Exponential transient rotating waves and their bifurcations in a ring of unidirectionally coupled bistable Lorenz systems
|
|
- Stanley Bradley
- 5 years ago
- Views:
Transcription
1 Available olie at Procedia IUTAM 5 (2012 ) IUTAM Symposium o 50 Years of Chaos: Applied ad Theoretical Expoetial trasiet rotatig waves ad their bifurcatios i a rig of uidirectioally coupled bistable Lorez systems Yo Horikawa*, Hiroyuki Kitajima Faculty of Egieerig, Kagawa Uiversity Takamatsu Japa Abstract Rotatig waves i a rig of uidirectioally coupled Lorez systems are studied. Whe a sigle system is bistable ad ochaotic, various rotatig waves are geerated ad bifurcated i the rig of systems. We cosider two kids of rotatig waves: expoetial trasiet rotatig waves ad chaotic rotatig waves. Expoetial trasiet rotatig waves are those the duratio of which icreases expoetially with the umber of systems i the rig. Chaotic rotatig waves are caused through iteractios betwee periodic rotatig waves of multiple wave umbers Published by by Elsevier Elsevier Ltd. Ltd. Selectio Peer-review ad/or Peer-review uder resposibility uder resposibility of Takashi of Takashi Hikihara Hikihara ad Tsutomu ad Tsutomu Kambe Kambe Ope access uder CC BY-NC-ND licese. Keywords: Lorez system; uidirectioal couplig; rotatig wave; expoetial trasiet 1. Itroductio We study rotatig waves i a rig of uidirectioally coupled Lorez systems. A model is give by dx dy dz ( y x 1 z x y x ) x z y (1 N, x 0 x N ) (1) where x i the first term of the equatio for y of the th system is replaced by x -1 of the 1st system. This couplig is equivalet to the liear covectio of x i the equatios for y with stregth equal to. * Correspodig author. Tel.: ; fax: address: horikawa@eg.kagawa-u.ac.jp Published by Elsevier Ltd. Selectio ad/or Peer-review uder resposibility of Takashi Hikihara ad Tsutomu Kambe Ope access uder CC BY-NC-ND licese. doi: /j.piutam
2 284 Yo Horikawa ad Hiroyuki Kitajima / Procedia IUTAM 5 ( 2012 ) A total N systems make a closed loop with x 0 = x N. This rig of coupled Lorez systems has bee studied i [1, 2] ad it has the bee show that periodic ad hyperchaotic rotatig waves are geerated from sychroized spatially uiform chaotic states through the Hopf bifurcatios. These rotatig waves have bee observed i a rage of parameters i which a sigle Lorez system is chaotic. I this study, we cosider Eq. (1) cosistig of bistable Lorez systems ad show (i) ustable trasiet rotatig waves the duratio of which icreases expoetially with the umber N of systems (expoetial trasiets); (ii) the stabilizatio of the rotatig waves through pitchfork bifurcatios ad the geeratio of chaotic rotatig waves. I the rest of the paper, bifurcatios of steady states ad rotatig waves i a rig of ie Lorez systems are show i Sect. 2. Expoetial trasiet rotatig waves ad chaotic rotatig waves are show i Sect. 3 ad 4, respectively. Fially coclusio is give i Sect Bifurcatios of a rig of Lorez systems We first cosider bifurcatios of steady states ad rotatig waves i a rig of Lorez systems. The origi (x = y = z = 0 (1 N)) is a steady state of Eq. (1). The eigevalues of the Jacobia matrix of Eq. (1) evaluated at the origi are give by [1 2 4exp( i2 / N) ] 1/ / 2 (0 N), (2) We set = 10, = 8/3 ad use for a bifurcatio parameter. Figure 1 shows bifurcatio diagrams of a rig of ie Lorez systems (N = 9), i which the sum S x = of x 1 (1 N) is plotted. Figure 1(a) shows the bifurcatio diagram of the steady states. The origi (S x = 0) is stable whe 0 < 1 ad is destabilized through the Hopf bifurcatio at = 1. A pair of stable spatially uiform steady states (x = y 1/ 2 = [ ( 1)], z = 1 (1 N)) is geerated at the same time so that Eq. (1) becomes bistable. A ustable symmetric rotatig wave (S x = 0) (RW1) is the geerated through the Hopf bifurcatio from the origi as icreases at 1.24 (H1). I the geerated symmetric rotatig wave (RW1), each system oscillates with phase differece 2/N betwee the adjacet systems. Figure 2(a) shows a time course of x 1 of the RW1 at = 1.5 (a upper pael) ad a spatiotemporal patter of it (a lower pael), i which black ad white regios correspod to the states x (t) of positive ad egative sigs, respectively. (It should be oted that a rotatig wave for N = 10 is plotted sice it is observed with computer simulatio i the ivariat space: x = x + N/2, y = y + N/2, z = z + N/2, (1 N/2) whe N is eve.) Further, a ustable symmetric rotatig wave of secod harmoics (RW2), which has two spatial periods, is geerated through the secod Hopf bifurcatio from the origi at 2.62 (H2) successively. O the other had, a pair of the ozero spatially uiform steady states causes the Hopf bifurcatios at 6.2 ad 7.5 (H) ad is destabilized. Ustable asymmetric rotatig waves are the geerated though they are ot plotted i Fig. 1(a). Figure 1(b) shows the bifurcatio diagram of the first symmetric rotatig wave (RW1) geerated at the origi. The stability of the RW1 chages alterately through successive pitchfork bifurcatios at 1.92, 2.53 ad 3.88 (PFs). Three pairs of asymmetric rotatig waves (S x 0) (RW11 13) are geerated at the same time. Figure 2(b) shows a spatiotemporal patter of the secod oe (RW12) at = 7.0, which is stable. Such pitchfork bifurcatios ad stabilizatio of rotatig waves have bee show i a rig eural etwork with iertia [3]. More complicated bifurcatios of the rotatig waves occur i Eq. (1). First, a stable quasiperiodic rotatig wave, i which S x chages periodically, is geerated from the RW1 through the Neimark-Sacker bifurcatio at (NS), which is destabilized at A spatiotemporal N x
