Research Article Synchronization of the Extended Bonhoffer-Van der Pol Oscillators

Size: px
Start display at page:

Download "Research Article Synchronization of the Extended Bonhoffer-Van der Pol Oscillators"

Transcription

1 Mahemaical Problems in Engineering Volume 212, Aricle ID 96268, 14 pages doi:.11/212/96268 Research Aricle Synchronizaion of he Exended Bonhoffer-Van der Pol Oscillaors Mohamed Zribi and Saleh Alshamali Deparmen of Elecrical Engineering, Kuwai Universiy, P.O. Box 969, Safa 136, Kuwai Correspondence should be addressed o Mohamed Zribi, mohamed.zribi@ku.edu.kw Received 19 February 212; Revised 4 May 212; Acceped 8 May 212 Academic Edior: Jun-Juh Yan Copyrigh q 212 M. Zribi and S. Alshamali. This is an open access aricle disribued under he Creaive Commons Aribuion License, which permis unresriced use, disribuion, and reproducion in any medium, provided he original work is properly cied. This paper deals wih he synchronizaion of wo exended Bonhoffer-Van der Pol B-VDP oscillaors. A Lyapunov-based conroller and a sliding mode conroller are proposed for he synchronizaion of he oscillaors. Boh design schemes use a single inpu conroller acing on one sae only. Asympoic sabiliy resuls for he closed-loop sysem are derived using Lyapunov heory. I is shown ha he proposed conrollers effecively synchronize he driver and he response sysems for he case when nominal values of he sysem parameers are used, and for he case when parameer perurbaions are inroduced. Simulaion resuls are presened o show he effeciveness of he proposed conrollers. 1. Inroducion Chaoic sysems represen an ineresing class of nonlinear sysems. They are known o be highly sensiive o small changes in he iniial condiions 1. In he pas wo decades, he problem of synchronizaion and anisynchronizaion of chaoic sysems has araced a lo of ineres. The synchronizaion phenomenon has been used in several key applicaions such as nework securiy 2 and biological oscillaors 3. Several conrol sraegies were suggesed for he synchronizaion and ani-synchronizaion of chaoic sysems; he suggesed sraegies include backsepping conrol, adapive conrol, and acive conrol. The resuls of some of hese works are discussed below. In 4, a Lyapunov-based conroller is developed o conrol he chaoic Duffing equaion; he conroller incorporaes an observer ha helps overcome parameric as well as exernal disurbances. An adapive backsepping conrol law which is designed o conrol a class of chaoic sysems is given in ; he chaoic sysem is ransformed ino a nonauonomous sric feedback form, hen he developed backsepping conroller is applied o asympoically rack a given reference signal. In 6, an inegral sliding mode conroller SMC wih a dynamic

2 2 Mahemaical Problems in Engineering sliding surface is proposed for he conrol of an exended Duffing-Van der Pol oscillaor. The work in 7 proposes a combinaion of a sae-feedback conrol and an adapive conrol o synchronize a Van der Pol oscillaor coupled wih a linear oscillaor. A sae-feedback conroller is used o sabilize he equilibrium poin, hen he adapive conrol is uilized o synchronize wo of such oscillaors. In 8, a variable srucure conroller VSC is uilized o synchronize wo chaoic sysems. The chaoic sysems are firs ransformed ino he canonical form using he heory of differenial geomery, hen chaos suppression is achieved by applying he proposed conroller. The performances of an acive conroller and a backsepping conroller in synchronizing a class of chaoic sysems are compared in 9. I is shown ha boh conrol schemes have an accepable ransien performance. However, he acive conroller is more complex han he backsepping conroller. In, a sliding mode conroller is used in he conrol and synchronizaion of a class of uncerain chaoic sysems, where he conroller incorporaes an adapaion law o ensure perfec synchronizaion. A nonlinear feedback conroller, proposed for he synchronizaion of a class of chaoic sysems known as he Lienard chaoic sysem, is given in 11. The conrol design is based on Lyapunov heory. Sufficien condiions ensuring asympoic sabiliy are given in erms of he gains of he conroller. In 12, an acive conrol scheme is used for he synchronizaion and anisynchronizaion of he exended Bonhoffer-Van der Pol oscillaors. The synchronizaion of a class of uncerain chaoic sysems via sliding mode conrol is presened in 13 ; he conroller uilizes a disurbance observer based on a Radial Basis Funcion RBF neural nework. The work in 14 proposes a nonlinear conroller for he synchronizaion of a Van der Pol oscillaor wih a Chen chaoic circui. In his work, he exended Bonhoffer-Van der Pol B-VDP oscillaor model presened in 12 is considered. A Lyapunov-based conroller and a sliding mode conroller SMC are proposed for he synchronizaion of he wo chaoic B-VDP oscillaors. Sliding mode conrol is well known for is fas response and disurbance rejecion properies 1, 16. Unlike he work in 12 where hree conrol acuaors are used, in his work, a single conrol law is fed o he response sysem and designed o achieve complee synchronizaion beween he drive and he response sysems. Furhermore, for he proposed SMC design, a ransformaion is inroduced o ransform he error dynamics ino a canonical form. The ransformaion grealy simplifies he design of he conroller. The paper is organized as follows. The model of he exended B-VDP oscillaor circui is inroduced in Secion 2. Secion 3 presens a Lyapunov-based conroller o synchronize wo B-VDP oscillaors. The design of a sliding mode conroller o synchronize he wo B-VDP Oscillaors is given in Secion 4. Simulaion resuls are given and discussed in Secion. Finally, some concluding remarks are given in Secion The Model of he Exended Bonhoffer-Van der Pol Oscillaor The exended B-VDP oscillaor circui consiss of wo capaciors, an inducor, a linear resisor and a nonlinear resisor see Figure 1. Is dynamic model can be described by he following se of ordinary differenial equaions 12 : C dv 1 d i g v 1,

3 Mahemaical Problems in Engineering 3 L R C + + v 2 v 1 g(v) C Figure 1: The exended B-VDP oscillaor circui. C dv 2 d i v 2 R, L di d v 1 v The saes of sysem 2.1 are v 1, v 2,andi; hese saes are defined as follows: v 1 : he volage across he firs capacior, v 2 : he volage across he second capacior, i: he curren hrough he inducor, R, C, L: he resisance, he capaciances, and he inducance in he circui, g v 1 : he nonlinear resisor defined such ha g v 1 av 1 b anh cv 1, 2.2 where a and b are parameers of he sysem. In order o faciliae he conrol design, he exended B-VDP dynamic model 2.1 is expressed in a normalized form by redefining he parameers and sae variables of he sysem 12. To his end, le he new ime variable be given as τ 1/ LC. Also, define he new sae vecor, x, y, z T, such ha x v 1 /b C/L, y v 2 /b C/L, andz i/b. Finally, define he parameers p 1, p 2,andp 3 such ha p 1 a L/C, p 2 bc L/C, andp 3 1/R L/C. Hence, he normalized model of he exended B-VDP oscillaor is such ha ẋ z p 1 x anh ( p 2 x ), ẏ z p 3 y, 2.3 ż x y, where he denoes he differeniaion wih respec o τ.

4 4 Mahemaical Problems in Engineering Generally, synchronizaion involves wo sysems: he firs sysem is known as he drive maser sysem, and he second one is known as he response slave sysem. The dynamic model of he drive circui of he B-VDP oscillaor be given as ẋ d z d p 1 x d anh ( p 2 x d ), ẏ d z d p 3 y d, 2.4 ż d x d y d, where x d, y d,andz d are he saes of he drive sysem. Moreover, he dynamic model of he response sysem can be wrien as follows: ẋ r z r p 1 x r anh ( p 2 x r ) u, ẏ r z r p 3 y r, 2. ż r x r y r. Noe ha he firs differenial equaion of he response sysem conains he forcing erm u. This erm represens he conroller of he sysem, which will be designed such ha he drive sysem and he response sysem are synchronized afer saring from differen iniial condiions. I is noed ha he synchronizaion of he wo sysems is achieved hrough he use of a single inpu conroller acing on one sae only. Minimizing he number of acuaors is good from an implemenaion poin of view, as he implemenaion becomes cos effecive. For he conrol design, he error vecor e e 1 e 2 e 3 T is defined such ha he errors beween he saes of he response sysem and he drive sysem are given by e 1 x r x d, e 2 y r y d, 2.6 e 3 z r z d. Using , he error dynamics can be wrien as ė 1 e 3 p 1 e 1 anh ( p 2 x r ) anh ( p2 x d ) u, ė 2 e 3 p 3 e 2, 2.7 ė 3 e 1 e 2. Obviously, complee synchronizaion beween he drive sysem and he response sysem is achieved when he errors converge o zero. Therefore, he objecive of his work is o design conrollers which force he errors o asympoically converge o zero as ends o infiniy. In Secions 3 and 4, wo conrol design mehodologies are inroduced o accomplish he synchronizaion ask.

