNCHRONIZATION OF SPROTT-L AND SPROTT-M SYSTEMS BY ACTIVE CONTROL, International Journal of Control Theory and Computer Modelling (IJCTCM) Vol.2, No.4, July 2012. [13] Sundarapandian Vaidyanathan, ANTI-SYNCHRONIZATION OF 4-DIMENSIONAL HYPERCHAOTIC LI AND HYPERCHAOTIC LÜ SYSTEMS VIA ACTIVE CONTROL, International Journal of Control Theory and Computer Modelling (IJCTCM) Vol.2, No.6, November 2012. [14] Dr. V. Sundarapandian, S. Sivaperumal, Global Chaos Synchronization of the Hyperchaotic Qi Systems by Sliding Mode Control, International Journal on Computer Science and Engineering (IJCSE), Vol. 3 No. 6 June 2011. [15] Dr. V. Sundarapandian, R. Karthikeyan, Anti-Synchronization of the Hyperchaotic Liu and Hyperchaotic Qi Systems by Active Control, International Journal on Computer Science and Engineering (IJCSE), Vol. 3 No. 6 June 2011. [16] Dr. V. SUNDARAPANDIAN, S. SIVAPERUMAL, GLOBAL CHAOS SYNCHRONIZATION OF HYPERCHAOTIC CHEN SYSTEM BY SLIDING MODE CONTROL, International Journal of Engineering Science and Technology (IJEST), Vol. 3 No. 5 May 2011. [17] Masoud Taleb Ziabari and Ali Reza Sahab, ADAPTIVE TRACKING CONTROL OF SPROTT-H SYSTEM, International Journal of Information Technology, Modeling and Computing (IJITMC) Vol.1, No.4, November 2013. [18] Ling Liu, Chongxin Liu, and Yanbin Zhang, Analysis of a Novel Four-Dimensional Hyperchaotic System, CHINESE JOURNAL OF PHYSICS VOL. 46 , NO. 4.