3 Yo Horikawa ad Hiroyuki Kitajima / Procedia IUTAM 5 ( 2012 ) patter of the quasiperiodic rotatig wave at = 10.6 is show i Fig. 2(c). Figure 3(c) the shows the bifurcatio diagram of the secod symmetric rotatig wave (RW2) geerated at the origi. It causes a pitchfork bifurcatio at 5.78 (PF) ad a pair of asymmetric rotatig waves (RW21) is geerated. The geerated RW21 causes the Neimark-Sacker bifurcatio at 5.93 (NS) ad a period doublig bifurcatio at 6.07 (PD) successively. The rotatig wave (RW22) of period two geerated at PD disappears through the saddle-ode bifurcatio with the RW12 at 8.62 (SN1). The symmetric RW2 is stabilized through the Neimark-Sacker bifurcatio at (NS). A chaotic rotatig wave, i which S x chages itermittetly, coexists with the stable RW1 i betwee SN1 ad NS (8.62 < < 10.34). Figure 2(d) shows a spatiotemporal patter of the chaotic rotatig wave at = Fig. 1. Bifurcatio diagrams of Eq. (1) with N = 9. (a) steady states; (b) first rotatig wave; (c) secod rotatig wave. Fig. 2. Spatiotemporal patters of rotatig waves i Eq. (1) with N = 9. (a) ustable symmetric rotatig wave (N = 10); (b) stable asymmetric rotatig wave; (c) stable quasiperiodic rotatig wave; (d) chaotic rotatig wave
4 286 Yo Horikawa ad Hiroyuki Kitajima / Procedia IUTAM 5 ( 2012 ) Expoetial trasiet rotatig waves We cosider trasiet states whe a pair of the stable spatially uiform steady states ad the ustable symmetric rotatig wave (RW1) coexist ad Eq. (1) is bistable. I trasiet states, asymmetric rotatig waves are geerated, i which the umbers of positive (x > 0) ad egative (x < 0) states are ot equal. It is show that the largest eigevalue of the Poicare map of the RW1 decreases to zero double expoetially with the umber N of systems. It meas that the relaxatio time of the RW1 to coverge to oe of the steady states icreases expoetially with N. As a result, the mea duratio m(t) of trasiet rotatig waves geerated from radom iitial states icreases expoetially with N. Figure 3 shows the results of computer simulatio of 10 4 rus uder Gaussia radom iitial coditios: x (0), y (0), z (0) ~ N(0, 1) for each N whe = 1.5. Such expoetial trasiet states are commo i static kik ad pulse patters i symmetric bistable reactio-diffusio systems [4] ad have bee recetly foud i dyamic rotatig waves i a spatially discrete coupled system (a rig eural etwork) [5]. Fig. 3. Mea duratio m(t) of radomly geerated trasiet rotatig waves of vs the umber N of systems 4. Chaotic rotatig waves A chaotic rotatig wave exists i 8.62 < < whe N = 9 (Fig. 1(c) ad Fig. 2(d)). Figure 4 shows a sequece {y 1 (t k )} at t k whe the sig of x 1 chages from a egative to a positive at kth time whe = Further, Fig. 5 shows a retur map of the successive maxima y 1 mi m i {y 1 (t k )}. We ca see type-ii itermittecy i these figures. The largest Liapuov expoet is estimated to be It is worth otig that this chaotic rotatig wave appears i a rage of parameters i which a sigle Lorez system is bistable ad ochaotic ( < 24.06). This is i cotrast to chaotic rotatig waves show i [1, 2]. Fig. 4. Sequece {y 1 (t k )} at which the sig of x 1 chages i chaotic rotatig wave
5 Yo Horikawa ad Hiroyuki Kitajima / Procedia IUTAM 5 ( 2012 ) Fig. 5. Retur map of the successive maxima y 1 mi m i {y 1 (t k )} 5. Coclusio A rig of uidirectioally coupled Lorez systems i which each system is bistable ad ochaotic was studied. It was show that ustable rotatig waves are geerated from the origi ad they are bifurcated ito asymmetric rotatig waves i a rig of ie systems. I the bistable regime, trasiet rotatig waves the duratio of which icreases expoetially with the umber of systems were show. Chaotic rotatig waves with type-ii itermittecy were also show i a rig of ie oscillators. Refereces [1] Matías MA, Pérez-Muñuzuri V, Lorezo MN, Mariño IP, Pérez-Villar V. Observatio of a fast rotatig wave i rigs of coupled chaotic oscillators. Phys. Rev. E 1997; [2] Sáchez E, Pazó D, Matías MA. Experimetal study of the trasitios betwee sychroous chaos ad a periodic rotatig wave. Chaos 2006; /1-10. [3] Horikawa Y, Kitajima H. Bifurcatio ad stabilizatio of oscillatios i rig eural etworks with iertia. Physica D 2009; [4] Ward MJ. Metastable dyamics ad expoetial asymptotics i multi-dimesioal domais. I: Joes CKRT, Khibik AI, editors. Multiple-Time-Scale Dyamical Systems, IMA Volumes i Mathematics ad its Applicatios, vol. 122, New York: Spriger; 2001, p ; ad refereces therei. [5] Horikawa Y, Kitajima H. Duratio of trasiet oscillatios i rig etworks of uidirectioally coupled euros. Physica D 2009;
