Computational Simulation of Bray-Liebhafsky (BL) Oscillating Chemical Reaction
|
|
- Jordan Brooks
- 5 years ago
- Views:
Transcription
1 Portugaliae Electrochimica Acta 26/4 (2008) PORTUGALIAE ELECTROCHIMICA ACTA Computational Simulation of Bra-Liebhafsk (BL) Oscillating Chemical Reaction Jie Ren, Jin Zhang Gao *, Wu Yang Chemistr & Chemical Engineering College, Northwest Normal Universit, Lanzhon, , PR China Received 19 th Januar 2008; accepted 3 rd April 2008 Abstract The computational simulation of the Bra-Liebhafsk (BL) oscillating chemical reaction b differential kinetic methodolog is carried out in this work. According to the mechanism of Treindl and Noes involving 10 reaction steps, the changes of the concentrations of I 2 and O 2 in solution are simulated. When the control parameters are = 0.55, β = and <, the differential equations present periodic solution, and the oscillations can be observed in 150 min. If, β and are taken as the control parameters, respectivel, the bifurcation points would be observed in the processes of control parameters, changing successivel with the critical values of = 0.55,β = ,and =. The acidit of solution on the nonlinear phenomena is also investigated in detail. Kewords: computational simulation, Bra-Liebhafsk (BL) oscillating chemical reaction, differential kinetic methodolog, bifurcation. Introduction A large number of oscillating chemical reactions have been investigated both eperimentall and theoreticall [1-4]. It is generall accepted that at least two different conditions are necessar for the occurrence of chemical oscillations in a homogeneous chemical sstem: (1) the sstem should be far from thermodnamic equilibrium, and (2) the corresponding kinetic equations must be nonlinear. The first eample of homogeneous oscillating chemical reaction was reported b Bra [5] after studing iodate-catalzed decomposition of hdrogen peroide in acidic medium over 80 ears. The oscillating phenomena and the various component reactions were eamined etensivel b Bra and * Corresponding author. address: jzgao@nwnu.edu.cn
2 Liebhafsk, and the Bra-Liebhafsk (BL) oscillating chemical reaction was proposed. According to references [6,7], microwaves and light have obvious effect on the BL reaction. The overall chemical change in the BL sstem is described as progress (A): 2 H 2 O 2 (aq) 2 H 2 O (aq) + O 2 (g) (A) The concentration of iodine and the rate of ogen gas evolution change periodicall in this sstem. The main reason of this phenomena results from the dual effects of hdrogen peroide in the whole process. That is to sa, hdrogen peroide acts not onl as the oidant but also as the reductant in the sstem. The process (A) is assumed to be the net result of processes (B) and (C): 2 IO H 2 O H + I O H 2 O (B) I H 2 O 2 2 IO H H 2 O (C) Processes (B) and (C) are not the reverse of each other and both proceed with negative Gibbs free energ ( G < 0) [8]. If iodate was indeed acting onl as a catalst, the total concentration of iodate would be constant and the total chemical change of the processes (B) and (C) should be equal during an etended period of time. However, one process might be faster than the other during a short interval. Processes (B) and (C) alternatel dominate over the whole sstem and result in the concentration of iodine and the rate of ogen gas evolution change periodicall [9-12]. Although the overall stoichiometr of the BL reaction seems to be simple, it is not eas to describe the mechanism. The difficult lies on two aspects: (1) because of the sstem has few variables which could var independentl, it is difficult to observe the effects of each variable on the sstem; (2) it is ver difficult to make clear the kinetic effect of ogen on the BL reaction. In the BL reaction sstem ogen ields continuousl and its concentration in the solution is higher than that under normal conditions because of the eistence of supersaturation phenomenon [13]. On one side, the ogen is gaseous and it is too difficult to control it. On the other hand, the concentration of ogen becomes supersaturated and the degree of super-saturation depends on the eperimental conditions, such as the concentrations of reactants and temperature. There are several papers of the analsis of mechanism of BL reaction [8,11,14,15]. Matsuzaki [12] proposed a mechanism involving I 3 - ; the question is how to verif it b eperiment. Schmitz and Rooze [17] assumed that the HOI should be oidized at fictitious equilibrium state; meanwhile, Sharma and Noes [18] considered further that the free radical might be formed in the redo processes. Recentl, Schmitz found that in an open reactor, where the flow rate was the variable parameter, different simple and comple oscillations and different routes to chaos were observed through numerical calculations [19]. So, up to now, there is no agreement about the BL reaction mechanism. 350
3 This work simulates the nonlinear behavior of the BL reaction based on a model involving two variables. The bifurcations are observed in the process of changing parameters. The acidit of the solution on the nonlinear phenomena is investigated in detail. Mathematical model Treindl and Noes [16] suggested the mechanism involving 10 individual steps in which the transport of ogen from the supersaturated solution to atmosphere was a significant component of the overall mechanism of the batch BL sstem and radicals I and IO 2 were involved in the whole process. The 10 individual steps are listed below: IO I H + HIO 2 + HOI (R1) HIO 2 + I - + H + 2 HIO (R2) HOI + I - + H + I 2 (aq) + 2 H 2 O (R3) HOI + H 2 O 2 I - + H + + O 2 (aq) + H 2 O I - + H + + H 2 O 2 HOI + H 2 O I 2 (aq) 2 I (R4) (R5) (R6) I + O 2 (aq) IOO (R7) IOO IO 2 (R8) 2 IO 2 + H 2 O IO H + + HIO 2 (R9) O 2 (aq) O 2 (g) (R10) In fact, process (B) is the sum of R1, R2, R3, R4 and R10. The species IO 3 - and H 2 O 2 are the major reactants in the process (B), but the do not react with each other at a finite rate even though both are consumed in proportionate amounts in process (B), which takes place at a significant rate. The rate-determining step that initiates process (B) is step R1. I - is the principal reactant in step R1 and it is formed b rapid hdrolsis of the I 2 product. The eistence of autocataltic process is one of the necessar conditions for the occurrence of oscillations. In the BL sstem the process (B) is autocataltic. Process (C), in which the iodine is oidated to iodate, is even more complicated than autocataltic process (B). The rate-determining step in process (C) is step R1. Zimmerman [20] found that in degassed iodine atoms recombined with each other in one tenth of a second. However, in the presence of air, iodine atoms would persist for almost a minute. So iodine might be stabilized b ogen in water. 351
