QUALITATIVE STUDY OF A GENERALISED BRUSSELATOR TYPE EQUATION

Size: px
Start display at page:

Download "QUALITATIVE STUDY OF A GENERALISED BRUSSELATOR TYPE EQUATION"

Transcription

1 ITALIAN JOURNAL OF PURE AND APPLIED MATHEMATICS N ( ) 145 QUALITATIVE STUDY OF A GENERALISED BRUSSELATOR TYPE EQUATION B.S. Lakshmi Deartment of Mathematics JNTUH College of Engineering Kukatally Hyderabad bslakshmi2000@yahoo.com S.S. Phulsagar Research Scholar Deartment of Mathematics JNTUH College of Engineering Kukatally, Hyderabad ss.maths@yahoo.co.in M.A.S. Srinivas Deartment of Mathematics JNTUH College of Engineering Kukatally, Hyderabad massrinivas@gmail.com Abstract. In this aer we discuss a system of equations which is a generalisation of the Brusselator equations [13]. Such equations usually deal with some autocatalytic reactions. Some equations related to non-allosteric enzyme reactions which are similar to the Michaelis-Menten equations with regard to functional resonse term are also analysed. Keywords: Autocatalytic reactions, Poincare comactification, enzyme reactions. 1. Introduction and Motivation The classic tri-molecular Brusselator reaction model is known to dislay comlex behaviour [4],[3],[6],[7]. In this aer we consider a multimolecular Brusselator tye of reaction with a secial emhasis on the trimolecular reaction. The generalised Brusselator tye equations based on a multimolecular reaction could have a ossible form (1) dt = 1 ax x y q, dt = b(x y q y), where x, y 0, integers, q 0 and arameters a 0, b 0 [10]. Several authors have investigated the cases where a = 0 (see for examle [11]).. Corresonding author

2 B.S. LAKSHMI, S.S. PHULSAGAR, M.A.S. SRINIVAS 146 Usually such reactions from which the differential equation (1) is derived are enzyme reactions. As with all such reactions this reaction follows the law of mass action which states that the rate of a reaction is roortional to the roduct of the concentrations of the reactants. This is a nonlinear henomenon and several eole have exlained the mechanism [12]. This is not surrising since enzymes are biological catalysts. The Brusselator equation as is well-known reresents an autocatalytic reaction (for examle Belousov-Zhabotinsky reaction, see [13]). Enzymes alter the rates of reactions in cells without being changed themselves during the course of a reaction. Our interest in this aer is with (aart from other enzyme reactions) non-allosteric enzymes [1]. Non-allosteric enzymes are a art of enzymes that are involved in the control and regulation of biological rocesses. The Michaelis Menten [12] enzyme reaction has been studied by several authors. We are interested in this model as well and we roose a new model were in we introduce a functional resonse term of the Michaelis Menten tye outut into the generalised Brusselator equations. This is in Section 4. We stu the following equations in this aer (2) dτ = a bx x y q, dτ = x y q cy y + 1. In this aer we discuss, amongst several cases the case where in equations (2), q = 1, b = 0. Equations (2) would then become (3) dτ = a xn y, dτ = xn y cy y The reaction diffusion system of the generalised Brusslator reaction If the entities x and y reresent chemicals then the equations (1) to (3) would be the rate of reactions corresonding to some reaction kinetics. Taking a hint from [13], the reaction diffusion equations can be written. Such equations would stu the instability induced in a reaction (chemical) by diffusion [16]. Thus the corresonding equations with the inclusion of the diffusion term would be x t = D 1 2 x + a b x + x ỹ q, ỹ t = D 2 2 ỹ + b( x ỹ q ỹ), where 2 x and 2 ỹ are the diffusion terms with D 1 and D 2 the diffusion coefficients, a b x + x ỹ q and b( x ỹ q ỹ) would be the reaction terms. We stu the reaction diffusion reaction related to a Brusselator model as the Brusselator is a erfectly accetable model for the stu of cooerative rocesses in chemical kinetics (to quote Prigogine [13]). According to Prigogine the Brusselator model lays a somewhat similar role as the harmonic oscillator or the Heisenberg model in ferromanetism which are studied to illustrate the basic laws of classical