AN OPEN-PLUS-CLOSED-LOOP APPROACH TO SYNCHRONIZATION OF CHAOTIC AND HYPERCHAOTIC MAPS
http://www.paper.edu.c Iteratioal Joural of Bifurcatio ad Chaos, Vol. 1, No. 5 () 119 15 c World Scietific Publishig Compay AN OPEN-PLUS-CLOSED-LOOP APPROACH TO SYNCHRONIZATION OF CHAOTIC AND HYPERCHAOTIC
More informationModified Logistic Maps for Cryptographic Application
Applied Mathematics, 25, 6, 773-782 Published Olie May 25 i SciRes. http://www.scirp.org/joural/am http://dx.doi.org/.4236/am.25.6573 Modified Logistic Maps for Cryptographic Applicatio Shahram Etemadi
More informationCYCLING CHAOS IN ONE-DIMENSIONAL COUPLED ITERATED MAPS
Letters Iteratioal Joural of Bifurcatio ad Chaos, Vol., No. 8 () 859 868 c World Scietific Publishig Compay CYCLING CHAOS IN ONE-DIMENSIONAL COUPLED ITERATED MAPS ANTONIO PALACIOS Departmet of Mathematics,
More informationThe improvement of the volume ratio measurement method in static expansion vacuum system
Available olie at www.sciecedirect.com Physics Procedia 32 (22 ) 492 497 8 th Iteratioal Vacuum Cogress The improvemet of the volume ratio measuremet method i static expasio vacuum system Yu Hogya*, Wag
More informationResearch Article Nonautonomous Discrete Neuron Model with Multiple Periodic and Eventually Periodic Solutions
Discrete Dyamics i Nature ad Society Volume 21, Article ID 147282, 6 pages http://dx.doi.org/1.11/21/147282 Research Article Noautoomous Discrete Neuro Model with Multiple Periodic ad Evetually Periodic
More informationPell and Lucas primes
Notes o Number Theory ad Discrete Mathematics ISSN 30 532 Vol. 2, 205, No. 3, 64 69 Pell ad Lucas primes J. V. Leyedekkers ad A. G. Shao 2 Faculty of Sciece, The Uiversity of Sydey NSW 2006, Australia
More informationA statistical method to determine sample size to estimate characteristic value of soil parameters
A statistical method to determie sample size to estimate characteristic value of soil parameters Y. Hojo, B. Setiawa 2 ad M. Suzuki 3 Abstract Sample size is a importat factor to be cosidered i determiig
More informationMath 312 Lecture Notes One Dimensional Maps
Math 312 Lecture Notes Oe Dimesioal Maps Warre Weckesser Departmet of Mathematics Colgate Uiversity 21-23 February 25 A Example We begi with the simplest model of populatio growth. Suppose, for example,
More informationChapter 2 The Monte Carlo Method
Chapter 2 The Mote Carlo Method The Mote Carlo Method stads for a broad class of computatioal algorithms that rely o radom sampligs. It is ofte used i physical ad mathematical problems ad is most useful
More informationTHE FRACTAL TECHNIQUES APPLIED IN NUMERICAL ITERATIVE METHODS FRAME
6 th INTERNATIONAL MULTIDISCIPLINARY CONFERENCE THE FRACTAL TECHNIQUES APPLIED IN NUMERICAL ITERATIVE METHODS FRAME George MAHALU, Radu PENTIUC Uiversity of Suceava - mahalu@eed.usv.ro Abstract: May methods
More informationLECTURE 14. Non-linear transverse motion. Non-linear transverse motion
LETURE 4 No-liear trasverse motio Floquet trasformatio Harmoic aalysis-oe dimesioal resoaces Two-dimesioal resoaces No-liear trasverse motio No-liear field terms i the trajectory equatio: Trajectory equatio
More informationADVANCED DIGITAL SIGNAL PROCESSING
ADVANCED DIGITAL SIGNAL PROCESSING PROF. S. C. CHAN (email : sccha@eee.hku.hk, Rm. CYC-702) DISCRETE-TIME SIGNALS AND SYSTEMS MULTI-DIMENSIONAL SIGNALS AND SYSTEMS RANDOM PROCESSES AND APPLICATIONS ADAPTIVE
More informationStability Analysis of the Euler Discretization for SIR Epidemic Model
Stability Aalysis of the Euler Discretizatio for SIR Epidemic Model Agus Suryato Departmet of Mathematics, Faculty of Scieces, Brawijaya Uiversity, Jl Vetera Malag 6545 Idoesia Abstract I this paper we
More informationA New Bound between Higher Order Nonlinearity and Algebraic Immunity
Available olie at wwwsciecedirectcom Procedia Egieerig 9 (01) 788 79 01 Iteratioal Workshop o Iformatio ad Electroics Egieerig (IWIEE) A New Boud betwee Higher Order Noliearity ad Algebraic Immuity Xueyig
More information2C09 Design for seismic and climate changes
2C09 Desig for seismic ad climate chages Lecture 02: Dyamic respose of sigle-degree-of-freedom systems I Daiel Grecea, Politehica Uiversity of Timisoara 10/03/2014 Europea Erasmus Mudus Master Course Sustaiable
More information62. Power series Definition 16. (Power series) Given a sequence {c n }, the series. c n x n = c 0 + c 1 x + c 2 x 2 + c 3 x 3 +
62. Power series Defiitio 16. (Power series) Give a sequece {c }, the series c x = c 0 + c 1 x + c 2 x 2 + c 3 x 3 + is called a power series i the variable x. The umbers c are called the coefficiets of
More informationw (1) ˆx w (1) x (1) /ρ and w (2) ˆx w (2) x (2) /ρ.