4 According to the mechanism proposed b Treindl and Noes, this work simulates the nonlinear behavior of the BL reaction involving two variables. The variables indicate the concentrations of the components. Table 1. Identification of smbols for variables and parameter. X I 2 (aq) Y O 2 (aq) - A IO 3 B O 2 (eq) C H 2 O 2 The acidit of the solution is an important factor for the nonlinear behavior, but the more of variables in the model, the more difficult of calculation. Thus, in this paper, we neglect the acidit of solution. According to steps R6 and R7 the following equations can be obtained: d[ I2( aq) ] 1 = vr3 kr7[ I ][ O2( aq) ] dt 2 d[ O2( aq) ] = kr4[ H 2O2 ][ HOI ] kr 10{[ O2( aq) ] [ O2( eq) ]} dt (1) (2) where k is the rate constant of each reaction, respectivel, and v R3 is the general rate constant of reversible step R3. And step R1 is the rate-determining step in process (B). 1 vr3 = kr 1[ IO3 ][ I ] 2 (3) If K d and K h are the dissociation equilibrium constants and hdrolsis equilibrium constants of I 2, respectivel, then, the following equations can be gained: K d = 2 [ I ] [ I2( aq) ] (4) K h + = [ H ][ I ][ HOI] [ I ] 2( aq) (5) It can be seen from equation (5) that, if the concentration of [I - ] was proportional to X 1, then the concentration of HOI would be proportional to X. If k 1, k 2, k 3 and k 4 were empirical rate constants for a particular sstem, then the above equations could be combined to generate equation (6) as the fundamental equations of the model: 352
5 dx 0.5 = k1 AX k2 X Y dt dy = k CX k Y B dt 1 ( ) 3 4 (6) The above differential equations show the relationship of concentrations with time among the components in the sstem, and concentration and time are dimension variables and parameters. So the above differential equations must be transformed into dimensionless equations before resolving, the concentrations X and Y, the time t and the rate constants also should be transformed into dimensionless variables and parameters. Here, these transformations involve replacing X, Y and t in the above equation b,,, β and, which are defined as ( k2 A) X k k C = 2 3, k 2 ( k1a) Y k A k k C = k1a, = t( k2k3c) k2k3c 2 1 2(5 6 ), 2 1 2(5 6 ) 1 k1 A = k4 0.5 ( k2k3c) k2k3c k 2 ( k1a), β = B k 1 A k 2 k 3 C After the dimensionless transformation, the differential equations become as follows: d = d d d = ( β ) (7) Double-precision computations are performed on a personal computer and the mathematic 5.0 is used in all the simulations. The temporal concentrations of reaction sstem are calculated b Gear method. The precision of calculation is more than 20 bit validit numerals and the simulation time is 150 minutes. The differential equations are resolved and the graphs of - and - are obtained. Results and discussion Results Fig. 1 shows the simulation results of the BL oscillating chemical sstem. In the batch sstem, the concentration of iodine and the product rate of ogen change periodicall, and the amplitude damped but the period hold the line. The oscillations can maintain 150 minutes. Parameters, β and affect the nonlinear behaviors obviousl, and it will be discussed later. 353
6 0 = riables = Figure 1. Simulation of the BL oscillations obtained b numerical integration with the differential equations ( =0.55, β =0.03, = ). Discussion Effect of on BL nonlinear behavior Equation (7) indicates that the value of should be in the range of 0-1. The simulation results showed that the number of period increased with increasing the value in the range of That is to sa, the larger in this range, the slower decaed of oscillation in the sstem. In addition, the maimal concentrations of both I 2(aq) and O 2(aq) are decreased with the increase of (see Fig. 2), where the value of indicates the hdrolsis degree of I 2(aq) in the solution. As mentioned above, the change of BL oscillating chemical could be divided into two processes (B) and (C); the H 2 O 2 is oidated b iodate to I 2 in - process (B) and I 2 goes back to IO 3 in process (C). If the reaction rates of process (B) and process (C) were equal in an time, the sstem must achieve to chemical equilibrium state and no oscillation appeared. Just because of the reaction rate of process (B) and process (C), one is faster than the other at a certain time, so process (B) and process (C) are dominant on the oidation and reduction processes alternativel, resulting in the oscillations of both I 2 and I - concentrations and the production rate of O 2. If was too small, then - substantive I 2 produced in process (B) translated into IO 3 and process (C) dominated the sstem for a long time. It is too difficult to shift from process (C) to process (B), so the oscillations deca quickl and the sstem achieves to the chemical equilibrium state. On the contrar, if was too large, then substantive I 2 produced in process (B) hdrolzes and the reaction rate of process (B) dominates the sstem and can not shift to the process (C) and lead the sstem to reach the chemical equilibrium state, so no oscillation appears. In order to investigate the effect of on the nonlinear behavior of the BL oscillating chemical reaction, the value of changes with step 0.01 in the range of was researched in detail (see Fig. 3). Results show that the slight change of brings to obviousl change of the oscillation curves. More interesting is that when =0.55, the sstem oscillates in 150 minutes; but when =0.56, the differential equations described b the sstem have no solution in =7. From a mathematician view, if was chosen as the control parameter and in 354