3 QUALITATIVE STUDY OF A GENERALISED BRUSSELATOR TYPE EQUATION 147 and quantum mechanics. Prigogine stresses on the imortance of trimolecular stes ( shown by the x 2 y and y 2 x terms in the equations) because such cubic nonlinearities give rise to cooerative behaviour. 3. Analysis of the generalised Brusselator reaction Let us consider the system of equations (2). cy Choose b = 0 and use cy in lace of (for the sake of some insight into y + 1 a simler system). (4) dt = a x y q, dt = x y q cy. This is a lanar olynomial system. Solving these two equations for the equilibrium oints, (by equating the derivatives on the left hand sides to zero), one of the equilibrium oints is x = a 1/ ( c a )q/, y = a c. Linearising the system about this equilibrium oint would give the Jacobian matrix J as Its eigenvalues are λ 41 = 1 2 and λ 42 = q q (a c ) 1+ ( a J = c )q 1 q q (a c ) 1+ ( a c )q 1+q [ c a 4a 1+2+q 1+q [ c a 4a 1+2+q ( a c )q c q qa 1 q c q ( a c ) 1+q c + qa 1 q c q ( a. c ) 1+q a 1 q c q + ( a c ) 1+q a 1 q c q q] 1 2 a 1 c q ( a c )q c +q a 1 q c q + [a q c ( a c )q c q + a +q a ( c )q a 1 q c q a 1 a ( c )q c +q a 1 q c q q] 2 a 1 q c q + ( a c ) 1+q a 1 q c q q] a 1 c q ( a c )q c +q a 1 q c q + [a q c. + a +q a ( c )q a 1 q c q a 1 a ( c )q c +q a 1 q c q q] 2 To stu the secial trimolecular case referred to earlier, let us choose +q = 3 with = 2 and q = 1. The system is (5) dt = a x2 y, Its equilibrium oints are ( c, a c ) and ( c, a c ). The eigenvalues at ( c, a c ) are dt = x2 y cy. λ 51 = a c a 2 + 2ac 3/2 c, λ 52 = a c + a 2 + 2ac 3/2 c.

4 B.S. LAKSHMI, S.S. PHULSAGAR, M.A.S. SRINIVAS 148 The eigenvalues at ( c, a c ) are λ 53 = a a 2 2ac 3/2, λ 54 = a a + 2 2ac 3/2. c c c c Observing λ 51 and λ 52 it is aarent that they will not take on comlex values for c > 0, a > 0 and hence the equilibrium oint ( c, a c ) is either a node or a saddle oint (deending on the sign of the eigenvalues). λ 53 and λ 54 can take on comlex values for a 2 2ac 3/2 < 0 or a < 2c 3/2. In this case, since the real art of λ 53 and λ 54 is negative one would exect a siral sink for the equilibrium oint ( c, a c ). This case is illustrated in Figure 1. Trajectory and coordinate functions of the solutions y t 8 6 Out[11]= x t Figure 1: A siral sink for the system (5) for some articular values a = 1.8, c = , = 2, q = 1 In Figure 1 a siral sink for the system (5) is shown for some articular values of a, b, c.

5 QUALITATIVE STUDY OF A GENERALISED BRUSSELATOR TYPE EQUATION 149 A simulation of equation (2) We now consider a simulation of equation (2) by relacing the term cy by It can be seen that a limit cycle aears for some values of arameters. cy y + 1. y t 5 Out[14]= 5 5 x t 5 Figure 2: A Limit Cycle for the system (2) for some articular values a = 1.8, b = 0, c = 4.8, = 2, q = 1 4. A generalised Brusselator tye equation with a Michaelis-Menten functional resonse term C.S.Holling studied the factors involved in the utilization of resources by redators. He described the changes in the feeding rate of organisms as the functional resonse term. He showed that there were three categories of functional resonse [15]. Tye 1. Refers to animals which consume food roortional to the rate of their encounter with food items. Tye 2. Where the organisms take some time to eat and to cature their rey.