5 Mahemaical Problems in Engineering 3. Design of a Lyapunov-Based Conroller In his secion, a Lyapunov-based conroller is used o force he errors beween he drive and he response circuis o zero as ends o infiniy and hence synchronize he exended B-VDP oscillaors. Le α be a posiive scalar. Proposiion 3.1. The conrol law: u ( p 1 α ) e 1 anh ( p 2 x r ) anh ( p2 x d ) 3.1 renders he error sysem 2.7 globally asympoically sable. Proof. Le he Lyapunov funcion candidae V 1 be such ha V e e e Taking he ime derivaive of V 1, and using expressions 2.7 and 3.1 of he dynamic model of he errors and he conrol law, respecively, gives V 1 e 1 ė 1 e 2 ė 2 e 3 ė 3 e 1 ( e3 p 1 e 1 anh ( p 2 x r ) anh ( p2 x d ) u ) e2 ( e3 p 3 e 2 ) e3 e 1 e αe 2 1 p 3e 2 2. Clearly, V 1 is a posiive definie funcion defined over R 3 such ha V 1 is negaive semidefinie in R 3. In order o show he asympoic sabiliy of he closed-loop sysem, we will use LaSalle s heorem 17. Define he compac se Ω such ha Ω { } e R 3 V Solving he equaion V 1, and using he fac ha α and p 3 are posiive consans, we ge V 1 αe 2 1 p 3e 2 2 e 1, e Noe ha e 1 implies ha ė 1, and ha e 2 implies ha ė 2. Now, using he second differenial equaion given in 2.7, i follows ha ė 2 e 3 p 3 e 2 e Therefore, he only soluion of he equaion V 1 ise 1, e 2, and e 3. This means ha no soluion can say idenically in Ω oher han he rivial soluion,, T.

6 6 Mahemaical Problems in Engineering Hence, from LaSalle s invariance heorem, i can be concluded ha he origin of he error sysem 2.7 is asympoically sable. Finally, he Lyapunov funcion V 1 saisfies lim V 1. e 3.7 Thus V 1 is radially unbounded and hence he origin is globally asympoically sable. Therefore, i can be concluded ha he conrol law 3.1 when applied o he error sysem 2.7 guaranees he convergence of he errors e 1, e 2,ande 3 o zero as ends o infiniy. I should be noed ha since he errors e 1, e 2,ande 3 asympoically converge o zero as ends o infiniy, hen x r, y r,andz r converge o x d, y d,andz d, respecively, as ends o infiniy. Therefore, he saes of he drive and he response chaoic sysems are synchronized. Remark 3.2. The parameer α in he conrol law 3.1 can be aken o be zero. However, he inclusion of he erm αe 1 speeds up he convergence of he error rajecories o zero. 4. Design of a Sliding Mode Conroller This secion deals wih he design of a sliding mode conroller o synchronize wo exended B-VDP oscillaors. To faciliae he design of he conroller, he following ransformaion is inroduced: ζ 1 e 2, ζ 2 e 3 p 3 e 2, ) ζ 3 e 1 (p e 2 p 3 e The inverse of his ransformaion is defined for all values of p 3 and i is such ha: e 1 ζ 1 p 3 ζ 2 ζ 3, e 2 ζ 1, 4.2 e 3 p 3 ζ 1 ζ 2. Using he ransformaion 4.1, he error dynamics given by 2.7 can be wrien using he new coordinaes as ζ 1 ζ 2, ζ 2 ζ 3, 4.3 ζ 3 f u,

7 Mahemaical Problems in Engineering 7 where he funcion f is given by ( ) f e 3 p 1 e 1 p (e3 ) p 3 e 2 p3 e 1 e 2 anh ( ) ( ) p 2 x r anh p2 x d. 4.4 Remark 4.1. The funcion f can be wrien using he ζ 1,ζ 2,ζ 3 coordinaes such ha: f ( p 1 p 3 ) ζ1 ( p 1 p 3 2 ) ζ 2 ( p 1 p 3 ) ζ3 anh ( p 2 x r ) anh ( p2 x d ). 4. The firs sep in he design of a sliding mode conroller is o define a sliding surface owards which he sysem rajecories mus be forced. We will define he linear sliding surface σ such ha: σ ζ 3 β 1 ζ 1 β 2 ζ 2, 4.6 where β 1 and β 2 are posiive scalars such ha he polynomial P x s 2 β 2 s β 1 is Hurwiz. The derivaive of σ wih respec o ime is given by σ ζ 3 β 1 ζ 1 β 2 ζ 2 f β 1 ζ 2 β 2 ζ 3 u. 4.7 The objecive is o design a conrol law, u, such ha he sysem rajecories reach he sliding surface in finie ime and say here for all subsequen ime. Define he sign funcion such ha 1 if σ>, sign σ if σ, 1 if σ<. 4.8 Also, le K and W be posiive scalars. Proposiion 4.2. The sliding mode conroller: u f β 1 ζ 2 β 2 ζ 3 Kσ W sign σ 4.9 renders he ransformed error sysem 4.3 asympoically sable. Proof. Firs, we will show ha he proposed conroller forces he dynamics of he sysem o reach he sliding surface in finie ime. Then, he closed-loop sabiliy of he sysem on he sliding surface is proved. To prove he reachabiliy o σ, i suffices o show ha σ σ <. To his end, consider he Lyapunov funcion candidae V 2 1/2 σ 2. Taking he derivaive of

8 8 Mahemaical Problems in Engineering y() x() Figure 2: Plo of x versus y wih no conrol. V 2 wih respec o ime and using he expressions 4.7 and 4.9 for σ and u, respecively, i follows ha V 2 σ ( f β 1 ζ 2 β 2 ζ 3 u ) σ ( Kσ W sign σ ) 4. Kσ 2 W σ. Since K and W are chosen o be posiive scalars, i follows ha V 2 < forσ / and V 2 for σ. Hence V 2 is a Lyapunov funcion for he sysem. Therefore, i can be concluded ha he finie ime reachabiliy o he surface σ is guaraneed. Noe ha upon reaching he sliding surface, we have σ and σ. On he sliding surface σ,hesaeζ 3 can be wrien as ζ 3 β 1 ζ 1 β 2 ζ 2. Therefore, he closed-loop dynamics of he reduced order sysem i.e., he sysem when σ can be wrien as ζ 1 ζ 2, ζ 2 β 1 ζ 1 β 2 ζ Since β 1 and β 2 are chosen o be posiive scalars such ha he polynomial P x s 2 β 2 s β 1 is Hurwiz, i can be concluded ha he saes ζ 1 and ζ 2 will converge o zero asympoically as ends o infiniy. Moreover, since ζ 3 β 1 ζ 1 β 2 ζ 2, i follows ha ζ 3 will asympoically converge o zero as ends o infiniy. I is clear from he ransformaion 4.1 ha he asympoic convergence of ζ 1, ζ 2 and ζ 3 o zero implies he asympoic convergence of he errors e 1, e 2,ande 3 o zero. Using 2.6, i is noed ha when he errors e 1, e 2 and e 3 converge o zero as ends o infiniy, hen he convergence of x r, y r,andz r o x d, y d,andz d, respecively, is guaraneed as ends o infiniy. Therefore, he saes of he drive and he response chaoic sysems are synchronized.

9 Mahemaical Problems in Engineering 9 xr versus xd x d x r a yr versus yd y d y r b zr versus zd z d z r c Figure 3: Plos of he exended B-VDP oscillaors sae rajecories versus ime when he Lyapunov-based conroller is used. Remark 4.3. To reduce or eliminae he chaering associaed wih he proposed sliding mode conroller, we can use he hyperbolic angen insead of he sign funcion. Moreover, chaering can be reduced or eliminaed by using higher order sliding mode conrollers which can be easily designed since he error sysem given by 4.3 is in he conroller canonical form. Remark 4.4. The erm Kσ K > in 4.9 is added o speed up he convergence of he error rajecories.. Simulaion Resuls Several simulaion sudies are conduced o illusrae he effeciveness of he proposed conrollers in synchronizing wo exended B-VDP oscillaors. Firs, a simulaion of he exended B-VDP sysem under no conrol is carried ou. Figure 2 shows he chaoic aracor of an

10 Mahemaical Problems in Engineering u() Figure 4: Plo of he Lyapunov-based conroller versus ime. xr versus xd x d x r a yr versus yd y d y r b zr versus zd z d z r c Figure : Plos of he exended B-VDP oscillaors sae rajecories versus ime when he Lyapunov-based conroller is used and wih α.