7 the process of changing the qualitative character (there is stabilit) changes suddenl when =0.55. So it could be thought that the sstem could appear bifurcation when =0.55 and the critical value was =0.1 = =0.2 = =0.3 = = =0.4 =0.5 = Figure 2. Effect of in the range of on the oscillation (β = 0.03, = ). 355
8 =0.48 =0.48 =0.49 =0.49 =0.50 =0.50 =0.51 = =0.53 =0.53 =0.54 =0.54 =0.55 =0.55 =0.52 =0.52 Figure 3. Effect of in the range of on the oscillation (β=0.03, =0.2882). 356
9 =0.55 =0.55 =0.56 = Figure 4. Comparison of =0.55 and =0.56 (β = 0.03, = ). Effect of on BL nonlinear behavior 2(5 6 ) 1 k1 A From the definition of = k4 0.5, epresses the composition ( k2k3c) k2k3c effects of the initial concentration of reactant, reaction rate constants and. Simulation results show that when , the differential equations described b the sstem have no solution; when , the differential equations have solution, and onl for the value of in the range of the differential equations have periodic (or oscillating) solution, and the number of periodic solutions decreases with increasing in this range (see Fig. 5). When 882, the differential equations have solution but no periodic one. The same as, if was chosen as the control parameter and in the process of changing the qualitative character changes suddenl when = So the sstem appears bifurcation when = and the critical value is Effect of β on BL nonlinear behavior According to the simulation results, the effect of parameter β on the oscillating curve is as not sensitive as and. When β <, and the other parameters are consistent with the above discussion, the oscillation can be observed. The change of β has little effect on the oscillation curve. There is no change between the curves of β = 0.03 and β = In the same wa, when β = the sstem appears bifurcation and the critical value is. 357
10 = = = = = = = = = = = = Figure 5. Effect of on the oscillation ( = 0.55,β = 0.03). 358
11 Effect of solution acidit on BL nonlinear behavior As pointed out in the introduction, the BL oscillating chemical reaction consists of processes (B) and (C). Not accounting for the reaction rate of them, the total iodine elementar in the sstem is equal to the initial concentration of iodate and keeps constant. The relative concentrations of I 2 and IO - 3 depend on the acidit + of the solution. According to equation (5), H I [ HOI ] = K h I 2( aq), if [H + ] is small ([H + ]=0.01M), then [I - ][HOI] is larger [17] and the concentration of I 2 increases even to saturation [18]. Noes [8] reported a much larger formation of I 2 at low than at high acidit. At lower acidit, formation of I 2 cannot be oidized to IO - 3 and no oscillation is observed. In addition, lower acidit corresponds to high value of. If the acidit of the solution is high ([H + ]=0. 1 M), the concentration of I 2 would be much smaller than that in lower acidit, so it corresponds to higher value of in the model. For < 0.5, the mathematical simulation showed that equation (7) wouldn t be able of generating long-lasting oscillations. It is consistent with lower and higher acidit. However, when the concentration of [H + ] = M, the sstem was alternatel dominated, firstl b process (B) and then b process (C), resulting long-lasting oscillation. This situation corresponds to slightl greater than 0.5. This is the range of values where oscillations appear in the simulation results reported in the above section. =882 = Figure 6. Curves of =882 ( = 0.55,β = 0.03) Conclusion According to the mechanism proposed b Treindl and Noes involving 10 reaction steps, the simulation of the BL oscillating chemical reaction b differential kinetic methodolog was carried out in this work. In addition, the parameters of the differential equations were investigated in detail. The simulation results show that (1) when the variable parameters are = 0.55, β = and <, the differential equations present periodic solution, and the oscillation can be observed in 150 min; (2) if, β and were taken as the control parameters respectivel, the bifurcations would be observed in the 359
12 process with the critical values of = 0.55,β = ,and = ; (3) the acidit of the solution is an important factor on the nonlinear phenomena. When the concentration of H + is about M, that equivalent to = 0.5, the oscillation can be observed. Acknowledgment The authors are grateful to the financial support in part b the National Natural Science Foundation ( ), the Project of Ecellent Teachers of Education Ministr (3070), and the project of KJCXGC-01 of Northwest Normal Universit, as well as the Gansu Ke Lab of Polmer Materials, China. References 1. V. Vukojević, S. Anić, Lj. Kolar-Anić, Phs. Chem. Chem. Phs. 4 (2002) J. Ren, J.Z. Gao, W. Yang, Comput. Visual. Sci. (2008) DOI /s (online first). 3. S. Anić, Lj. Kolar-Anić, E. Korös, React. Kinet. Catal. Lett. 61 (1997) Lj. Kolar-Anić, Ž. Čupič, S. Anić, G. Schmitz, J. Chem. Soc. Farada Trans. 93 (1997) W.C. Bra, J. Am. Chem. Soc. 43 (1921) D.R. Stanisavljev, A.R. Djordjević, V.D. Likar-Smiljanić, Chem. Phs. Lett. 423 (2006) S. Keki, G. Szekel, M.T. Beck, J. Phs. Chem. A 107 (2003) R.M. Noes, L.V. Kalachev, R.J. Field, J. Phs. Chem. 99 (1995) P. Ševčík, K. Kissimonová, L. Adamčíková, J. Phs. Chem. A 104 (2000) F.G. Buchholtz, S. Broecker, J. Phs. Chem. A 102 (1998) I. Valent, L. Adamčíková, P. Ševčík, J. Phs. Chem. A 102 (1998) I. Matsuzaki, T. Nakajima, H.A. Liebhafsk, Farada Smp. Chem. Soc. 9 (1974) P.G. Bowers, Ch. Hofstetter, C.R. Letter, R.T. Toome, J. Phs. Chem. 99 (1995) E. David, R.M. Noes, J. Phs. Chem. 83 (1979) K. Kissimonová, I. Valent, L. Adamčíková, P. Ševčík, Chem. Phs. Lett. 341 (2001) L. Treindl, R.M. Noes, J. Phs. Chem. 97 (1993) G. Schmitz, H. Rooze, Far from Equilibrum Snergetics, Springer-Verll, Berlin, 1979, p V. Sharma, R.M. Noes, J. Am. Chem. Soc. 98 (1976) G. Schmitz, Lj. Kolar-Anić, S. Anić, J. Phs. Chem. A 110 (2006) J. Zimmerman, R.M. Noes, J. Phs. Chem. 18 (1950)
Chemistry 141 Laboratory Lab Lecture Notes for Kinetics Lab Dr Abrash
Q: What is Kinetics? Chemistr 141 Laborator Lab Lecture Notes for Kinetics Lab Dr Abrash Kinetics is the stud of rates of reaction, i.e., the stud of the factors that control how quickl a reaction occurs.