6 B.S. LAKSHMI, S.S. PHULSAGAR, M.A.S. SRINIVAS 150 Tye 3. In this category the organism will not consume the rey if it is below a certain threshold density. There is a remarkable arallel between enzyme reactions and the redator-rey Holling functional resonse [2]. The Michaelis-Menten enzyme reaction follows a tye 2 functional resonse. Keeing this tye of functional resonse in mind we roose the following model and analyse it. (6) dt = a bx x y q, dt = x y q cxy y + 1. For the urose of understanding and analysis, we take b = 0, = 2, q = 1. Equations (6) reduce to (7) dt = a x2 y, dt = x2 y cxy y + 1. The equilibrium oints of equation (7) are and ( 1 2 [c 4a + c 2 ], 2a + c2 + c 4a + c 2 ) 2a ( 1 2 [c + 4a + c 2 ], 2a + c2 c 4a + c 2 ). 2a Let (x 0, y 0 ) be an equilibrium oint chosen from amongst the two equilibrium oints of equation (7) so that x 0 > 0, y 0 > 0. This is ossible if c 2 > 4a. Linearising the system (7) about its equilibrium oint, the Jacobean matrix is [ 2x 0 y 0 x 2 ] 0 M = 2x 0 y 0 cy 0 x y + cx 0y 0 0 (1 + y 0 ) 2 cx 0, 1 + y 0 where the elements in the linearised matrix are to be treated as the functions of the arameter c. The characteristic equation of this matrix has the form λ 2 sλ + D = 0 where s(c) = the trace of M = 2x 0 y 0 + x cx 0y 0 (1 + y 0 ) 2 cx y 0 and D = determinant of M = 2cx2 0 y2 0 (1+y 0 + cx2 ) 2 0 y 0 1+y 0. Let the two eigenvalues of this matrix be λ 1 and λ 2. These can be reresented as a function of c. λ 1, λ 2 = 1 2 [s(c) ± s 2 (c) 4D(c)]. We will now show that a Hof bifurcation can occur in this equation for some values of the arameter c. A Hof bifurcation condition would require that ([9], see age 91) the real art (Re) of the eigenvalues is equal to zero and

7 QUALITATIVE STUDY OF A GENERALISED BRUSSELATOR TYPE EQUATION 151 the imaginary art (Im) is nonzero Re = θ(c) = 1 2s(c) and Im = ν(c) = 1 2 s 2 (c) 4D(c) (see [8]). Solving for the arameter c after setting the trace to zero (1) (2) x 2 0 2x 0 y 0 + cx 0y 0 (1 + y 0 ) 2 cx 0 = 0 c = (x 0 2y 0 )(1 + y 0 ) y 0 d dc (Trace) = x 0y 0 (1 + y 0 ) 2 x y 0 (1) is the non-hyerbolicity condition and (2) is the transversality condition. Thus showing the existence of a Hof bifurcation for the arameter c. A simulation of the limit cycle is shown in Figure 3. y t x t Figure 3: A limit cycle for the values of the arameter a = 1.8, c = 1, = 2, q = 1