2 5. Weighted umber of late jobs 5.1. Release dates ad due dates: maximimizig the weight of o-time jobs Oce we add release dates, miimizig the umber of late jobs becomes a sigificatly harder problem. For
More informationABOUT CHAOS AND SENSITIVITY IN TOPOLOGICAL DYNAMICS
ABOUT CHAOS AND SENSITIVITY IN TOPOLOGICAL DYNAMICS EDUARD KONTOROVICH Abstract. I this work we uify ad geeralize some results about chaos ad sesitivity. Date: March 1, 005. 1 1. Symbolic Dyamics Defiitio
More informationQuantum Annealing for Heisenberg Spin Chains
LA-UR # - Quatum Aealig for Heiseberg Spi Chais G.P. Berma, V.N. Gorshkov,, ad V.I.Tsifriovich Theoretical Divisio, Los Alamos Natioal Laboratory, Los Alamos, NM Istitute of Physics, Natioal Academy of
More informationExercises and Problems
HW Chapter 4: Oe-Dimesioal Quatum Mechaics Coceptual Questios 4.. Five. 4.4.. is idepedet of. a b c mu ( E). a b m( ev 5 ev) c m(6 ev ev) Exercises ad Problems 4.. Model: Model the electro as a particle
More informationPolynomials with Rational Roots that Differ by a Non-zero Constant. Generalities
Polyomials with Ratioal Roots that Differ by a No-zero Costat Philip Gibbs The problem of fidig two polyomials P(x) ad Q(x) of a give degree i a sigle variable x that have all ratioal roots ad differ by
More informationAsymptotic Coupling and Its Applications in Information Theory
Asymptotic Couplig ad Its Applicatios i Iformatio Theory Vicet Y. F. Ta Joit Work with Lei Yu Departmet of Electrical ad Computer Egieerig, Departmet of Mathematics, Natioal Uiversity of Sigapore IMS-APRM
More informationIntroduction to Signals and Systems, Part V: Lecture Summary
EEL33: Discrete-Time Sigals ad Systems Itroductio to Sigals ad Systems, Part V: Lecture Summary Itroductio to Sigals ad Systems, Part V: Lecture Summary So far we have oly looked at examples of o-recursive
More informationFastest mixing Markov chain on a path
Fastest mixig Markov chai o a path Stephe Boyd Persi Diacois Ju Su Li Xiao Revised July 2004 Abstract We ider the problem of assigig trasitio probabilities to the edges of a path, so the resultig Markov
More informationExcellent Performances of The Third-level Disturbed Chaos in The Cryptography Algorithm and The Spread Spectrum Communication
Joural of Iformatio Hidig ad Multimedia Sigal Processig c 26 ISSN 273-422 Ubiquitous Iteratioal Volume 7, Number 4, July 26 Excellet Performaces of The Third-level Disturbed Chaos i The Cryptography Algorithm
More informationChapter 2 Feedback Control Theory Continued
Chapter Feedback Cotrol Theor Cotiued. Itroductio I the previous chapter, the respose characteristic of simple first ad secod order trasfer fuctios were studied. It was show that first order trasfer fuctio,
More informationA Relationship Between the One-Way MANOVA Test Statistic and the Hotelling Lawley Trace Test Statistic
http://ijspccseetorg Iteratioal Joural of Statistics ad Probability Vol 7, No 6; 2018 A Relatioship Betwee the Oe-Way MANOVA Test Statistic ad the Hotellig Lawley Trace Test Statistic Hasthika S Rupasighe
More informationSignal Processing. Lecture 02: Discrete Time Signals and Systems. Ahmet Taha Koru, Ph. D. Yildiz Technical University.
Sigal Processig Lecture 02: Discrete Time Sigals ad Systems Ahmet Taha Koru, Ph. D. Yildiz Techical Uiversity 2017-2018 Fall ATK (YTU) Sigal Processig 2017-2018 Fall 1 / 51 Discrete Time Sigals Discrete
More informationFIR Filter Design: Part II
EEL335: Discrete-Time Sigals ad Systems. Itroductio I this set of otes, we cosider how we might go about desigig FIR filters with arbitrary frequecy resposes, through compositio of multiple sigle-peak
More informationLecture 2: Monte Carlo Simulation
STAT/Q SCI 43: Itroductio to Resamplig ethods Sprig 27 Istructor: Ye-Chi Che Lecture 2: ote Carlo Simulatio 2 ote Carlo Itegratio Assume we wat to evaluate the followig itegratio: e x3 dx What ca we do?
More informationLecture 4. We also define the set of possible values for the random walk as the set of all x R d such that P(S n = x) > 0 for some n.