More informationResearch Article Chaotic Attractor Generation via a Simple Linear Time-Varying System
Discrete Dnamics in Nature and Societ Volume, Article ID 836, 8 pages doi:.//836 Research Article Chaotic Attractor Generation via a Simple Linear Time-Varing Sstem Baiu Ou and Desheng Liu Department of
More information8.4. If we let x denote the number of gallons pumped, then the price y in dollars can $ $1.70 $ $1.70 $ $1.70 $ $1.
8.4 An Introduction to Functions: Linear Functions, Applications, and Models We often describe one quantit in terms of another; for eample, the growth of a plant is related to the amount of light it receives,
More informationIntroduction to Differential Equations. National Chiao Tung University Chun-Jen Tsai 9/14/2011
Introduction to Differential Equations National Chiao Tung Universit Chun-Jen Tsai 9/14/011 Differential Equations Definition: An equation containing the derivatives of one or more dependent variables,
More informationMath 4381 / 6378 Symmetry Analysis
Math 438 / 6378 Smmetr Analsis Elementar ODE Review First Order Equations Ordinar differential equations of the form = F(x, ( are called first order ordinar differential equations. There are a variet of
More informationExponential and Logarithmic Functions, Applications, and Models
86 Eponential and Logarithmic Functions, Applications, and Models Eponential Functions In this section we introduce two new tpes of functions The first of these is the eponential function Eponential Function
More informationResearch Article Chaos and Control of Game Model Based on Heterogeneous Expectations in Electric Power Triopoly
Discrete Dnamics in Nature and Societ Volume 29, Article ID 469564, 8 pages doi:.55/29/469564 Research Article Chaos and Control of Game Model Based on Heterogeneous Epectations in Electric Power Triopol
More informationTargeting Periodic Solutions of Chaotic Systems
ISSN 1749-3889 (print), 1749-3897 (online) International Journal of Nonlinear Science Vol.26(218) No.1,pp.13-21 Targeting Periodic Solutions of Chaotic Sstems Vaibhav Varshne a, Pooja Rani sharma b, Manish
More informationFractal dimension of the controlled Julia sets of the output duopoly competing evolution model
Available online at www.isr-publications.com/jmcs J. Math. Computer Sci. 1 (1) 1 71 Research Article Fractal dimension of the controlled Julia sets of the output duopol competing evolution model Zhaoqing
More informationChapter 2 Basic Conservation Equations for Laminar Convection
Chapter Basic Conservation Equations for Laminar Convection Abstract In this chapter, the basic conservation equations related to laminar fluid flow conservation equations are introduced. On this basis,
More informationThe oxidation of iodine to iodate by hydrogen peroxide
The oxidation of iodine to iodate by hydrogen peroxide Guy Schmitz Faculte des Sciences Applique es, Universite L ibre de Bruxelles, CP165, Av.F.Roosevelt 50, 1050 Bruxelles, Belgium. E-mail: gschmitz=ulb.ac.be
More informationControl Schemes to Reduce Risk of Extinction in the Lotka-Volterra Predator-Prey Model
Journal of Applied Mathematics and Phsics, 2014, 2, 644-652 Published Online June 2014 in SciRes. http://www.scirp.org/journal/jamp http://d.doi.org/10.4236/jamp.2014.27071 Control Schemes to Reduce Risk
More informationStoichiometric Network Analysis and Associated Dimensionless Kinetic Equations. Application to a Model of the Bray-Liebhafsky Reaction
University of Belgrade From the SelectedWorks of Zeljko D Cupic 2008 Stoichiometric Network Analysis and Associated Dimensionless Kinetic Equations. Application to a Model of the Bray-Liebhafsky Reaction
More informationThe Hopf Bifurcation Theorem: Abstract. Introduction. Transversality condition; the eigenvalues cross the imginary axis with non-zero speed
Supercritical and Subcritical Hopf Bifurcations in Non Linear Maps Tarini Kumar Dutta, Department of Mathematics, Gauhati Universit Pramila Kumari Prajapati, Department of Mathematics, Gauhati Universit
More informationx y plane is the plane in which the stresses act, yy xy xy Figure 3.5.1: non-zero stress components acting in the x y plane
3.5 Plane Stress This section is concerned with a special two-dimensional state of stress called plane stress. It is important for two reasons: () it arises in real components (particularl in thin components
More informationMechanics Departmental Exam Last updated November 2013
Mechanics Departmental Eam Last updated November 213 1. Two satellites are moving about each other in circular orbits under the influence of their mutual gravitational attractions. The satellites have
More informationAdditional Material On Recursive Sequences
Penn State Altoona MATH 141 Additional Material On Recursive Sequences 1. Graphical Analsis Cobweb Diagrams Consider a generic recursive sequence { an+1 = f(a n ), n = 1,, 3,..., = Given initial value.
More informationEIT Review F2008 Part 2 Dr. J. Mack CSUS Department of Chemistry
Oxidation & Reduction Reactions: EIT Review F2008 Part 2 Dr. J. Mack CSUS Department of Chemistr http://www.csus.edu/indiv/m/mackj/ EIT (2) Dr. Mack 1 Oxidation involves an atom or compound losing electrons
More information520 Chapter 9. Nonlinear Differential Equations and Stability. dt =
5 Chapter 9. Nonlinear Differential Equations and Stabilit dt L dθ. g cos θ cos α Wh was the negative square root chosen in the last equation? (b) If T is the natural period of oscillation, derive the
More informationLESSON #48 - INTEGER EXPONENTS COMMON CORE ALGEBRA II
LESSON #8 - INTEGER EXPONENTS COMMON CORE ALGEBRA II We just finished our review of linear functions. Linear functions are those that grow b equal differences for equal intervals. In this unit we will
More information4452 Mathematical Modeling Lecture 13: Chaos and Fractals
Math Modeling Lecture 13: Chaos and Fractals Page 1 442 Mathematical Modeling Lecture 13: Chaos and Fractals Introduction In our tetbook, the discussion on chaos and fractals covers less than 2 pages.