8 B.S. LAKSHMI, S.S. PHULSAGAR, M.A.S. SRINIVAS 152 The generalised Brusselator equation (1) is a lanar olynomial system. Usually in such systems one needs to stu not just its finite equilibria but also the equilibria at infinity. When related to a chemical reaction this would mean that one studies the tendency of the concentrations of the chemicals over a large range. So for this it is aroriate to use a Poincaré Comactification. 5. A Brief Outline of Poincaré Comactification In order to stu the behaviour of the trajectories of a lanar differential system near infinity we use a comactification. A good aroach for stuing the behaviour of trajectories near infinity is to use the Poincaré shere, introduced by Poincaré [14]. It has the advantage that the singular oints at infinity are sread out along the equator of the shere. In order to draw the hase ortrait of a vector field, we would have to work over the comlete real lane R 2, which is not very ractical. If the functions defining the vector field are olynomials, we can aly Poincaré comactification, which will tell us how to draw it in a finite region. It controls the orbits which tend to or come from infinity. Here we use (x 1, x 2 ) as coordinates instead of (x, y) (in order to differentiate). Let X = P / x 1 + Q / x 2 be a olynomial vector field (the functions P and Q are olynomials of arbitrary degree in the variables x 1 and x 2 ), or in other words: x 1 = P (x 1, x 2 ) x 2 = Q(x 1, x 2 ). The degree of X is reresented as d where d is the maximum of the degrees of P and Q. Poincaré comactification works as follows: First we consider R 2 as the lane in R 3 defined by (y 1, y 2, y 3 ) = (x 1, x 2, 1). We consider the shere S 2 = {y R 3 : y1 2 + y2 2 + y2 3 = 1} which we will call here Poincaré shere; it is tangent to R 2 at the oint (0, 0, 1). We may divide this shere into H + = {y S 2 : y 3 > 0} (the northern hemishere), H = {y S 2 : y 3 < 0} (the southern hemishere) and S 1 = {y S 2 : y 3 = 0} (the equator). Now we consider the rojection of the vector field X from R 2 to S 2 given by the central rojections f + : R 2 S 2 and f : R 2 S 2. More recisely, f + (x) (resectively f (x)) is the intersection of the straight line assing through the oint y and the origin with the northern (resectively, southern) hemishere of S 2. f + (x) = ( x 1 (x), x 2 (x), 1 (x) ), where f (x) = ( x 1 (x), x 2 (x), 1 (x) ), (x) = (x 1 ) 2 + (x 2 )

9 QUALITATIVE STUDY OF A GENERALISED BRUSSELATOR TYPE EQUATION 153 Figure 4: Poincaré Shere In this way we obtain induced vector fields in each hemishere. (For more details see age 150 of [5]). We now consider a Poincaré comactification of equation (2). Let ˆP (x, y) = a bx x y q, ˆQ(x, y) = x y q cy y + 1. For the local chart U 1 (see [5]), x is transformed to 1 v and y is transformed to u v. 1 ˆP ( v, u v ) = a b v uq v +q, ˆQ( 1 v, u v ) = uq v +q cu u + v. The extended vector on S 2 which is called the Poincaré comactification of the vector field X on R 2 is denoted by (X). The exression for (X) in the local chart (U 1, ϕ 1 ) is given by u = v d [ u ˆP ( 1 v, u v ) + ˆQ( 1 v, u v )], v = v d+1 ˆP ( 1 v, u v ).

10 B.S. LAKSHMI, S.S. PHULSAGAR, M.A.S. SRINIVAS 154 where d=(maximum of the degrees of ˆP and ˆQ)= + q. Therefore, u = v +q [ au + bu v + uq+1 + u q v +q cu u + v ] v = v +q+1 [a b v uq ]. v+q For the local chart U 2, x is transformed to u v and y is transformed to 1 v. The exression for chart (U 2, ϕ 2 ) is given by Therefore u = v d [ ˆP ( u v, 1 v ) u ˆQ( u v, 1 v )], v = v d+1 ˆQ( u v, 1 v ). u = v +q [a bu v u+1 + u v +q c v + 1 ], u v = v +q+1 [ v +q c v + 1 ]. In order to illustrate this comactification rocess, using these equations we evaluate the local charts U 1 and U 2. We choose some secific values for the various arameters in equation (2) as a = 1, b = 0, c = 1, = 2, q = 1. The system is dt dt The exression for the local chart U 1 is For the local chart U 2 = (1 x 2 y)(y + 1), = x 2 y(y + 1) y. u = u(u + v)(1 + u v 3 ) uv 3, v = v(u + v)(u v 3 ). u = (1 + v)(v 3 u 2 u 3 ) + uv 3, v = v 4 vu 2 (1 + v). In figure 5 there are many equilibrium oints visible on the Poincaré shere. One of them is an unstable node as can be seen from the trajectories moving away from the equilibrium oint and a stable node where the trajectories move towards the equilibrium oint. For the system dt dt = (0.35 x 2 y)(y + 1), = x 2 y(y + 1) 5y.