11 Mahemaical Problems in Engineering 11 xr versus xd x d x r a yr versus yd y d y r b zr versus zd z d z r c Figure 6: Plos of he exended B-VDP oscillaors sae rajecories versus ime when he sliding mode conroller is used. exended B-VDP oscillaor for he case when he parameers of he sysem are p 1 1, p 2 1, and p 3 1.2, and for iniial condiions x d,y d,z d T., 1,. T. The performance of he Lyapunov-based conroller used o synchronize he wo exended B-VDP oscillaors, given by 2.4 and 2., is shown in Figures 3 and 4. The parameers of he oscillaors are given by p 1 1,p 2 1, and p The iniial condiions of he drive sysem are aken o be x d 1, y d 1 andz d 1; he iniial condiions of he response sysem are aken o be x r 3, y r 4 andz r 2. The gain of he conroller α is chosen such ha α 2. Furhermore, he conroller is applied o he response sysem a sec.figure 3 shows he rajecories of he drive and response sysems. I is clear ha complee synchronizaion akes place a abou 9 sec. The verical doed lines in he figure indicae he ime a which he conroller is applied. Figure 4 shows he conrol acion.

12 12 Mahemaical Problems in Engineering 2 1 u() Figure 7: Plo of he sliding mode conroller versus ime. A small spike appears when he conroller is swiched on. Finally, Figure depics he rajecories of he wo oscillaors for he case when he parameer α is equal o zero. As indicaed in Remark 3.2, his parameer can be aken o zero a he expense of he speed of he convergence of he errors o zero. Figure indicaes ha he synchronizaion is aained a around 2 seconds or 1 seconds afer he conroller is swiched on. The performance of he sliding mode conroller used o synchronize he exended B- VDP oscillaors is depiced in Figures 6 and 7. The iniial condiions are he same as he ones used previously. The parameers of he conroller are chosen such ha K 2, W 1, β 1 2, and β 2 3. Figure 6 depics he evoluion of he sae rajecories of he drive and response sysems. Synchronizaion is achieved 4 seconds afer he conroller is applied. Figure 7 depics he conrol acion rajecory, where a spike appears a he ime when he conroller is applied a sec. Finally, in order o check he robusness of he proposed sliding mode conrol scheme, a % change on he parameers p 1, p 2,andp 3 is inroduced. Figure 8 depics he resuls of his case. The wo oscillaors synchronize few seconds afer he conroller is applied. Therefore, i can be concluded from he simulaion resuls ha he proposed conrollers work well as hey are able o synchronize he drive and he response sysems. Also, he robusness of he sliding mode conroller under parameer perurbaions is eviden from he simulaion resuls. 6. Conclusion A Lyapunov-based conroller and a sliding mode conroller are proposed for he synchronizaion of wo exended Bonhoffer-Van der Pol oscillaors which sar from differen iniial condiions. The single inpu conroller acs on he firs sae of he response sysem only, which makes i easier o implemen. I is shown ha he proposed conrollers guaranee he asympoic convergence o zero of he errors beween he response and he drive sysems, hence,

13 Mahemaical Problems in Engineering 13 xr versus xd x d x r a yr versus yd y d y r b zr versus zd z d z r c Figure 8: Plos of he perurbed B-VDP oscillaors sae rajecories versus ime when he sliding mode conrol is used. ensuring complee synchronizaion beween he wo sysems. Furhermore, a nonlinear ransformaion is used o ransform he error dynamics ino he conroller canonical form; his ransformaion simplifies he design of he sliding mode conroller. Simulaion sudies show he effeciveness of he proposed conrol schemes. References 1 P. Glendinning, Sabiliy, Insabiliy and Chaos: An Inroducion o he Theory of Nonlinear Differenial Equaions, Cambridge Universiy, Cambridge, UK, Q. A. Memon, Synchronized choas for nework securiy, Compuer Communicaions, vol. 26, no. 6, pp. 498, 23.

14 14 Mahemaical Problems in Engineering 3 R. E. Mirollo and S. Srogaz, Synchronizaion of pulse-coupled biological oscillaors, SIAM Journal on Applied Mahemaics, vol., no. 6, pp , H. Nijmeijer and H. Berghuis, On Lyapunov conrol of he Duffing equaion, IEEE Transacions on Circuis and Sysems, vol. 42, no. 8, pp , 199. S. S. Ge, C. Wang, and T. H. Lee, Adapive backsepping conrol of a class of chaoic sysems, Inernaional Bifurcaion and Chaos in Applied Sciences and Engineering, vol., no., pp , 2. 6 F. M. Kakmeni, S. Bowong, C. Tchawoua, and E. Kapouom, Chaos conrol and synchronizaion of a Φ 6 -van der pol oscillaor, Physics Leers A, vol. 322, no. -6, pp , H. Fosin and S. Bowong, Adapive conrol and synchronizaion of chaoic sysems consising of van der pol oscillaors coupled o linear oscillaors, Chaos, Solions and Fracals, vol. 27, no. 3, pp , L. Zhao, L. Xue, and J. Wang, Variable srucure conrol for synchronizaion of chaoic sysems wih srucure or parameers mismaching, in Proceedings of he 6h World Congress on Inelligen Conrol and Auomaion (WCICA 6), vol. 1, pp , Dalian, China, U. E. Vincen, Chaos synchronizaion using acive conrol and backsepping conrol: a comparaive analysis, Nonlinear Analysis, vol. 13, no. 2, pp , 28. S. Dadras and H. R. Momeni, Adapive sliding mode conrol of chaoic dynamical sysems wih applicaion o synchronizaion, Mahemaics and Compuers in Simulaion, vol. 8, no. 12, pp , X. Jian, Ani-synchronizaion of Lienard chaoic sysems via feedback conrol, Inernaional Physical Sciences, vol., no. 18, pp , A. N. Njah and U. E. Vincen, Synchronizaion and ani-synchronizaion of chaos in an exended Bonhoffer-van der pol oscillaor using acive conrol, Sound and Vibraion, vol. 319, no. 1-2, pp , M. Chen, C. Jiang, B. Jiang, and Q. Wu, Sliding mode synchronizaion conroller design wih neural nework for uncerain chaoic sysems, Chaos, Solions and Fracals, vol. 39, no. 4, pp , E. M. Elabbasy and M. M. El-Dessoky, Synchronizaion of van der pol oscillaor and Chen chaoic dynamical sysem, Chaos, Solions and Fracals, vol. 36, no., pp , K. D. Young, V. I. Ukin, and U. Ozguner, A conrol engineer s guide o sliding mode conrol, IEEE Transacions on Conrol Sysems Technology, vol. 7, no. 3, pp , W. Perruquei and J. P. Barbo, Sliding Mode Conrol In Engineering, Marcel Dekker, J. E. Sloine and W. Li, Applied Nonlinear Conrol, Prenice-Hall, 1991.

15 Advances in Operaions Research Advances in Decision Sciences Applied Mahemaics Algebra Probabiliy and Saisics The Scienific World Journal Inernaional Differenial Equaions Submi your manuscrips a Inernaional Advances in Combinaorics Mahemaical Physics Complex Analysis Inernaional Mahemaics and Mahemaical Sciences Mahemaical Problems in Engineering Mahemaics Discree Mahemaics Discree Dynamics in Naure and Sociey Funcion Spaces Absrac and Applied Analysis Inernaional Sochasic Analysis Opimizaion

Research Article Dual Synchronization of Fractional-Order Chaotic Systems via a Linear Controller

Research Article Dual Synchronization of Fractional-Order Chaotic Systems via a Linear Controller The Scienific World Journal Volume 213, Aricle ID 159194, 6 pages hp://dx.doi.org/1155/213/159194 Research Aricle Dual Synchronizaion of Fracional-Order Chaoic Sysems via a Linear Conroller Jian Xiao,

More information

di Bernardo, M. (1995). A purely adaptive controller to synchronize and control chaotic systems.

di Bernardo, M. (1995). A purely adaptive controller to synchronize and control chaotic systems. di ernardo, M. (995). A purely adapive conroller o synchronize and conrol chaoic sysems. hps://doi.org/.6/375-96(96)8-x Early version, also known as pre-prin Link o published version (if available):.6/375-96(96)8-x