Radom Walks ad Browia Motio Tel Aviv Uiversity Sprig 20 Lecture date: Mar 2, 20 Lecture 4 Istructor: Ro Peled Scribe: Lira Rotem This lecture deals primarily with recurrece for geeral radom walks. We preset
More informationThe Pascal Fibonacci numbers
Notes o Number Theory ad Discrete Mathematics Vol. 19, 013, No. 3, 5 11 The Pascal Fiboacci umbers J. V. Leyedekkers 1 ad A. G. Shao 1 Faculty of Sciece, The Uiversity of Sydey NSW 00, Australia Faculty
More informationMULTIPLE TRAFFIC JAMS IN FULL VELOCITY DIFFERENCE MODEL WITH REACTION-TIME DELAY
ISSN 1726-4529 It j simul model 14 (2015) 2, 325-334 Origial scietific paper MULTIPLE TRAFFIC JAMS IN FULL VELOCITY DIFFERENCE MODEL WITH REACTION-TIME DELAY Xu, R. G. School of Aerospace Egieerig ad Applied
More informationRAINFALL PREDICTION BY WAVELET DECOMPOSITION
RAIFALL PREDICTIO BY WAVELET DECOMPOSITIO A. W. JAYAWARDEA Departmet of Civil Egieerig, The Uiversit of Hog Kog, Hog Kog, Chia P. C. XU Academ of Mathematics ad Sstem Scieces, Chiese Academ of Scieces,
More informationMath 2784 (or 2794W) University of Connecticut
ORDERS OF GROWTH PAT SMITH Math 2784 (or 2794W) Uiversity of Coecticut Date: Mar. 2, 22. ORDERS OF GROWTH. Itroductio Gaiig a ituitive feel for the relative growth of fuctios is importat if you really
More informationSOLUTIONS: ECE 606 Homework Week 7 Mark Lundstrom Purdue University (revised 3/27/13) e E i E T
SOUIONS: ECE 606 Homework Week 7 Mark udstrom Purdue Uiversity (revised 3/27/13) 1) Cosider a - type semicoductor for which the oly states i the badgap are door levels (i.e. ( E = E D ). Begi with the
More informationAppendix: The Laplace Transform
Appedix: The Laplace Trasform The Laplace trasform is a powerful method that ca be used to solve differetial equatio, ad other mathematical problems. Its stregth lies i the fact that it allows the trasformatio
More informationResearch Article Health Monitoring for a Structure Using Its Nonstationary Vibration
Advaces i Acoustics ad Vibratio Volume 2, Article ID 69652, 5 pages doi:.55/2/69652 Research Article Health Moitorig for a Structure Usig Its Nostatioary Vibratio Yoshimutsu Hirata, Mikio Tohyama, Mitsuo
More informationVariable selection in principal components analysis of qualitative data using the accelerated ALS algorithm
Variable selectio i pricipal compoets aalysis of qualitative data usig the accelerated ALS algorithm Masahiro Kuroda Yuichi Mori Masaya Iizuka Michio Sakakihara (Okayama Uiversity of Sciece) (Okayama Uiversity
More informationChapter 7: The z-transform. Chih-Wei Liu
Chapter 7: The -Trasform Chih-Wei Liu Outlie Itroductio The -Trasform Properties of the Regio of Covergece Properties of the -Trasform Iversio of the -Trasform The Trasfer Fuctio Causality ad Stability
More informationSome Dynamical Behaviours of a Two Dimensional Nonlinear Map
Iteratioal Joural of Moder Egieerig Research (IJMER) Vol.2, Issue.6, Nov-Dec. 202 pp-4302-4306 ISSN: 2249-6645 Some Dyamical Behaviours of a Two Dimesioal Noliear Map Tarii Kumar Dutta, Debasish Bhattacharjee
More informationThe Random Walk For Dummies
The Radom Walk For Dummies Richard A Mote Abstract We look at the priciples goverig the oe-dimesioal discrete radom walk First we review five basic cocepts of probability theory The we cosider the Beroulli
More informationPC5215 Numerical Recipes with Applications - Review Problems
PC55 Numerical Recipes with Applicatios - Review Problems Give the IEEE 754 sigle precisio bit patter (biary or he format) of the followig umbers: 0 0 05 00 0 00 Note that it has 8 bits for the epoet,
More informationFIR Filter Design: Part I
EEL3: Discrete-Time Sigals ad Systems FIR Filter Desig: Part I. Itroductio FIR Filter Desig: Part I I this set o otes, we cotiue our exploratio o the requecy respose o FIR ilters. First, we cosider some
More informationFluid Physics 8.292J/12.330J % (1)
Fluid Physics 89J/133J Problem Set 5 Solutios 1 Cosider the flow of a Euler fluid i the x directio give by for y > d U = U y 1 d for y d U + y 1 d for y < This flow does ot vary i x or i z Determie the
More informationIntroduction to Extreme Value Theory Laurens de Haan, ISM Japan, Erasmus University Rotterdam, NL University of Lisbon, PT
Itroductio to Extreme Value Theory Laures de Haa, ISM Japa, 202 Itroductio to Extreme Value Theory Laures de Haa Erasmus Uiversity Rotterdam, NL Uiversity of Lisbo, PT Itroductio to Extreme Value Theory
More informationChapter 6 Principles of Data Reduction
Chapter 6 for BST 695: Special Topics i Statistical Theory. Kui Zhag, 0 Chapter 6 Priciples of Data Reductio Sectio 6. Itroductio Goal: To summarize or reduce the data X, X,, X to get iformatio about a
More information444 Synchronization. membrane potential, V (mv) x( )
444 Sychroizatio membrae potetial, V (mv) x( ) x( ) x( ) (c) phase of oscillatio (a) x(t) - -4-6 -8 4 6 T T 3T time (ms) T T T 3T K + activatio gate, (b).6.4. V-ullclie -8-6 -4 - membrae potetial, V (mv)
More informationNEW IDENTIFICATION AND CONTROL METHODS OF SINE-FUNCTION JULIA SETS
Joural of Applied Aalysis ad Computatio Volume 5, Number 2, May 25, 22 23 Website:http://jaac-olie.com/ doi:.948/252 NEW IDENTIFICATION AND CONTROL METHODS OF SINE-FUNCTION JULIA SETS Jie Su,2, Wei Qiao
More information( ) (( ) ) ANSWERS TO EXERCISES IN APPENDIX B. Section B.1 VECTORS AND SETS. Exercise B.1-1: Convex sets. are convex, , hence. and. (a) Let.