11 QUALITATIVE STUDY OF A GENERALISED BRUSSELATOR TYPE EQUATION 155 Figure 5: Phase ortrait on the Poincaré shere The exression for the local chart U 1 is u = u(u + v)(1 + u 0.35v 3 ) 5uv 3, v = v(u + v)(u 0.35v 3 ). For the local chart U 2, is u = (1 + v)(0.35v 3 u 2 u 3 ) + 5uv 3, v = 5v 4 vu 2 (1 + v). Figure 6: Phase ortrait on the Poincaré shere

12 B.S. LAKSHMI, S.S. PHULSAGAR, M.A.S. SRINIVAS 156 With the change of the values of the arameters, the hase ortrait on the Poincaré shere has in addition to the stable and unstable nodes, a saddle oint and a focus as can be seen from the figure 6. References [1] J.M. Berg, J.L. Tymoczko, L. Stryer, Biochemistry 5th Edition, W.H. Freeman and Comany, [2] A.A. Berryman, The Origins and Evolution of Predator-rey Theory, The Ecological Society of America, 73(5) (1992), [3] D. Erle, Nonuniqueness of stable limit cycles in a class of enzyme catalyzed reactions, Journal of Mathematical Analysis and Alications, 82 (1981), [4] D. Erle, K.H. Mayer and T. Plesser, The existance of stable limit cycles for enzyme catalyzed reactions with ositive feedback, Mathematical Biosciences, 44 (1979), [5] F. Dumortier, J. Llibre and J.C. Artés, Qualitative Theory of Planar Differential Systems, Sringer-Verlag Berlin Heidelberg, [6] C. Escher, Models of chemical reaction systems with exactly evaluable limit cycle oscillations, Zeitschrift für Physik B Condensed Matter, 35 (4) (1979), [7] P. Glansdorffand, I. Prigogine, Thermonamic Theory of Structure, Stability and Fluctuations, Wiley-Interscience, New York, [8] M.W. Hirsch, S. Smale, R.L. Devaney, Differential Equations, Dynamical Systems & An Introduction to Chaos Second Edition, Elsevier Academic Press (USA), [9] Y.A. Kuznetsov, Elements of Alied Bifurcation Theory, Second Edition, Sringer-Verlag New York, [10] Z. Leng, B. Gao, Z. Wang, Qualitative analysis of a generalized system of saturated enzyme reactions, Mathematical and Comuter Modelling, 49 (2009) [11] J.X. Li, H.Y. Fan, T.L. Jian, X.D. Chen, Qualitative analysis for a differential equation model of multi-molecular reactions, Journal of Biomathematics, 2 (1990), [12] L.M. Michaelis, M.L. Menten, Die kinetik der invertinwirkung, Biochem.Z. 49 (1913),

13 QUALITATIVE STUDY OF A GENERALISED BRUSSELATOR TYPE EQUATION 157 [13] G. Nicolis, I. Prigogine, Self-Organisation in Nonequilibrium Systems, John Wiley and Sons, Inc., [14] H. Poincaré, Sur I intégration des équations différentielles du remier ordre et du remier degré I. Rendiconti del circolo motematico di alermo, 5 (1891), [15] L.A. Real, The Kinetics of Functional Resonse, The American Naturalist, Vol. III No. 978 (1977), [16] A. M. Turing, The chemical basis of morhogeneses. Philosohical Transactions of the Royal Society of London B:Biological Sciences. B 237, 3772 (1952). Acceted:

Topic 30 Notes Jeremy Orloff

Topic 30 Notes Jeremy Orloff Toic 30 Notes Jeremy Orloff 30 Alications to oulation biology 30.1 Modeling examles 30.1.1 Volterra redator-rey model The Volterra redator-rey system models the oulations of two secies with a redatorrey

More information

Heteroclinic Bifurcation of a Predator-Prey System with Hassell-Varley Functional Response and Allee Effect

Heteroclinic Bifurcation of a Predator-Prey System with Hassell-Varley Functional Response and Allee Effect International Journal of ngineering Research And Management (IJRM) ISSN: 49-058 Volume-05 Issue-0 October 08 Heteroclinic Bifurcation of a Predator-Prey System with Hassell-Varley Functional Resonse and

More information

Statics and dynamics: some elementary concepts

Statics and dynamics: some elementary concepts 1 Statics and dynamics: some elementary concets Dynamics is the study of the movement through time of variables such as heartbeat, temerature, secies oulation, voltage, roduction, emloyment, rices and

More information

SYMPLECTIC STRUCTURES: AT THE INTERFACE OF ANALYSIS, GEOMETRY, AND TOPOLOGY

SYMPLECTIC STRUCTURES: AT THE INTERFACE OF ANALYSIS, GEOMETRY, AND TOPOLOGY SYMPLECTIC STRUCTURES: AT THE INTERFACE OF ANALYSIS, GEOMETRY, AND TOPOLOGY FEDERICA PASQUOTTO 1. Descrition of the roosed research 1.1. Introduction. Symlectic structures made their first aearance in

More information

Feedback-error control

Feedback-error control Chater 4 Feedback-error control 4.1 Introduction This chater exlains the feedback-error (FBE) control scheme originally described by Kawato [, 87, 8]. FBE is a widely used neural network based controller

More information

A Note on the Positive Nonoscillatory Solutions of the Difference Equation

A Note on the Positive Nonoscillatory Solutions of the Difference Equation Int. Journal of Math. Analysis, Vol. 4, 1, no. 36, 1787-1798 A Note on the Positive Nonoscillatory Solutions of the Difference Equation x n+1 = α c ix n i + x n k c ix n i ) Vu Van Khuong 1 and Mai Nam

More information

Research Article Comparison of HPM and PEM for the Flow of a Non-newtonian Fluid between Heated Parallel Plates

Research Article Comparison of HPM and PEM for the Flow of a Non-newtonian Fluid between Heated Parallel Plates Research Journal of Alied Sciences, Engineering and Technology 7(): 46-434, 4 DOI:.96/rjaset.7.793 ISSN: 4-7459; e-issn: 4-7467 4 Maxwell Scientific Publication Cor. Submitted: November, 3 Acceted: January

More information

On the polynomial differential systems having polynomial first integrals

On the polynomial differential systems having polynomial first integrals Bull. Sci. math. 136 (2012) 309 316 www.elsevier.com/locate/bulsci On the olynomial differential systems having olynomial first integrals Belén García a,, Jaume Llibre b, Jesús S. Pérez del Río a a Deartamento

More information

Solved Problems. (a) (b) (c) Figure P4.1 Simple Classification Problems First we draw a line between each set of dark and light data points.