More information

Research Article Generalized Projective Synchronization for Different Hyperchaotic Dynamical Systems

Research Article Generalized Projective Synchronization for Different Hyperchaotic Dynamical Systems Discree Dynamics in Naure and Sociey Volume 211, Aricle ID 437156, 19 pages doi:1.1155/211/437156 Research Aricle Generalized Projecive Synchronizaion for Differen Hyperchaoic Dynamical Sysems M. M. El-Dessoky

More information

Research Article Modified Function Projective Synchronization between Different Dimension Fractional-Order Chaotic Systems

Research Article Modified Function Projective Synchronization between Different Dimension Fractional-Order Chaotic Systems Absrac and Applied Analysis Volume 212, Aricle ID 862989, 12 pages doi:1.1155/212/862989 Research Aricle Modified Funcion Projecive Synchronizaion beween Differen Dimension Fracional-Order Chaoic Sysems

More information

Stability and Bifurcation in a Neural Network Model with Two Delays

Stability and Bifurcation in a Neural Network Model with Two Delays Inernaional Mahemaical Forum, Vol. 6, 11, no. 35, 175-1731 Sabiliy and Bifurcaion in a Neural Nework Model wih Two Delays GuangPing Hu and XiaoLing Li School of Mahemaics and Physics, Nanjing Universiy

More information

Bifurcation Analysis of a Stage-Structured Prey-Predator System with Discrete and Continuous Delays

Bifurcation Analysis of a Stage-Structured Prey-Predator System with Discrete and Continuous Delays Applied Mahemaics 4 59-64 hp://dx.doi.org/.46/am..4744 Published Online July (hp://www.scirp.org/ournal/am) Bifurcaion Analysis of a Sage-Srucured Prey-Predaor Sysem wih Discree and Coninuous Delays Shunyi

More information

Sliding Mode Controller for Unstable Systems

Sliding Mode Controller for Unstable Systems S. SIVARAMAKRISHNAN e al., Sliding Mode Conroller for Unsable Sysems, Chem. Biochem. Eng. Q. 22 (1) 41 47 (28) 41 Sliding Mode Conroller for Unsable Sysems S. Sivaramakrishnan, A. K. Tangirala, and M.

More information

Chapter 8 The Complete Response of RL and RC Circuits

Chapter 8 The Complete Response of RL and RC Circuits Chaper 8 The Complee Response of RL and RC Circuis Seoul Naional Universiy Deparmen of Elecrical and Compuer Engineering Wha is Firs Order Circuis? Circuis ha conain only one inducor or only one capacior

More information

An open-plus-closed-loop control for chaotic Mathieu-Duffing oscillator

An open-plus-closed-loop control for chaotic Mathieu-Duffing oscillator Appl. Mah. Mech. -Engl. Ed. 3(1), 19 7 (9) DOI: 1.17/s183-9-13-z c Shanghai Universiy and Springer-Verlag 9 Applied Mahemaics and Mechanics (English Ediion) An open-plus-closed-loop conrol for chaoic Mahieu-Duffing

More information

CHAPTER 12 DIRECT CURRENT CIRCUITS

CHAPTER 12 DIRECT CURRENT CIRCUITS CHAPTER 12 DIRECT CURRENT CIUITS DIRECT CURRENT CIUITS 257 12.1 RESISTORS IN SERIES AND IN PARALLEL When wo resisors are conneced ogeher as shown in Figure 12.1 we said ha hey are conneced in series. As

More information

Dual synchronization of chaotic and hyperchaotic systems

Dual synchronization of chaotic and hyperchaotic systems Available online a www.jnsa.com J. Nonlinear Sci. Appl. 9 (1), 77 Research Aricle Dual synchronizaion of chaoic and hyperchaoic sysems A. Almaroud Ohman a, M. S. M. Noorani a, M. Mossa Al-Sawalha b, a

More information

Comparative study between two models of a linear oscillating tubular motor

Comparative study between two models of a linear oscillating tubular motor IOSR Journal of Elecrical and Elecronics Engineering (IOSR-JEEE) e-issn: 78-676,p-ISSN: 3-333, Volume 9, Issue Ver. IV (Feb. 4), PP 77-83 Comparaive sudy beween wo models of a linear oscillaing ubular

More information

Homework-8(1) P8.3-1, 3, 8, 10, 17, 21, 24, 28,29 P8.4-1, 2, 5

Homework-8(1) P8.3-1, 3, 8, 10, 17, 21, 24, 28,29 P8.4-1, 2, 5 Homework-8() P8.3-, 3, 8, 0, 7, 2, 24, 28,29 P8.4-, 2, 5 Secion 8.3: The Response of a Firs Order Circui o a Consan Inpu P 8.3- The circui shown in Figure P 8.3- is a seady sae before he swich closes a

More information

Chapter 7 Response of First-order RL and RC Circuits

Chapter 7 Response of First-order RL and RC Circuits Chaper 7 Response of Firs-order RL and RC Circuis 7.- The Naural Response of RL and RC Circuis 7.3 The Sep Response of RL and RC Circuis 7.4 A General Soluion for Sep and Naural Responses 7.5 Sequenial

More information

8. Basic RL and RC Circuits

8. Basic RL and RC Circuits 8. Basic L and C Circuis This chaper deals wih he soluions of he responses of L and C circuis The analysis of C and L circuis leads o a linear differenial equaion This chaper covers he following opics

More information

Modified Projective Synchronization of Different Hyperchaotic Systems

Modified Projective Synchronization of Different Hyperchaotic Systems ISSN 76-7659, England, UK Journal of Informaion and Compuing Science Vol., No., 009, pp. 033-00 Modified Projecive Synchronizaion of Differen Hyperchaoic Sysems HongLan Zhu, +, XueBing Zhang Huaiyin Insiue

More information

(1) (2) Differentiation of (1) and then substitution of (3) leads to. Therefore, we will simply consider the second-order linear system given by (4)

(1) (2) Differentiation of (1) and then substitution of (3) leads to. Therefore, we will simply consider the second-order linear system given by (4) Phase Plane Analysis of Linear Sysems Adaped from Applied Nonlinear Conrol by Sloine and Li The general form of a linear second-order sysem is a c b d From and b bc d a Differeniaion of and hen subsiuion

More information

Sliding Mode Extremum Seeking Control for Linear Quadratic Dynamic Game

Sliding Mode Extremum Seeking Control for Linear Quadratic Dynamic Game Sliding Mode Exremum Seeking Conrol for Linear Quadraic Dynamic Game Yaodong Pan and Ümi Özgüner ITS Research Group, AIST Tsukuba Eas Namiki --, Tsukuba-shi,Ibaraki-ken 5-856, Japan e-mail: pan.yaodong@ais.go.jp

More information

Electrical and current self-induction

Electrical and current self-induction Elecrical and curren self-inducion F. F. Mende hp://fmnauka.narod.ru/works.hml mende_fedor@mail.ru Absrac The aricle considers he self-inducance of reacive elemens. Elecrical self-inducion To he laws of

More information

Hyperchaos Synchronization Between two Different Hyperchaotic Systems

Hyperchaos Synchronization Between two Different Hyperchaotic Systems ISSN 76-769, England, UK Journal of Informaion and Compuing Science Vo3, No., 8, pp. 73-8 Hperchaos Snchroniaion Beween wo Differen Hperchaoic Ssems Qiang Jia + Facul of Science, Jiangsu Universi, Zhenjiang,

More information

Mean-square Stability Control for Networked Systems with Stochastic Time Delay

Mean-square Stability Control for Networked Systems with Stochastic Time Delay JOURNAL OF SIMULAION VOL. 5 NO. May 7 Mean-square Sabiliy Conrol for Newored Sysems wih Sochasic ime Delay YAO Hejun YUAN Fushun School of Mahemaics and Saisics Anyang Normal Universiy Anyang Henan. 455

More information

d 1 = c 1 b 2 - b 1 c 2 d 2 = c 1 b 3 - b 1 c 3

d 1 = c 1 b 2 - b 1 c 2 d 2 = c 1 b 3 - b 1 c 3 and d = c b - b c c d = c b - b c c This process is coninued unil he nh row has been compleed. The complee array of coefficiens is riangular. Noe ha in developing he array an enire row may be divided or

More information

Basic Circuit Elements Professor J R Lucas November 2001

Basic Circuit Elements Professor J R Lucas November 2001 Basic Circui Elemens - J ucas An elecrical circui is an inerconnecion of circui elemens. These circui elemens can be caegorised ino wo ypes, namely acive and passive elemens. Some Definiions/explanaions

More information

Pade and Laguerre Approximations Applied. to the Active Queue Management Model. of Internet Protocol

Pade and Laguerre Approximations Applied. to the Active Queue Management Model. of Internet Protocol Applied Mahemaical Sciences, Vol. 7, 013, no. 16, 663-673 HIKARI Ld, www.m-hikari.com hp://dx.doi.org/10.1988/ams.013.39499 Pade and Laguerre Approximaions Applied o he Acive Queue Managemen Model of Inerne

More information

Reading from Young & Freedman: For this topic, read sections 25.4 & 25.5, the introduction to chapter 26 and sections 26.1 to 26.2 & 26.4.