Joh Riley 8 Jue 03 ANSWERS TO EXERCISES IN APPENDIX B Sectio B VECTORS AND SETS Exercise B-: Covex sets (a) Let 0 x, x X, X, hece 0 x, x X ad 0 x, x X Sice X ad X are covex, x X ad x X The x X X, which
More informationChapter 2 Systems and Signals
Chapter 2 Systems ad Sigals 1 Itroductio Discrete-Time Sigals: Sequeces Discrete-Time Systems Properties of Liear Time-Ivariat Systems Liear Costat-Coefficiet Differece Equatios Frequecy-Domai Represetatio
More informationComparison Study of Series Approximation. and Convergence between Chebyshev. and Legendre Series
Applied Mathematical Scieces, Vol. 7, 03, o. 6, 3-337 HIKARI Ltd, www.m-hikari.com http://d.doi.org/0.988/ams.03.3430 Compariso Study of Series Approimatio ad Covergece betwee Chebyshev ad Legedre Series
More informationOrthogonal Gaussian Filters for Signal Processing
Orthogoal Gaussia Filters for Sigal Processig Mark Mackezie ad Kiet Tieu Mechaical Egieerig Uiversity of Wollogog.S.W. Australia Abstract A Gaussia filter usig the Hermite orthoormal series of fuctios
More informationResearch Article A Unified Weight Formula for Calculating the Sample Variance from Weighted Successive Differences
Discrete Dyamics i Nature ad Society Article ID 210761 4 pages http://dxdoiorg/101155/2014/210761 Research Article A Uified Weight Formula for Calculatig the Sample Variace from Weighted Successive Differeces
More information2C09 Design for seismic and climate changes
C9 Desig for seismic ad climate chages Lecture 3: Dyamic respose of sigle-degree-of-freedom systems II Daiel Grecea, Politehica Uiversity of Timisoara 11/3/14 Europea Erasmus Mudus Master Course Sustaiable
More informationBasis for simulation techniques
Basis for simulatio techiques M. Veeraraghava, March 7, 004 Estimatio is based o a collectio of experimetal outcomes, x, x,, x, where each experimetal outcome is a value of a radom variable. x i. Defiitios
More informationPower and Type II Error
Statistical Methods I (EXST 7005) Page 57 Power ad Type II Error Sice we do't actually kow the value of the true mea (or we would't be hypothesizig somethig else), we caot kow i practice the type II error
More informationLecture 3. Digital Signal Processing. Chapter 3. z-transforms. Mikael Swartling Nedelko Grbic Bengt Mandersson. rev. 2016
Lecture 3 Digital Sigal Processig Chapter 3 z-trasforms Mikael Swartlig Nedelko Grbic Begt Madersso rev. 06 Departmet of Electrical ad Iformatio Techology Lud Uiversity z-trasforms We defie the z-trasform
More informationA New Recursion for Space-Filling Geometric Fractals
A New Recursio for Space-Fillig Geometric Fractals Joh Shier Abstract. A recursive two-dimesioal geometric fractal costructio based upo area ad perimeter is described. For circles the radius of the ext
More informationSequences and Series 4
Sequeces ad Series 4 LEARNING OBJECTIVES I this chapter, you lear how to use GC to Fid the th term of a Sequece. Fid the Sum of a Sequece. Fid the Sum to Ifiity of a GP. Solve Quadratic Equatio uder EQUA
More informationA goodness-of-fit test based on the empirical characteristic function and a comparison of tests for normality
A goodess-of-fit test based o the empirical characteristic fuctio ad a compariso of tests for ormality J. Marti va Zyl Departmet of Mathematical Statistics ad Actuarial Sciece, Uiversity of the Free State,
More informationMarkov Decision Processes
Markov Decisio Processes Defiitios; Statioary policies; Value improvemet algorithm, Policy improvemet algorithm, ad liear programmig for discouted cost ad average cost criteria. Markov Decisio Processes
More informationThe Maximum-Likelihood Decoding Performance of Error-Correcting Codes
The Maximum-Lielihood Decodig Performace of Error-Correctig Codes Hery D. Pfister ECE Departmet Texas A&M Uiversity August 27th, 2007 (rev. 0) November 2st, 203 (rev. ) Performace of Codes. Notatio X,
More informationECE-S352 Introduction to Digital Signal Processing Lecture 3A Direct Solution of Difference Equations
ECE-S352 Itroductio to Digital Sigal Processig Lecture 3A Direct Solutio of Differece Equatios Discrete Time Systems Described by Differece Equatios Uit impulse (sample) respose h() of a DT system allows
More informationFinite Difference Derivations for Spreadsheet Modeling John C. Walton Modified: November 15, 2007 jcw
Fiite Differece Derivatios for Spreadsheet Modelig Joh C. Walto Modified: November 15, 2007 jcw Figure 1. Suset with 11 swas o Little Platte Lake, Michiga. Page 1 Modificatio Date: November 15, 2007 Review
More informationAuthor(s) Kimura, Masayuki; Matsushita, Yasuo.