More informationEP225 Note No. 4 Wave Motion
EP5 Note No. 4 Wave Motion 4. Sinusoidal Waves, Wave Number Waves propagate in space in contrast to oscillations which are con ned in limited regions. In describing wave motion, spatial coordinates enter
More informationCONTINUOUS SPATIAL DATA ANALYSIS
CONTINUOUS SPATIAL DATA ANALSIS 1. Overview of Spatial Stochastic Processes The ke difference between continuous spatial data and point patterns is that there is now assumed to be a meaningful value, s
More informationResearch Article A New Four-Scroll Chaotic Attractor Consisted of Two-Scroll Transient Chaotic and Two-Scroll Ultimate Chaotic
Mathematical Problems in Engineering Volume, Article ID 88, pages doi:.//88 Research Article A New Four-Scroll Chaotic Attractor Consisted of Two-Scroll Transient Chaotic and Two-Scroll Ultimate Chaotic
More informationREACTIONS THAT OSCILLATE
C H E M I S T R Y 1 9 5 Foundations of Chemistry II - Honors Spring 2017 REACTIONS THAT OSCILLATE DEPARTMENT OF CHEMISTRY UNIVERSITY OF KANSAS Reactions that Oscillate Introduction Oscillating reactions
More informationFIRST- AND SECOND-ORDER IVPS The problem given in (1) is also called an nth-order initial-value problem. For example, Solve: Solve:
.2 INITIAL-VALUE PROBLEMS 3.2 INITIAL-VALUE PROBLEMS REVIEW MATERIAL Normal form of a DE Solution of a DE Famil of solutions INTRODUCTION We are often interested in problems in which we seek a solution
More informationDynamical Systems. 1.0 Ordinary Differential Equations. 2.0 Dynamical Systems
. Ordinary Differential Equations. An ordinary differential equation (ODE, for short) is an equation involves a dependent variable and its derivatives with respect to an independent variable. When we speak
More informationActivity of Polymer Supported Cobalt Catalyst in the Bray-Liebhafsky Oscillator
University of Belgrade From the SelectedWorks of Zeljko D Cupic 29 Activity of Polymer Supported Cobalt Catalyst in the Bray-Liebhafsky Oscillator Zeljko D Cupic, Institute of Chemistry, Technology Metallurgy
More informationPolynomial and Rational Functions
Polnomial and Rational Functions Figure -mm film, once the standard for capturing photographic images, has been made largel obsolete b digital photograph. (credit film : modification of work b Horia Varlan;
More informationMAGNETIC HEADS FOR HIGH COERCIVITY RECORDING MEDIA
Journal of ptoelectronics and Advanced Materials Vol. 6, No. 3, September 4, p. 9-96 MAGNETIC HEADS FR HIGH CERCIVITY RECRDING MEDIA V. N. Samofalov *, E. I. Il ashenko a, A. Ramstad b, L.Z. Lub anu, T.H.
More informationSimulation and Experimental Validation of Chaotic Behavior of Airflow in a Ventilated Room
Simulation and Eperimental Validation of Chaotic Behavior of Airflow in a Ventilated Room Jos van Schijndel, Assistant Professor Eindhoven Universit of Technolog, Netherlands KEYWORDS: Airflow, chaos,
More informationOn Range and Reflecting Functions About the Line y = mx
On Range and Reflecting Functions About the Line = m Scott J. Beslin Brian K. Heck Jerem J. Becnel Dept.of Mathematics and Dept. of Mathematics and Dept. of Mathematics and Computer Science Computer Science
More information13.1 2X2 Systems of Equations
. X Sstems of Equations In this section we want to spend some time reviewing sstems of equations. Recall there are two basic techniques we use for solving a sstem of equations: Elimination and Substitution.
More information11 Lecture 11: How to manipulate partial derivatives
11. LECURE 11: HOW O MANIPULAE PARIAL DERIVAIVE 99 11 Lecture 11: How to manipulate partial derivatives ummar Understand thermodnamics and microscopic picture of the thermal properties of a rubber band.
More informationSurface defect gap solitons in two-dimensional optical lattices
Chin. hs. B Vol. 21, No. 7 (212) 7426 Surface defect gap solitons in two-dimensional optical lattices Meng Yun-Ji( 孟云吉 ), Liu You-Wen( 刘友文 ), and Tang Yu-Huang( 唐宇煌 ) Department of Applied hsics, Nanjing
More informationChapter 8 Notes SN AA U2C8
Chapter 8 Notes SN AA U2C8 Name Period Section 8-: Eploring Eponential Models Section 8-2: Properties of Eponential Functions In Chapter 7, we used properties of eponents to determine roots and some of
More information3.7 InveRSe FUnCTIOnS
CHAPTER functions learning ObjeCTIveS In this section, ou will: Verif inverse functions. Determine the domain and range of an inverse function, and restrict the domain of a function to make it one-to-one.