Reading from Young & Freedman: For this topic, read sections 25.4 & 25.5, the introduction to chapter 26 and sections 26.1 to 26.2 & 26.4. PHY1 Elecriciy Topic 7 (Lecures 1 & 11) Elecric Circuis n his opic, we will cover: 1) Elecromoive Force (EMF) ) Series and parallel resisor combinaions 3) Kirchhoff s rules for circuis 4) Time dependence

More information

( ) ( ) if t = t. It must satisfy the identity. So, bulkiness of the unit impulse (hyper)function is equal to 1. The defining characteristic is

( ) ( ) if t = t. It must satisfy the identity. So, bulkiness of the unit impulse (hyper)function is equal to 1. The defining characteristic is UNIT IMPULSE RESPONSE, UNIT STEP RESPONSE, STABILITY. Uni impulse funcion (Dirac dela funcion, dela funcion) rigorously defined is no sricly a funcion, bu disribuion (or measure), precise reamen requires

More information

CHAPTER 6: FIRST-ORDER CIRCUITS

CHAPTER 6: FIRST-ORDER CIRCUITS EEE5: CI CUI T THEOY CHAPTE 6: FIST-ODE CICUITS 6. Inroducion This chaper considers L and C circuis. Applying he Kirshoff s law o C and L circuis produces differenial equaions. The differenial equaions

More information

6.2 Transforms of Derivatives and Integrals.

6.2 Transforms of Derivatives and Integrals. SEC. 6.2 Transforms of Derivaives and Inegrals. ODEs 2 3 33 39 23. Change of scale. If l( f ()) F(s) and c is any 33 45 APPLICATION OF s-shifting posiive consan, show ha l( f (c)) F(s>c)>c (Hin: In Probs.

More information

EECE251. Circuit Analysis I. Set 4: Capacitors, Inductors, and First-Order Linear Circuits

EECE251. Circuit Analysis I. Set 4: Capacitors, Inductors, and First-Order Linear Circuits EEE25 ircui Analysis I Se 4: apaciors, Inducors, and Firs-Order inear ircuis Shahriar Mirabbasi Deparmen of Elecrical and ompuer Engineering Universiy of Briish olumbia shahriar@ece.ubc.ca Overview Passive

More information

Improved Approximate Solutions for Nonlinear Evolutions Equations in Mathematical Physics Using the Reduced Differential Transform Method

Improved Approximate Solutions for Nonlinear Evolutions Equations in Mathematical Physics Using the Reduced Differential Transform Method Journal of Applied Mahemaics & Bioinformaics, vol., no., 01, 1-14 ISSN: 179-660 (prin), 179-699 (online) Scienpress Ld, 01 Improved Approimae Soluions for Nonlinear Evoluions Equaions in Mahemaical Physics

More information

Adaptive projective synchronization between different chaotic systems with parametric uncertainties and external disturbances

Adaptive projective synchronization between different chaotic systems with parametric uncertainties and external disturbances PRAMANA c Indian Academy of Sciences Vol. 81, No. 3 journal of Sepember 13 physics pp. 417 437 Adapive projecive synchronizaion beween differen chaoic sysems wih parameric uncerainies and exernal disurbances

More information

EEEB113 CIRCUIT ANALYSIS I

EEEB113 CIRCUIT ANALYSIS I 9/14/29 1 EEEB113 CICUIT ANALYSIS I Chaper 7 Firs-Order Circuis Maerials from Fundamenals of Elecric Circuis 4e, Alexander Sadiku, McGraw-Hill Companies, Inc. 2 Firs-Order Circuis -Chaper 7 7.2 The Source-Free

More information

Research Article Existence and Uniqueness of Periodic Solution for Nonlinear Second-Order Ordinary Differential Equations

Research Article Existence and Uniqueness of Periodic Solution for Nonlinear Second-Order Ordinary Differential Equations Hindawi Publishing Corporaion Boundary Value Problems Volume 11, Aricle ID 19156, 11 pages doi:1.1155/11/19156 Research Aricle Exisence and Uniqueness of Periodic Soluion for Nonlinear Second-Order Ordinary

More information

The Optimal Stopping Time for Selling an Asset When It Is Uncertain Whether the Price Process Is Increasing or Decreasing When the Horizon Is Infinite

The Optimal Stopping Time for Selling an Asset When It Is Uncertain Whether the Price Process Is Increasing or Decreasing When the Horizon Is Infinite American Journal of Operaions Research, 08, 8, 8-9 hp://wwwscirporg/journal/ajor ISSN Online: 60-8849 ISSN Prin: 60-8830 The Opimal Sopping Time for Selling an Asse When I Is Uncerain Wheher he Price Process

More information

Problemas das Aulas Práticas

Problemas das Aulas Práticas Mesrado Inegrado em Engenharia Elecroécnica e de Compuadores Conrolo em Espaço de Esados Problemas das Aulas Práicas J. Miranda Lemos Fevereiro de 3 Translaed o English by José Gaspar, 6 J. M. Lemos, IST

More information

Recursive Least-Squares Fixed-Interval Smoother Using Covariance Information based on Innovation Approach in Linear Continuous Stochastic Systems

Recursive Least-Squares Fixed-Interval Smoother Using Covariance Information based on Innovation Approach in Linear Continuous Stochastic Systems 8 Froniers in Signal Processing, Vol. 1, No. 1, July 217 hps://dx.doi.org/1.2266/fsp.217.112 Recursive Leas-Squares Fixed-Inerval Smooher Using Covariance Informaion based on Innovaion Approach in Linear

More information

GENERALIZATION OF THE FORMULA OF FAA DI BRUNO FOR A COMPOSITE FUNCTION WITH A VECTOR ARGUMENT

GENERALIZATION OF THE FORMULA OF FAA DI BRUNO FOR A COMPOSITE FUNCTION WITH A VECTOR ARGUMENT Inerna J Mah & Mah Sci Vol 4, No 7 000) 48 49 S0670000970 Hindawi Publishing Corp GENERALIZATION OF THE FORMULA OF FAA DI BRUNO FOR A COMPOSITE FUNCTION WITH A VECTOR ARGUMENT RUMEN L MISHKOV Received

More information

arxiv: v1 [math.gm] 4 Nov 2018

arxiv: v1 [math.gm] 4 Nov 2018 Unpredicable Soluions of Linear Differenial Equaions Mara Akhme 1,, Mehme Onur Fen 2, Madina Tleubergenova 3,4, Akylbek Zhamanshin 3,4 1 Deparmen of Mahemaics, Middle Eas Technical Universiy, 06800, Ankara,

More information

A Note on the Equivalence of Fractional Relaxation Equations to Differential Equations with Varying Coefficients

A Note on the Equivalence of Fractional Relaxation Equations to Differential Equations with Varying Coefficients mahemaics Aricle A Noe on he Equivalence of Fracional Relaxaion Equaions o Differenial Equaions wih Varying Coefficiens Francesco Mainardi Deparmen of Physics and Asronomy, Universiy of Bologna, and he

More information

Stochastic Model for Cancer Cell Growth through Single Forward Mutation

Stochastic Model for Cancer Cell Growth through Single Forward Mutation Journal of Modern Applied Saisical Mehods Volume 16 Issue 1 Aricle 31 5-1-2017 Sochasic Model for Cancer Cell Growh hrough Single Forward Muaion Jayabharahiraj Jayabalan Pondicherry Universiy, jayabharahi8@gmail.com

More information

4. Advanced Stability Theory

4. Advanced Stability Theory Applied Nonlinear Conrol Nguyen an ien - 4 4 Advanced Sabiliy heory he objecive of his chaper is o presen sabiliy analysis for non-auonomous sysems 41 Conceps of Sabiliy for Non-Auonomous Sysems Equilibrium

More information

Sumudu Decomposition Method for Solving Fractional Delay Differential Equations

Sumudu Decomposition Method for Solving Fractional Delay Differential Equations vol. 1 (2017), Aricle ID 101268, 13 pages doi:10.11131/2017/101268 AgiAl Publishing House hp://www.agialpress.com/ Research Aricle Sumudu Decomposiion Mehod for Solving Fracional Delay Differenial Equaions

More information

RC, RL and RLC circuits

RC, RL and RLC circuits Name Dae Time o Complee h m Parner Course/ Secion / Grade RC, RL and RLC circuis Inroducion In his experimen we will invesigae he behavior of circuis conaining combinaions of resisors, capaciors, and inducors.