Solved Problems. (a) (b) (c) Figure P4.1 Simple Classification Problems First we draw a line between each set of dark and light data points. Solved Problems Solved Problems P Solve the three simle classification roblems shown in Figure P by drawing a decision boundary Find weight and bias values that result in single-neuron ercetrons with the

More information

An extension to the theory of trigonometric functions as exact periodic solutions to quadratic Liénard type equations

An extension to the theory of trigonometric functions as exact periodic solutions to quadratic Liénard type equations An extension to the theory of trigonometric functions as exact eriodic solutions to quadratic Liénard tye equations D. K. K. Adjaï a, L. H. Koudahoun a, J. Akande a, Y. J. F. Komahou b and M. D. Monsia

More information

Multiplicative group law on the folium of Descartes

Multiplicative group law on the folium of Descartes Multilicative grou law on the folium of Descartes Steluţa Pricoie and Constantin Udrişte Abstract. The folium of Descartes is still studied and understood today. Not only did it rovide for the roof of

More information

MATH 2710: NOTES FOR ANALYSIS

MATH 2710: NOTES FOR ANALYSIS MATH 270: NOTES FOR ANALYSIS The main ideas we will learn from analysis center around the idea of a limit. Limits occurs in several settings. We will start with finite limits of sequences, then cover infinite

More information

Multi-Operation Multi-Machine Scheduling

Multi-Operation Multi-Machine Scheduling Multi-Oeration Multi-Machine Scheduling Weizhen Mao he College of William and Mary, Williamsburg VA 3185, USA Abstract. In the multi-oeration scheduling that arises in industrial engineering, each job

More information

Session 5: Review of Classical Astrodynamics

Session 5: Review of Classical Astrodynamics Session 5: Review of Classical Astrodynamics In revious lectures we described in detail the rocess to find the otimal secific imulse for a articular situation. Among the mission requirements that serve

More information

Linear diophantine equations for discrete tomography

Linear diophantine equations for discrete tomography Journal of X-Ray Science and Technology 10 001 59 66 59 IOS Press Linear diohantine euations for discrete tomograhy Yangbo Ye a,gewang b and Jiehua Zhu a a Deartment of Mathematics, The University of Iowa,

More information

2D-Volterra-Lotka Modeling For 2 Species

2D-Volterra-Lotka Modeling For 2 Species Majalat Al-Ulum Al-Insaniya wat - Tatbiqiya 2D-Volterra-Lotka Modeling For 2 Species Alhashmi Darah 1 University of Almergeb Department of Mathematics Faculty of Science Zliten Libya. Abstract The purpose

More information

MATHEMATICAL MODELLING OF THE WIRELESS COMMUNICATION NETWORK

MATHEMATICAL MODELLING OF THE WIRELESS COMMUNICATION NETWORK Comuter Modelling and ew Technologies, 5, Vol.9, o., 3-39 Transort and Telecommunication Institute, Lomonosov, LV-9, Riga, Latvia MATHEMATICAL MODELLIG OF THE WIRELESS COMMUICATIO ETWORK M. KOPEETSK Deartment

More information

Towards understanding the Lorenz curve using the Uniform distribution. Chris J. Stephens. Newcastle City Council, Newcastle upon Tyne, UK

Towards understanding the Lorenz curve using the Uniform distribution. Chris J. Stephens. Newcastle City Council, Newcastle upon Tyne, UK Towards understanding the Lorenz curve using the Uniform distribution Chris J. Stehens Newcastle City Council, Newcastle uon Tyne, UK (For the Gini-Lorenz Conference, University of Siena, Italy, May 2005)

More information

Finding Shortest Hamiltonian Path is in P. Abstract

Finding Shortest Hamiltonian Path is in P. Abstract Finding Shortest Hamiltonian Path is in P Dhananay P. Mehendale Sir Parashurambhau College, Tilak Road, Pune, India bstract The roblem of finding shortest Hamiltonian ath in a eighted comlete grah belongs

More information

MODELING THE RELIABILITY OF C4ISR SYSTEMS HARDWARE/SOFTWARE COMPONENTS USING AN IMPROVED MARKOV MODEL

MODELING THE RELIABILITY OF C4ISR SYSTEMS HARDWARE/SOFTWARE COMPONENTS USING AN IMPROVED MARKOV MODEL Technical Sciences and Alied Mathematics MODELING THE RELIABILITY OF CISR SYSTEMS HARDWARE/SOFTWARE COMPONENTS USING AN IMPROVED MARKOV MODEL Cezar VASILESCU Regional Deartment of Defense Resources Management