A study o bifurcatios ad Titlecocerig itrisic localized structu mode mechaical lattice Author(s) Kimura, Masayuki; Matsushita, Yasuo Citatio AIP Coferece Proceedigs: NONLINE State-of-the-Art ad Perspectives
More informationOn a Smarandache problem concerning the prime gaps
O a Smaradache problem cocerig the prime gaps Felice Russo Via A. Ifate 7 6705 Avezzao (Aq) Italy felice.russo@katamail.com Abstract I this paper, a problem posed i [] by Smaradache cocerig the prime gaps
More informationTopic 9: Sampling Distributions of Estimators
Topic 9: Samplig Distributios of Estimators Course 003, 2016 Page 0 Samplig distributios of estimators Sice our estimators are statistics (particular fuctios of radom variables), their distributio ca be
More informationThe time evolution of the state of a quantum system is described by the time-dependent Schrödinger equation (TDSE): ( ) ( ) 2m "2 + V ( r,t) (1.
Adrei Tokmakoff, MIT Departmet of Chemistry, 2/13/2007 1-1 574 TIME-DEPENDENT QUANTUM MECHANICS 1 INTRODUCTION 11 Time-evolutio for time-idepedet Hamiltoias The time evolutio of the state of a quatum system
More informationMark Lundstrom Spring SOLUTIONS: ECE 305 Homework: Week 5. Mark Lundstrom Purdue University
Mark udstrom Sprig 2015 SOUTIONS: ECE 305 Homework: Week 5 Mark udstrom Purdue Uiversity The followig problems cocer the Miority Carrier Diffusio Equatio (MCDE) for electros: Δ t = D Δ + G For all the
More informationALGEBRAIC GEOMETRY COURSE NOTES, LECTURE 5: SINGULARITIES.
ALGEBRAIC GEOMETRY COURSE NOTES, LECTURE 5: SINGULARITIES. ANDREW SALCH 1. The Jacobia criterio for osigularity. You have probably oticed by ow that some poits o varieties are smooth i a sese somethig
More informationLimit distributions for products of sums
Statistics & Probability Letters 62 (23) 93 Limit distributios for products of sums Yogcheg Qi Departmet of Mathematics ad Statistics, Uiversity of Miesota-Duluth, Campus Ceter 4, 7 Uiversity Drive, Duluth,
More informationMassachusetts Institute of Technology
6.0/6.3: Probabilistic Systems Aalysis (Fall 00) Problem Set 8: Solutios. (a) We cosider a Markov chai with states 0,,, 3,, 5, where state i idicates that there are i shoes available at the frot door i
More informationSome Tauberian theorems for weighted means of bounded double sequences
A. Ştiiţ. Uiv. Al. I. Cuza Iaşi. Mat. N.S. Tomul LXIII, 207, f. Some Tauberia theorems for weighted meas of bouded double sequeces Cemal Bele Received: 22.XII.202 / Revised: 24.VII.203/ Accepted: 3.VII.203
More informationDiffusivity and Mobility Quantization. in Quantum Electrical Semi-Ballistic. Quasi-One-Dimensional Conductors
Advaces i Applied Physics, Vol., 014, o. 1, 9-13 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/10.1988/aap.014.3110 Diffusivity ad Mobility Quatizatio i Quatum Electrical Semi-Ballistic Quasi-Oe-Dimesioal
More informationarxiv: v3 [math.ds] 20 Dec 2017
Travellig waves ad their bifurcatios i the Lorez-96 model Published i Physica D, doi:.6/j.physd.7..8 arxiv:74.544v3 [math.ds] Dec 7 Dirk L. va Kekem & Alef E. Sterk Accepted mauscript (December, 7) Abstract
More informationKolmogorov-Smirnov type Tests for Local Gaussianity in High-Frequency Data
Proceedigs 59th ISI World Statistics Cogress, 5-30 August 013, Hog Kog (Sessio STS046) p.09 Kolmogorov-Smirov type Tests for Local Gaussiaity i High-Frequecy Data George Tauche, Duke Uiversity Viktor Todorov,
More informationLecture 7: Properties of Random Samples
Lecture 7: Properties of Radom Samples 1 Cotiued From Last Class Theorem 1.1. Let X 1, X,...X be a radom sample from a populatio with mea µ ad variace σ
More informationNumerical Simulation of Thermomechanical Problems in Applied Mechanics: Application to Solidification Problem
Leoardo Joural of Scieces ISSN 1583-0233 Issue 9, July-December 2006 p. 25-32 Numerical Simulatio of Thermomechaical Problems i Applied Mechaics: Applicatio to Solidificatio Problem Vicet Obiajulu OGWUAGWU
More informationPRELIM PROBLEM SOLUTIONS
PRELIM PROBLEM SOLUTIONS THE GRAD STUDENTS + KEN Cotets. Complex Aalysis Practice Problems 2. 2. Real Aalysis Practice Problems 2. 4 3. Algebra Practice Problems 2. 8. Complex Aalysis Practice Problems
More informationAnswer: 1(A); 2(C); 3(A); 4(D); 5(B); 6(A); 7(C); 8(C); 9(A); 10(A); 11(A); 12(C); 13(C)
Aswer: (A); (C); 3(A); 4(D); 5(B); 6(A); 7(C); 8(C); 9(A); 0(A); (A); (C); 3(C). A two loop positio cotrol system is show below R(s) Y(s) + + s(s +) - - s The gai of the Tacho-geerator iflueces maily the
More informationTHE SOLUTION OF NONLINEAR EQUATIONS f( x ) = 0.