More information

Global Synchronization of Directed Networks with Fast Switching Topologies

Global Synchronization of Directed Networks with Fast Switching Topologies Commun. Theor. Phys. (Beijing, China) 52 (2009) pp. 1019 1924 c Chinese Physical Sociey and IOP Publishing Ld Vol. 52, No. 6, December 15, 2009 Global Synchronizaion of Direced Neworks wih Fas Swiching

More information

Electrical Circuits. 1. Circuit Laws. Tools Used in Lab 13 Series Circuits Damped Vibrations: Energy Van der Pol Circuit

Electrical Circuits. 1. Circuit Laws. Tools Used in Lab 13 Series Circuits Damped Vibrations: Energy Van der Pol Circuit V() R L C 513 Elecrical Circuis Tools Used in Lab 13 Series Circuis Damped Vibraions: Energy Van der Pol Circui A series circui wih an inducor, resisor, and capacior can be represened by Lq + Rq + 1, a

More information

Four Generations of Higher Order Sliding Mode Controllers. L. Fridman Universidad Nacional Autonoma de Mexico Aussois, June, 10th, 2015

Four Generations of Higher Order Sliding Mode Controllers. L. Fridman Universidad Nacional Autonoma de Mexico Aussois, June, 10th, 2015 Four Generaions of Higher Order Sliding Mode Conrollers L. Fridman Universidad Nacional Auonoma de Mexico Aussois, June, 1h, 215 Ouline 1 Generaion 1:Two Main Conceps of Sliding Mode Conrol 2 Generaion

More information

6.01: Introduction to EECS I Lecture 8 March 29, 2011

6.01: Introduction to EECS I Lecture 8 March 29, 2011 6.01: Inroducion o EES I Lecure 8 March 29, 2011 6.01: Inroducion o EES I Op-Amps Las Time: The ircui Absracion ircuis represen sysems as connecions of elemens hrough which currens (hrough variables) flow

More information

Laplace Transforms. Examples. Is this equation differential? y 2 2y + 1 = 0, y 2 2y + 1 = 0, (y ) 2 2y + 1 = cos x,

Laplace Transforms. Examples. Is this equation differential? y 2 2y + 1 = 0, y 2 2y + 1 = 0, (y ) 2 2y + 1 = cos x, Laplace Transforms Definiion. An ordinary differenial equaion is an equaion ha conains one or several derivaives of an unknown funcion which we call y and which we wan o deermine from he equaion. The equaion

More information

Properties Of Solutions To A Generalized Liénard Equation With Forcing Term

Properties Of Solutions To A Generalized Liénard Equation With Forcing Term Applied Mahemaics E-Noes, 8(28), 4-44 c ISSN 67-25 Available free a mirror sies of hp://www.mah.nhu.edu.w/ amen/ Properies Of Soluions To A Generalized Liénard Equaion Wih Forcing Term Allan Kroopnick

More information

- If one knows that a magnetic field has a symmetry, one may calculate the magnitude of B by use of Ampere s law: The integral of scalar product

- If one knows that a magnetic field has a symmetry, one may calculate the magnitude of B by use of Ampere s law: The integral of scalar product 11.1 APPCATON OF AMPEE S AW N SYMMETC MAGNETC FEDS - f one knows ha a magneic field has a symmery, one may calculae he magniude of by use of Ampere s law: The inegral of scalar produc Closed _ pah * d

More information

Analytical Solutions of an Economic Model by the Homotopy Analysis Method

Analytical Solutions of an Economic Model by the Homotopy Analysis Method Applied Mahemaical Sciences, Vol., 26, no. 5, 2483-249 HIKARI Ld, www.m-hikari.com hp://dx.doi.org/.2988/ams.26.6688 Analyical Soluions of an Economic Model by he Homoopy Analysis Mehod Jorge Duare ISEL-Engineering

More information

Ann. Funct. Anal. 2 (2011), no. 2, A nnals of F unctional A nalysis ISSN: (electronic) URL:

Ann. Funct. Anal. 2 (2011), no. 2, A nnals of F unctional A nalysis ISSN: (electronic) URL: Ann. Func. Anal. 2 2011, no. 2, 34 41 A nnals of F uncional A nalysis ISSN: 2008-8752 elecronic URL: www.emis.de/journals/afa/ CLASSIFICAION OF POSIIVE SOLUIONS OF NONLINEAR SYSEMS OF VOLERRA INEGRAL EQUAIONS

More information

Research Article Generalized Projective Synchronization between Two Different Neural Networks with Mixed Time Delays

Research Article Generalized Projective Synchronization between Two Different Neural Networks with Mixed Time Delays Discree Dynamics in Naure and Sociey Volume 212, Aricle ID 153542, 19 pages doi:1.1155/212/153542 Research Aricle Generalized Projecive Synchronizaion beween Two Differen Neural Neworks wih Mixed Time

More information

Intermittent Impulsive Synchronization of Chaotic Delayed Neural Networks

Intermittent Impulsive Synchronization of Chaotic Delayed Neural Networks Differ Equ Dyn Sys (Jan&Apr ) 9(&):9 69 DOI.7/s59--8-8 ORIGINAL RESEARCH Inermien Impulsive Synchronizaion of Chaoic Delayed Neural Neworks Xinzhi Liu Xuemin Shen Hongao Zhang Published online: April Foundaion

More information

Research Article Fast Detection of Weak Singularities in a Chaotic Signal Using Lorenz System and the Bisection Algorithm

Research Article Fast Detection of Weak Singularities in a Chaotic Signal Using Lorenz System and the Bisection Algorithm Mahemaical Problems in Engineering Volume 12, Aricle ID 2848, pages doi:.1155/12/2848 Research Aricle Fas Deecion of Weak Singulariies in a Chaoic Signal Using Lorenz Sysem and he Bisecion Algorihm Tiezheng

More information

STATE-SPACE MODELLING. A mass balance across the tank gives:

STATE-SPACE MODELLING. A mass balance across the tank gives: B. Lennox and N.F. Thornhill, 9, Sae Space Modelling, IChemE Process Managemen and Conrol Subjec Group Newsleer STE-SPACE MODELLING Inroducion: Over he pas decade or so here has been an ever increasing

More information

Research Article On Two-Parameter Regularized Semigroups and the Cauchy Problem

Research Article On Two-Parameter Regularized Semigroups and the Cauchy Problem Absrac and Applied Analysis Volume 29, Aricle ID 45847, 5 pages doi:.55/29/45847 Research Aricle On Two-Parameer Regularized Semigroups and he Cauchy Problem Mohammad Janfada Deparmen of Mahemaics, Sabzevar

More information

i L = VT L (16.34) 918a i D v OUT i L v C V - S 1 FIGURE A switched power supply circuit with diode and a switch.

i L = VT L (16.34) 918a i D v OUT i L v C V - S 1 FIGURE A switched power supply circuit with diode and a switch. 16.4.3 A SWITHED POWER SUPPY USINGA DIODE In his example, we will analyze he behavior of he diodebased swiched power supply circui shown in Figure 16.15. Noice ha his circui is similar o ha in Figure 12.41,

More information

Lecture 20: Riccati Equations and Least Squares Feedback Control

Lecture 20: Riccati Equations and Least Squares Feedback Control 34-5 LINEAR SYSTEMS Lecure : Riccai Equaions and Leas Squares Feedback Conrol 5.6.4 Sae Feedback via Riccai Equaions A recursive approach in generaing he marix-valued funcion W ( ) equaion for i for he

More information

Designing Information Devices and Systems I Spring 2019 Lecture Notes Note 17

Designing Information Devices and Systems I Spring 2019 Lecture Notes Note 17 EES 16A Designing Informaion Devices and Sysems I Spring 019 Lecure Noes Noe 17 17.1 apaciive ouchscreen In he las noe, we saw ha a capacior consiss of wo pieces on conducive maerial separaed by a nonconducive