More informationDiffusion of Radioactive Materials in the Atmosphere
American Journal of Environmental Sciences (): 3-7, 009 ISSN 3-34X 009 Science Publications Diffusion of Radioactive Materials in the Atmosphere Abdul-Wali Ajlouni, Manal Abdelsalam, Hussam Al-Rabai ah
More informationNew approach to study the van der Pol equation for large damping
Electronic Journal of Qualitative Theor of Differential Equations 2018, No. 8, 1 10; https://doi.org/10.1422/ejqtde.2018.1.8 www.math.u-szeged.hu/ejqtde/ New approach to stud the van der Pol equation for
More information14.1 Systems of Linear Equations in Two Variables
86 Chapter 1 Sstems of Equations and Matrices 1.1 Sstems of Linear Equations in Two Variables Use the method of substitution to solve sstems of equations in two variables. Use the method of elimination
More informationC H E M I C N E S C I
C H E M I C A L K I N E T S C I 4. Chemical Kinetics Introduction Average and instantaneous Rate of a reaction Express the rate of a reaction in terms of change in concentration Elementary and Complex
More information5A Exponential functions
Chapter 5 5 Eponential and logarithmic functions bjectives To graph eponential and logarithmic functions and transformations of these functions. To introduce Euler s number e. To revise the inde and logarithm
More informationThree-dimensional numerical simulation of a vortex ring impacting a bump
HEOREICAL & APPLIED MECHANICS LEERS 4, 032004 (2014) hree-dimensional numerical simulation of a vorte ring impacting a bump Heng Ren, 1, a) 2, Changue Xu b) 1) China Electronics echnolog Group Corporation
More informationStrain Transformation and Rosette Gage Theory
Strain Transformation and Rosette Gage Theor It is often desired to measure the full state of strain on the surface of a part, that is to measure not onl the two etensional strains, and, but also the shear
More informationGeneral Vector Spaces
CHAPTER 4 General Vector Spaces CHAPTER CONTENTS 4. Real Vector Spaces 83 4. Subspaces 9 4.3 Linear Independence 4.4 Coordinates and Basis 4.5 Dimension 4.6 Change of Basis 9 4.7 Row Space, Column Space,
More informationFunctions. Introduction
Functions,00 P,000 00 0 70 7 80 8 0 000 00 00 Figure Standard and Poor s Inde with dividends reinvested (credit "bull": modification of work b Praitno Hadinata; credit "graph": modification of work b MeasuringWorth)
More informationJournal of Mathematical Analysis and Applications
J. Math. Anal. Appl. 394 (202) 2 28 Contents lists available at SciVerse ScienceDirect Journal of Mathematical Analsis and Applications journal homepage: www.elsevier.com/locate/jmaa Resonance of solitons
More information1.6 ELECTRONIC STRUCTURE OF THE HYDROGEN ATOM
1.6 ELECTRONIC STRUCTURE OF THE HYDROGEN ATOM 23 How does this wave-particle dualit require us to alter our thinking about the electron? In our everda lives, we re accustomed to a deterministic world.
More informationab is shifted horizontally by h units. ab is shifted vertically by k units.
Algera II Notes Unit Eight: Eponential and Logarithmic Functions Sllaus Ojective: 8. The student will graph logarithmic and eponential functions including ase e. Eponential Function: a, 0, Graph of an
More informationChemical Kinetics I: The Dry Lab. Up until this point in our study of physical chemistry we have been interested in
Chemical Kinetics I: The Dry Lab Up until this point in our study of physical chemistry we have been interested in equilibrium properties; now we will begin to investigate non-equilibrium properties and
More informationCh part 2.notebook. November 30, Ch 12 Kinetics Notes part 2
Ch 12 Kinetics Notes part 2 IV. The Effect of Temperature on Reaction Rate Revisited A. According to the kinetic molecular theory of gases, the average kinetic energy of a collection of gas molecules is
More informationPath Embeddings with Prescribed Edge in the Balanced Hypercube Network
S S smmetr Communication Path Embeddings with Prescribed Edge in the Balanced Hpercube Network Dan Chen, Zhongzhou Lu, Zebang Shen, Gaofeng Zhang, Chong Chen and Qingguo Zhou * School of Information Science
More informationSingle-slit diffraction of the arbitrary vector beams
Single-slit diffraction of the arbitrar vector beams Siing Xi ( 席思星, Xiaolei Wang ( 王晓雷 *, Qiang Wang ( 王强, Shuai Huang ( 黄帅, Shengjiang Chang ( 常胜江, and Lie Lin ( 林列 Institute of Modern Optics, Ke Laborator
More informationDirect Numerical Simulation of Airfoil Separation Bubbles
Direct Numerical Simulation of Airfoil Separation Bubbles Ulrich Maucher, Ulrich Rist and Siegfried Wagner 1 Abstract. In the present paper results of Direct Numerical Simulations of Laminar Separation
More informationChaos Control and Synchronization of a Fractional-order Autonomous System
Chaos Control and Snchronization of a Fractional-order Autonomous Sstem WANG HONGWU Tianjin Universit, School of Management Weijin Street 9, 37 Tianjin Tianjin Universit of Science and Technolog College
More information7.4. Characteristics of Logarithmic Functions with Base 10 and Base e. INVESTIGATE the Math
7. Characteristics of Logarithmic Functions with Base 1 and Base e YOU WILL NEED graphing technolog EXPLORE Use benchmarks to estimate the solution to this equation: 1 5 1 logarithmic function A function
More informationTheoretical Models for Chemical Kinetics
Theoretical Models for Chemical Kinetics Thus far we have calculated rate laws, rate constants, reaction orders, etc. based on observations of macroscopic properties, but what is happening at the molecular
More information9.2. Cartesian Components of Vectors. Introduction. Prerequisites. Learning Outcomes
Cartesian Components of Vectors 9.2 Introduction It is useful to be able to describe vectors with reference to specific coordinate sstems, such as the Cartesian coordinate sstem. So, in this Section, we
More informationFastTrack MA 137 BioCalculus
FastTrack MA 137 BioCalculus Functions (2): More Eamples and Alberto Corso albertocorso@ukedu Department of Mathematics Universit of Kentuck Goal: We continue with more eamples of basic functions We also
More informationDynamics of multiple pendula without gravity
Chaotic Modeling and Simulation (CMSIM) 1: 57 67, 014 Dnamics of multiple pendula without gravit Wojciech Szumiński Institute of Phsics, Universit of Zielona Góra, Poland (E-mail: uz88szuminski@gmail.com)
More informationSolutions to Two Interesting Problems
Solutions to Two Interesting Problems Save the Lemming On each square of an n n chessboard is an arrow pointing to one of its eight neighbors (or off the board, if it s an edge square). However, arrows
More informationPERIODICALLY FORCED CHAOTIC SYSTEM WITH SIGNUM NONLINEARITY
International Journal of Bifurcation and Chaos, Vol., No. 5 () 499 57 c World Scientific Publishing Compan DOI:.4/S874664 PERIODICALLY FORCED CHAOTIC SYSTEM WITH SIGNUM NONLINEARITY KEHUI SUN,, and J.