THE SOLUTION OF NONLINEAR EQUATIONS f( ) = 0. Noliear Equatio Solvers Bracketig. Graphical. Aalytical Ope Methods Bisectio False Positio (Regula-Falsi) Fied poit iteratio Newto Raphso Secat The root of
More informationPAijpam.eu ON TENSOR PRODUCT DECOMPOSITION
Iteratioal Joural of Pure ad Applied Mathematics Volume 103 No 3 2015, 537-545 ISSN: 1311-8080 (prited versio); ISSN: 1314-3395 (o-lie versio) url: http://wwwijpameu doi: http://dxdoiorg/1012732/ijpamv103i314
More informationNonequilibrium Excess Carriers in Semiconductors
Lecture 8 Semicoductor Physics VI Noequilibrium Excess Carriers i Semicoductors Noequilibrium coditios. Excess electros i the coductio bad ad excess holes i the valece bad Ambiolar trasort : Excess electros
More informationResearch Article Health Monitoring for a Structure Using Its Nonstationary Vibration
Hidawi Publishig Corporatio Advaces i Acoustics ad Vibratio Volume 2, Article ID 69652, 5 pages doi:.55/2/69652 Research Article Health Moitorig for a Structure Usig Its Nostatioary Vibratio Yoshimutsu
More informationRandom Walks on Discrete and Continuous Circles. by Jeffrey S. Rosenthal School of Mathematics, University of Minnesota, Minneapolis, MN, U.S.A.
Radom Walks o Discrete ad Cotiuous Circles by Jeffrey S. Rosethal School of Mathematics, Uiversity of Miesota, Mieapolis, MN, U.S.A. 55455 (Appeared i Joural of Applied Probability 30 (1993), 780 789.)
More informationRecurrence Relations
Recurrece Relatios Aalysis of recursive algorithms, such as: it factorial (it ) { if (==0) retur ; else retur ( * factorial(-)); } Let t be the umber of multiplicatios eeded to calculate factorial(). The
More informationNumerical Methods in Fourier Series Applications
Numerical Methods i Fourier Series Applicatios Recall that the basic relatios i usig the Trigoometric Fourier Series represetatio were give by f ( x) a o ( a x cos b x si ) () where the Fourier coefficiets
More informationLecture 9: Diffusion, Electrostatics review, and Capacitors. Context
EECS 5 Sprig 4, Lecture 9 Lecture 9: Diffusio, Electrostatics review, ad Capacitors EECS 5 Sprig 4, Lecture 9 Cotext I the last lecture, we looked at the carriers i a eutral semicoductor, ad drift currets
More informationResearch Article A Note on Ergodicity of Systems with the Asymptotic Average Shadowing Property
Discrete Dyamics i Nature ad Society Volume 2011, Article ID 360583, 6 pages doi:10.1155/2011/360583 Research Article A Note o Ergodicity of Systems with the Asymptotic Average Shadowig Property Risog
More informationThe Phi Power Series
The Phi Power Series I did this work i about 0 years while poderig the relatioship betwee the golde mea ad the Madelbrot set. I have fially decided to make it available from my blog at http://semresearch.wordpress.com/.
More informationA RANK STATISTIC FOR NON-PARAMETRIC K-SAMPLE AND CHANGE POINT PROBLEMS
J. Japa Statist. Soc. Vol. 41 No. 1 2011 67 73 A RANK STATISTIC FOR NON-PARAMETRIC K-SAMPLE AND CHANGE POINT PROBLEMS Yoichi Nishiyama* We cosider k-sample ad chage poit problems for idepedet data i a
More informationLinearized Stability and Hopf Bifurcations for a Nonautonomous Delayed Predator-prey System
SCIREA Joural of Mathematics http://www.scirea.org/joural/mathematics October 0, 016 Volume 1, Issue1, October 016 Liearized Stability ad Hopf Bifurcatios for a Noautoomous Delayed Predator-prey System
More informationFourier and Periodogram Transform Temperature Analysis in Soil
ISSN (e): 2250 3005 Volume, 05 Issue, 09 September 2015 Iteratioal Joural of Computatioal Egieerig Research (IJCER) Fourier ad Periodogram Trasform Aalysis i Soil Afolabi O.M. Adekule Ajasi Uiversity,
More informationFilter banks. Separately, the lowpass and highpass filters are not invertible. removes the highest frequency 1/ 2and
Filter bas Separately, the lowpass ad highpass filters are ot ivertible T removes the highest frequecy / ad removes the lowest frequecy Together these filters separate the sigal ito low-frequecy ad high-frequecy
More information1 of 7 7/16/2009 6:06 AM Virtual Laboratories > 6. Radom Samples > 1 2 3 4 5 6 7 6. Order Statistics Defiitios Suppose agai that we have a basic radom experimet, ad that X is a real-valued radom variable
More informationECO 312 Fall 2013 Chris Sims LIKELIHOOD, POSTERIORS, DIAGNOSING NON-NORMALITY
ECO 312 Fall 2013 Chris Sims LIKELIHOOD, POSTERIORS, DIAGNOSING NON-NORMALITY (1) A distributio that allows asymmetry differet probabilities for egative ad positive outliers is the asymmetric double expoetial,
More informationEnd-of-Year Contest. ERHS Math Club. May 5, 2009
Ed-of-Year Cotest ERHS Math Club May 5, 009 Problem 1: There are 9 cois. Oe is fake ad weighs a little less tha the others. Fid the fake coi by weighigs. Solutio: Separate the 9 cois ito 3 groups (A, B,
More informationStudying Traffic Flow Using Simulation Cellular Automata Model
Iter atioal Joural of Pure ad Applied Mathematics Volume 113 No. 6 2017, 413 421 ISSN: 1311-8080 (prited versio); ISSN: 1314-3395 (o-lie versio) url: http://www.ijpam.eu ijpam.eu Studyig Traffic Flow Usig
More information