More information

A DELAY-DEPENDENT STABILITY CRITERIA FOR T-S FUZZY SYSTEM WITH TIME-DELAYS

A DELAY-DEPENDENT STABILITY CRITERIA FOR T-S FUZZY SYSTEM WITH TIME-DELAYS A DELAY-DEPENDENT STABILITY CRITERIA FOR T-S FUZZY SYSTEM WITH TIME-DELAYS Xinping Guan ;1 Fenglei Li Cailian Chen Insiue of Elecrical Engineering, Yanshan Universiy, Qinhuangdao, 066004, China. Deparmen

More information

Research Article Hopf Bifurcation of a Differential-Algebraic Bioeconomic Model with Time Delay

Research Article Hopf Bifurcation of a Differential-Algebraic Bioeconomic Model with Time Delay Journal of Applied Mahemaics Volume 01, Aricle ID 768364, 15 pages doi:10.1155/01/768364 Research Aricle Hopf Bifurcaion of a Differenial-Algebraic Bioeconomic Model wih Time Delay Xiaojian Zhou, 1, Xin

More information

Some Basic Information about M-S-D Systems

Some Basic Information about M-S-D Systems Some Basic Informaion abou M-S-D Sysems 1 Inroducion We wan o give some summary of he facs concerning unforced (homogeneous) and forced (non-homogeneous) models for linear oscillaors governed by second-order,

More information

Research Article Further Stability Analysis of Time-Delay Systems with Nonlinear Perturbations

Research Article Further Stability Analysis of Time-Delay Systems with Nonlinear Perturbations Hindawi Mahemaical Problems in Engineering Volume 7, Aricle ID 594757, pages hps://doi.org/.55/7/594757 Research Aricle Furher Sabiliy Analysis of Time-Delay Sysems wih Nonlinear Perurbaions Jie Sun andjingzhang,3

More information

Optimal Control of Dc Motor Using Performance Index of Energy

Optimal Control of Dc Motor Using Performance Index of Energy American Journal of Engineering esearch AJE 06 American Journal of Engineering esearch AJE e-issn: 30-0847 p-issn : 30-0936 Volume-5, Issue-, pp-57-6 www.ajer.org esearch Paper Open Access Opimal Conrol

More information

Vehicle Arrival Models : Headway

Vehicle Arrival Models : Headway Chaper 12 Vehicle Arrival Models : Headway 12.1 Inroducion Modelling arrival of vehicle a secion of road is an imporan sep in raffic flow modelling. I has imporan applicaion in raffic flow simulaion where

More information

Robust estimation based on the first- and third-moment restrictions of the power transformation model

Robust estimation based on the first- and third-moment restrictions of the power transformation model h Inernaional Congress on Modelling and Simulaion, Adelaide, Ausralia, 6 December 3 www.mssanz.org.au/modsim3 Robus esimaion based on he firs- and hird-momen resricions of he power ransformaion Nawaa,

More information

Fractional Method of Characteristics for Fractional Partial Differential Equations

Fractional Method of Characteristics for Fractional Partial Differential Equations Fracional Mehod of Characerisics for Fracional Parial Differenial Equaions Guo-cheng Wu* Modern Teile Insiue, Donghua Universiy, 188 Yan-an ilu Road, Shanghai 51, PR China Absrac The mehod of characerisics

More information

Adaptation and Synchronization over a Network: stabilization without a reference model

Adaptation and Synchronization over a Network: stabilization without a reference model Adapaion and Synchronizaion over a Nework: sabilizaion wihou a reference model Travis E. Gibson (gibson@mi.edu) Harvard Medical School Deparmen of Pahology, Brigham and Women s Hospial 55 h Conference

More information

Direct Current Circuits. February 19, 2014 Physics for Scientists & Engineers 2, Chapter 26 1

Direct Current Circuits. February 19, 2014 Physics for Scientists & Engineers 2, Chapter 26 1 Direc Curren Circuis February 19, 2014 Physics for Scieniss & Engineers 2, Chaper 26 1 Ammeers and Volmeers! A device used o measure curren is called an ammeer! A device used o measure poenial difference

More information

LAPLACE TRANSFORM AND TRANSFER FUNCTION

LAPLACE TRANSFORM AND TRANSFER FUNCTION CHBE320 LECTURE V LAPLACE TRANSFORM AND TRANSFER FUNCTION Professor Dae Ryook Yang Spring 2018 Dep. of Chemical and Biological Engineering 5-1 Road Map of he Lecure V Laplace Transform and Transfer funcions

More information

R.#W.#Erickson# Department#of#Electrical,#Computer,#and#Energy#Engineering# University#of#Colorado,#Boulder#

R.#W.#Erickson# Department#of#Electrical,#Computer,#and#Energy#Engineering# University#of#Colorado,#Boulder# .#W.#Erickson# Deparmen#of#Elecrical,#Compuer,#and#Energy#Engineering# Universiy#of#Colorado,#Boulder# Chaper 2 Principles of Seady-Sae Converer Analysis 2.1. Inroducion 2.2. Inducor vol-second balance,

More information

Math Week 14 April 16-20: sections first order systems of linear differential equations; 7.4 mass-spring systems.

Math Week 14 April 16-20: sections first order systems of linear differential equations; 7.4 mass-spring systems. Mah 2250-004 Week 4 April 6-20 secions 7.-7.3 firs order sysems of linear differenial equaions; 7.4 mass-spring sysems. Mon Apr 6 7.-7.2 Sysems of differenial equaions (7.), and he vecor Calculus we need

More information

Lab 10: RC, RL, and RLC Circuits

Lab 10: RC, RL, and RLC Circuits Lab 10: RC, RL, and RLC Circuis In his experimen, we will invesigae he behavior of circuis conaining combinaions of resisors, capaciors, and inducors. We will sudy he way volages and currens change in

More information

Efficient Solution of Fractional Initial Value Problems Using Expanding Perturbation Approach

Efficient Solution of Fractional Initial Value Problems Using Expanding Perturbation Approach Journal of mahemaics and compuer Science 8 (214) 359-366 Efficien Soluion of Fracional Iniial Value Problems Using Expanding Perurbaion Approach Khosro Sayevand Deparmen of Mahemaics, Faculy of Science,

More information

CONTRIBUTION TO IMPULSIVE EQUATIONS

CONTRIBUTION TO IMPULSIVE EQUATIONS European Scienific Journal Sepember 214 /SPECIAL/ ediion Vol.3 ISSN: 1857 7881 (Prin) e - ISSN 1857-7431 CONTRIBUTION TO IMPULSIVE EQUATIONS Berrabah Faima Zohra, MA Universiy of sidi bel abbes/ Algeria

More information

The Fisheries Dissipative Effect Modelling. Through Dynamical Systems and Chaos Theory

The Fisheries Dissipative Effect Modelling. Through Dynamical Systems and Chaos Theory Applied Mahemaical Sciences, Vol. 8, 0, no., 573-578 HIKARI Ld, www.m-hikari.com hp://dx.doi.org/0.988/ams.0.3686 The Fisheries Dissipaive Effec Modelling Through Dynamical Sysems and Chaos Theory M. A.

More information

Open loop vs Closed Loop. Example: Open Loop. Example: Feedforward Control. Advanced Control I

Open loop vs Closed Loop. Example: Open Loop. Example: Feedforward Control. Advanced Control I Open loop vs Closed Loop Advanced I Moor Command Movemen Overview Open Loop vs Closed Loop Some examples Useful Open Loop lers Dynamical sysems CPG (biologically inspired ), Force Fields Feedback conrol

More information

CONTROL SYSTEMS, ROBOTICS AND AUTOMATION Vol. XI Control of Stochastic Systems - P.R. Kumar

CONTROL SYSTEMS, ROBOTICS AND AUTOMATION Vol. XI Control of Stochastic Systems - P.R. Kumar CONROL OF SOCHASIC SYSEMS P.R. Kumar Deparmen of Elecrical and Compuer Engineering, and Coordinaed Science Laboraory, Universiy of Illinois, Urbana-Champaign, USA. Keywords: Markov chains, ransiion probabiliies,

More information

First Order RC and RL Transient Circuits

First Order RC and RL Transient Circuits Firs Order R and RL Transien ircuis Objecives To inroduce he ransiens phenomena. To analyze sep and naural responses of firs order R circuis. To analyze sep and naural responses of firs order RL circuis.