More informationA new chaotic attractor from general Lorenz system family and its electronic experimental implementation
Turk J Elec Eng & Comp Sci, Vol.18, No.2, 2010, c TÜBİTAK doi:10.3906/elk-0906-67 A new chaotic attractor from general Loren sstem famil and its electronic eperimental implementation İhsan PEHLİVAN, Yılma
More informationLecture (3) 1. Reaction Rates. 2 NO 2 (g) 2 NO(g) + O 2 (g) Summary:
Summary: Lecture (3) The expressions of rate of reaction and types of rates; Stoichiometric relationships between the rates of appearance or disappearance of components in a given reaction; Determination
More informationControlling a Novel Chaotic Attractor using Linear Feedback
ISSN 746-7659, England, UK Journal of Information and Computing Science Vol 5, No,, pp 7-4 Controlling a Novel Chaotic Attractor using Linear Feedback Lin Pan,, Daoyun Xu 3, and Wuneng Zhou College of
More information14.4 Reaction Mechanism
14.4 Reaction Mechanism Steps of a Reaction Fred Omega Garces Chemistry 201 Miramar College 1 Reaction Mechanism The Ozone Layer Ozone is most important in the stratosphere, at this level in the atmosphere,
More informationRegular Physics - Notes Ch. 1
Regular Phsics - Notes Ch. 1 What is Phsics? the stud of matter and energ and their relationships; the stud of the basic phsical laws of nature which are often stated in simple mathematical equations.
More informationONLINE PAGE PROOFS. Exponential functions Kick off with CAS 11.2 Indices as exponents
. Kick off with CAS. Indices as eponents Eponential functions.3 Indices as logarithms.4 Graphs of eponential functions.5 Applications of eponential functions.6 Inverses of eponential functions.7 Review
More informationChemistry 123: Physical and Organic Chemistry Topic 4: Gaseous Equilibrium
Topic 4: Introduction, Topic 4: Gaseous Equilibrium Text: Chapter 6 & 15 4.0 Brief review of Kinetic theory of gasses (Chapter 6) 4.1 Concept of dynamic equilibrium 4.2 General form & properties of equilbrium
More informationRELATIONS AND FUNCTIONS through
RELATIONS AND FUNCTIONS 11.1.2 through 11.1. Relations and Functions establish a correspondence between the input values (usuall ) and the output values (usuall ) according to the particular relation or
More informationFringe Analysis for Photoelasticity Using Image Processing Techniques
International Journal of Software Engineering and Its pplications, pp.91-102 http://d.doi.org/10.14257/ijseia.2014.8.4.11 Fringe nalsis for Photoelasticit Using Image Processing Techniques Tae Hun Baek
More informationNonlinear Stability and Bifurcation of Multi-D.O.F. Chatter System in Grinding Process
Key Engineering Materials Vols. -5 (6) pp. -5 online at http://www.scientific.net (6) Trans Tech Publications Switzerland Online available since 6//5 Nonlinear Stability and Bifurcation of Multi-D.O.F.
More informationChemical Kinetics and Equilibrium
Chemical Kinetics and Equilibrium Part 1: Kinetics David A. Katz Department of Chemistry Pima Community College Tucson, AZ USA Chemical Kinetics The study of the rates of chemical reactions and how they
More informationLATERAL BUCKLING ANALYSIS OF ANGLED FRAMES WITH THIN-WALLED I-BEAMS
Journal of arine Science and J.-D. Technolog, Yau: ateral Vol. Buckling 17, No. Analsis 1, pp. 9-33 of Angled (009) Frames with Thin-Walled I-Beams 9 ATERA BUCKING ANAYSIS OF ANGED FRAES WITH THIN-WAED
More informationRECURSIVE SEQUENCES IN FIRST-YEAR CALCULUS
RECURSIVE SEQUENCES IN FIRST-YEAR CALCULUS THOMAS KRAINER Abstract. This article provides read-to-use supplementar material on recursive sequences for a second semester calculus class. It equips first-ear
More informationStability Analysis of Mathematical Model for New Hydraulic Bilateral Rolling Shear
SJ nternational, Vol. 56 (06), SJ nternational, No. Vol. 56 (06), No., pp. 88 9 Stabilit Analsis of Mathematical Model for New Hdraulic Bilateral Rolling Shear QingXue HUANG, ) Jia L, ) HongZhou L, ) HeYong
More informationNONLINEAR DYNAMICS AND CHAOS. Numerical integration. Stability analysis
LECTURE 3: FLOWS NONLINEAR DYNAMICS AND CHAOS Patrick E McSharr Sstems Analsis, Modelling & Prediction Group www.eng.o.ac.uk/samp patrick@mcsharr.net Tel: +44 83 74 Numerical integration Stabilit analsis
More informationCE427 Fall Semester, 2000 Unit Operations Lab 3 September 24, 2000 COOLING TOWER THEORY
CE427 Fall Semester, 2000 Unit Operations Lab 3 September 24, 2000 Introduction COOLING TOWER THEORY Cooling towers are used etensivel in the chemical and petroleum industries. We also know from the thermodnamics
More informationGauss and Gauss Jordan Elimination
Gauss and Gauss Jordan Elimination Row-echelon form: (,, ) A matri is said to be in row echelon form if it has the following three properties. () All row consisting entirel of zeros occur at the bottom
More informationUnit 4 Relations and Functions. 4.1 An Overview of Relations and Functions. January 26, Smart Board Notes Unit 4.notebook
Unit 4 Relations and Functions 4.1 An Overview of Relations and Functions Jan 26 5:56 PM Jan 26 6:25 PM A Relation associates the elements of one set of objects with the elements of another set. Relations
More informationSMALL bodies of the solar system, such as Phobos, cannot
INSTITUTO SUPERIOR TÉCNICO, LISBON, PORTUGAL, JUNE 013 1 Controlled Approach Strategies on Small Celestial Bodies Using Approimate Analtical Solutions of the Elliptical Three-Bod Problem: Application to