More information

An introduction to the theory of SDDP algorithm

An introduction to the theory of SDDP algorithm An inroducion o he heory of SDDP algorihm V. Leclère (ENPC) Augus 1, 2014 V. Leclère Inroducion o SDDP Augus 1, 2014 1 / 21 Inroducion Large scale sochasic problem are hard o solve. Two ways of aacking

More information

Signal and System (Chapter 3. Continuous-Time Systems)

Signal and System (Chapter 3. Continuous-Time Systems) Signal and Sysem (Chaper 3. Coninuous-Time Sysems) Prof. Kwang-Chun Ho kwangho@hansung.ac.kr Tel: 0-760-453 Fax:0-760-4435 1 Dep. Elecronics and Informaion Eng. 1 Nodes, Branches, Loops A nework wih b

More information

Research Article Bifurcation and Hybrid Control for A Simple Hopfield Neural Networks with Delays

Research Article Bifurcation and Hybrid Control for A Simple Hopfield Neural Networks with Delays Mahemaical Problems in Engineering Volume 23, Aricle ID 35367, 8 pages hp://dx.doi.org/5/23/35367 Research Aricle Bifurcaion and Hybrid Conrol for A Simple Hopfield Neural Neworks wih Delays Zisen Mao,

More information

EXISTENCE OF NON-OSCILLATORY SOLUTIONS TO FIRST-ORDER NEUTRAL DIFFERENTIAL EQUATIONS

EXISTENCE OF NON-OSCILLATORY SOLUTIONS TO FIRST-ORDER NEUTRAL DIFFERENTIAL EQUATIONS Elecronic Journal of Differenial Equaions, Vol. 206 (206, No. 39, pp.. ISSN: 072-669. URL: hp://ejde.mah.xsae.edu or hp://ejde.mah.un.edu fp ejde.mah.xsae.edu EXISTENCE OF NON-OSCILLATORY SOLUTIONS TO

More information

Department of Mechanical Engineering, Salmas Branch, Islamic Azad University, Salmas, Iran

Department of Mechanical Engineering, Salmas Branch, Islamic Azad University, Salmas, Iran Inernaional Parial Differenial Equaions Volume 4, Aricle ID 6759, 6 pages hp://dx.doi.org/.55/4/6759 Research Aricle Improvemen of he Modified Decomposiion Mehod for Handling Third-Order Singular Nonlinear

More information

CHAPTER 2 Signals And Spectra

CHAPTER 2 Signals And Spectra CHAPER Signals And Specra Properies of Signals and Noise In communicaion sysems he received waveform is usually caegorized ino he desired par conaining he informaion, and he undesired par. he desired par

More information

MATH 5720: Gradient Methods Hung Phan, UMass Lowell October 4, 2018

MATH 5720: Gradient Methods Hung Phan, UMass Lowell October 4, 2018 MATH 5720: Gradien Mehods Hung Phan, UMass Lowell Ocober 4, 208 Descen Direcion Mehods Consider he problem min { f(x) x R n}. The general descen direcions mehod is x k+ = x k + k d k where x k is he curren

More information

Anti-synchronization Between Two Different Hyperchaotic Systems

Anti-synchronization Between Two Different Hyperchaotic Systems Journal of Uncerain Ssems Vol.3, No.3, pp.19-, 9 Online a:.jus.org.uk Ani-snchroniaion Beeen To Differen Hperchaoic Ssems M. Mossa Al-saalha, M.S.M. Noorani Cener for Modelling & Daa Analsis, School of

More information

Predator - Prey Model Trajectories and the nonlinear conservation law

Predator - Prey Model Trajectories and the nonlinear conservation law Predaor - Prey Model Trajecories and he nonlinear conservaion law James K. Peerson Deparmen of Biological Sciences and Deparmen of Mahemaical Sciences Clemson Universiy Ocober 28, 213 Ouline Drawing Trajecories

More information

On Necessary and Sufficient Conditions for Incremental Stability of Hybrid Systems Using the Graphical Distance Between Solutions

On Necessary and Sufficient Conditions for Incremental Stability of Hybrid Systems Using the Graphical Distance Between Solutions On Necessary and Sufficien Condiions for Incremenal Sabiliy of Hybrid Sysems Using he Graphical Disance Beween Soluions Yuchun Li and Ricardo G. Sanfelice Absrac This paper inroduces new incremenal sabiliy

More information

10. State Space Methods

10. State Space Methods . Sae Space Mehods. Inroducion Sae space modelling was briefly inroduced in chaper. Here more coverage is provided of sae space mehods before some of heir uses in conrol sysem design are covered in he

More information

An Invariance for (2+1)-Extension of Burgers Equation and Formulae to Obtain Solutions of KP Equation

An Invariance for (2+1)-Extension of Burgers Equation and Formulae to Obtain Solutions of KP Equation Commun Theor Phys Beijing, China 43 2005 pp 591 596 c Inernaional Academic Publishers Vol 43, No 4, April 15, 2005 An Invariance for 2+1-Eension of Burgers Equaion Formulae o Obain Soluions of KP Equaion

More information

Research Article Convergence of Variational Iteration Method for Second-Order Delay Differential Equations

Research Article Convergence of Variational Iteration Method for Second-Order Delay Differential Equations Applied Mahemaics Volume 23, Aricle ID 63467, 9 pages hp://dx.doi.org/.55/23/63467 Research Aricle Convergence of Variaional Ieraion Mehod for Second-Order Delay Differenial Equaions Hongliang Liu, Aiguo

More information

3.1.3 INTRODUCTION TO DYNAMIC OPTIMIZATION: DISCRETE TIME PROBLEMS. A. The Hamiltonian and First-Order Conditions in a Finite Time Horizon

3.1.3 INTRODUCTION TO DYNAMIC OPTIMIZATION: DISCRETE TIME PROBLEMS. A. The Hamiltonian and First-Order Conditions in a Finite Time Horizon 3..3 INRODUCION O DYNAMIC OPIMIZAION: DISCREE IME PROBLEMS A. he Hamilonian and Firs-Order Condiions in a Finie ime Horizon Define a new funcion, he Hamilonian funcion, H. H he change in he oal value of

More information

INDEX. Transient analysis 1 Initial Conditions 1

INDEX. Transient analysis 1 Initial Conditions 1 INDEX Secion Page Transien analysis 1 Iniial Condiions 1 Please inform me of your opinion of he relaive emphasis of he review maerial by simply making commens on his page and sending i o me a: Frank Mera

More information

The motions of the celt on a horizontal plane with viscous friction

The motions of the celt on a horizontal plane with viscous friction The h Join Inernaional Conference on Mulibody Sysem Dynamics June 8, 18, Lisboa, Porugal The moions of he cel on a horizonal plane wih viscous fricion Maria A. Munisyna 1 1 Moscow Insiue of Physics and

More information

SUFFICIENT CONDITIONS FOR EXISTENCE SOLUTION OF LINEAR TWO-POINT BOUNDARY PROBLEM IN MINIMIZATION OF QUADRATIC FUNCTIONAL

SUFFICIENT CONDITIONS FOR EXISTENCE SOLUTION OF LINEAR TWO-POINT BOUNDARY PROBLEM IN MINIMIZATION OF QUADRATIC FUNCTIONAL HE PUBLISHING HOUSE PROCEEDINGS OF HE ROMANIAN ACADEMY, Series A, OF HE ROMANIAN ACADEMY Volume, Number 4/200, pp 287 293 SUFFICIEN CONDIIONS FOR EXISENCE SOLUION OF LINEAR WO-POIN BOUNDARY PROBLEM IN

More information

Assignment 6. Tyler Shendruk December 6, 2010

Assignment 6. Tyler Shendruk December 6, 2010 Assignmen 6 Tyler Shendruk December 6, 1 1 Harden Problem 1 Le K be he coupling and h he exernal field in a 1D Ising model. From he lecures hese can be ransformed ino effecive coupling and fields K and

More information

Dynamic Analysis of Damped Driven Pendulum using Laplace Transform Method

Dynamic Analysis of Damped Driven Pendulum using Laplace Transform Method , ISSN 0974-570X (Online), ISSN 0974-578 (Prin), Vol. 6; Issue No. 3; Year 05, Copyrigh 05 by CESER PUBLICATIONS Dynamic Analysis of Damped Driven Pendulum using Laplace Transform Mehod M.C. Agarana and

More information

The expectation value of the field operator.

The expectation value of the field operator. The expecaion value of he field operaor. Dan Solomon Universiy of Illinois Chicago, IL dsolom@uic.edu June, 04 Absrac. Much of he mahemaical developmen of quanum field heory has been in suppor of deermining

More information