More information2010 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media,
2010 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in an current or future media, including reprinting/republishing this material for advertising
More informationAlgebra II Foundations
Algebra II Foundations Non Linear Functions Student Journal Problems of the Da First Semester Page 35 Problem Set 35 CHALLENGE Tr the following problem, and eplain how ou determined our answer. If it takes
More informationSimulation of Acoustic and Vibro-Acoustic Problems in LS-DYNA using Boundary Element Method
10 th International LS-DYNA Users Conference Simulation Technolog (2) Simulation of Acoustic and Vibro-Acoustic Problems in LS-DYNA using Boundar Element Method Yun Huang Livermore Software Technolog Corporation
More informationCh 3 Alg 2 Note Sheet.doc 3.1 Graphing Systems of Equations
Ch 3 Alg Note Sheet.doc 3.1 Graphing Sstems of Equations Sstems of Linear Equations A sstem of equations is a set of two or more equations that use the same variables. If the graph of each equation =.4
More informationName AP CHEM / / Chapter 12 Outline Chemical Kinetics
Name AP CHEM / / Chapter 12 Outline Chemical Kinetics The area of chemistry that deals with the rate at which reactions occur is called chemical kinetics. One of the goals of chemical kinetics is to understand
More informationYARKOVSKY EFFECT IN GENERALIZED PHOTOGRAVITATIONAL 3-BODIES PROBLEM
ARKOVSK EFFECT IN GENERALIZED PHOTOGRAVITATIONAL -BODIES PROBLEM Serge V. Ershkov Institute for Time Nature Eplorations M.V. Lomonosov's Moscow State Universit Leninskie gor - Moscow 999 Russia e-mail:
More informationSEPARABLE EQUATIONS 2.2
46 CHAPTER FIRST-ORDER DIFFERENTIAL EQUATIONS 4. Chemical Reactions When certain kinds of chemicals are combined, the rate at which the new compound is formed is modeled b the autonomous differential equation
More information* τσ σκ. Supporting Text. A. Stability Analysis of System 2
Supporting Tet A. Stabilit Analsis of Sstem In this Appendi, we stud the stabilit of the equilibria of sstem. If we redefine the sstem as, T when -, then there are at most three equilibria: E,, E κ -,,
More informationand y f ( x ). given the graph of y f ( x ).
FUNCTIONS AND RELATIONS CHAPTER OBJECTIVES:. Concept of function f : f ( ) : domain, range; image (value). Odd and even functions Composite functions f g; Identit function. One-to-one and man-to-one functions.
More informationAmplitude-phase control of a novel chaotic attractor
Turkish Journal of Electrical Engineering & Computer Sciences http:// journals. tubitak. gov. tr/ elektrik/ Research Article Turk J Elec Eng & Comp Sci (216) 24: 1 11 c TÜBİTAK doi:1.396/elk-131-55 Amplitude-phase
More information5.6 RATIOnAl FUnCTIOnS. Using Arrow notation. learning ObjeCTIveS
CHAPTER PolNomiAl ANd rational functions learning ObjeCTIveS In this section, ou will: Use arrow notation. Solve applied problems involving rational functions. Find the domains of rational functions. Identif
More informationCHEMISTRY - CLUTCH CH.13 - CHEMICAL KINETICS.
!! www.clutchprep.com CONCEPT: RATES OF CHEMICAL REACTIONS is the study of reaction rates, and tells us the change in concentrations of reactants or products over a period of time. Although a chemical
More informationMULTI-SCROLL CHAOTIC AND HYPERCHAOTIC ATTRACTORS GENERATED FROM CHEN SYSTEM
International Journal of Bifurcation and Chaos, Vol. 22, No. 2 (212) 133 ( pages) c World Scientific Publishing Compan DOI: 1.1142/S21812741332 MULTI-SCROLL CHAOTIC AND HYPERCHAOTIC ATTRACTORS GENERATED
More informationJoule Heating Effects on MHD Natural Convection Flows in Presence of Pressure Stress Work and Viscous Dissipation from a Horizontal Circular Cylinder
Journal of Applied Fluid Mechanics, Vol. 7, No., pp. 7-3, 04. Available online at www.jafmonline.net, ISSN 735-357, EISSN 735-3645. Joule Heating Effects on MHD Natural Convection Flows in Presence of
More informationFinding Limits Graphically and Numerically. An Introduction to Limits
60_00.qd //0 :05 PM Page 8 8 CHAPTER Limits and Their Properties Section. Finding Limits Graphicall and Numericall Estimate a it using a numerical or graphical approach. Learn different was that a it can
More informationConsideration of Shock Waves in Airbag Deployment Simulations
Consideration of Shock Waves in Airbag Deploment Simulations Doris Rieger BMW Group ABSTRACT When the inflation process of a simple flat airbag was simulated with the MADYMO gas flow module, the resulting
More informationTrusses - Method of Sections
Trusses - Method of Sections ME 202 Methods of Truss Analsis Method of joints (previous notes) Method of sections (these notes) 2 MOS - Concepts Separate the structure into two parts (sections) b cutting
More informationBES with FEM: Building Energy Simulation using Finite Element Methods
BES with FEM: Building Energ Simulation using Finite Element Methods A.W.M. (Jos) van Schijndel Eindhoven Universit of Technolog P.O. Bo 513; 5600 MB Eindhoven; Netherlands, A.W.M.v.Schijndel@tue.nl Abstract:
More informationInterspecific Segregation and Phase Transition in a Lattice Ecosystem with Intraspecific Competition
Interspecific Segregation and Phase Transition in a Lattice Ecosstem with Intraspecific Competition K. Tainaka a, M. Kushida a, Y. Ito a and J. Yoshimura a,b,c a Department of Sstems Engineering, Shizuoka
More information