More information

Node-voltage method using virtual current sources technique for special cases

Node-voltage method using virtual current sources technique for special cases Node-oltage method using irtual current sources technique for secial cases George E. Chatzarakis and Marina D. Tortoreli Electrical and Electronics Engineering Deartments, School of Pedagogical and Technological

More information

Robust Performance Design of PID Controllers with Inverse Multiplicative Uncertainty

Robust Performance Design of PID Controllers with Inverse Multiplicative Uncertainty American Control Conference on O'Farrell Street San Francisco CA USA June 9 - July Robust Performance Design of PID Controllers with Inverse Multilicative Uncertainty Tooran Emami John M Watkins Senior

More information

dn i where we have used the Gibbs equation for the Gibbs energy and the definition of chemical potential

dn i where we have used the Gibbs equation for the Gibbs energy and the definition of chemical potential Chem 467 Sulement to Lectures 33 Phase Equilibrium Chemical Potential Revisited We introduced the chemical otential as the conjugate variable to amount. Briefly reviewing, the total Gibbs energy of a system

More information

MODEL-BASED MULTIPLE FAULT DETECTION AND ISOLATION FOR NONLINEAR SYSTEMS

MODEL-BASED MULTIPLE FAULT DETECTION AND ISOLATION FOR NONLINEAR SYSTEMS MODEL-BASED MULIPLE FAUL DEECION AND ISOLAION FOR NONLINEAR SYSEMS Ivan Castillo, and homas F. Edgar he University of exas at Austin Austin, X 78712 David Hill Chemstations Houston, X 77009 Abstract A

More information

State Estimation with ARMarkov Models

State Estimation with ARMarkov Models Deartment of Mechanical and Aerosace Engineering Technical Reort No. 3046, October 1998. Princeton University, Princeton, NJ. State Estimation with ARMarkov Models Ryoung K. Lim 1 Columbia University,

More information

Wolfgang POESSNECKER and Ulrich GROSS*

Wolfgang POESSNECKER and Ulrich GROSS* Proceedings of the Asian Thermohysical Proerties onference -4 August, 007, Fukuoka, Jaan Paer No. 0 A QUASI-STEADY YLINDER METHOD FOR THE SIMULTANEOUS DETERMINATION OF HEAT APAITY, THERMAL ONDUTIVITY AND

More information

Uniform Law on the Unit Sphere of a Banach Space

Uniform Law on the Unit Sphere of a Banach Space Uniform Law on the Unit Shere of a Banach Sace by Bernard Beauzamy Société de Calcul Mathématique SA Faubourg Saint Honoré 75008 Paris France Setember 008 Abstract We investigate the construction of a

More information

Best approximation by linear combinations of characteristic functions of half-spaces

Best approximation by linear combinations of characteristic functions of half-spaces Best aroximation by linear combinations of characteristic functions of half-saces Paul C. Kainen Deartment of Mathematics Georgetown University Washington, D.C. 20057-1233, USA Věra Kůrková Institute of

More information

p-adic Measures and Bernoulli Numbers

p-adic Measures and Bernoulli Numbers -Adic Measures and Bernoulli Numbers Adam Bowers Introduction The constants B k in the Taylor series exansion t e t = t k B k k! k=0 are known as the Bernoulli numbers. The first few are,, 6, 0, 30, 0,

More information

Preconditioning techniques for Newton s method for the incompressible Navier Stokes equations

Preconditioning techniques for Newton s method for the incompressible Navier Stokes equations Preconditioning techniques for Newton s method for the incomressible Navier Stokes equations H. C. ELMAN 1, D. LOGHIN 2 and A. J. WATHEN 3 1 Deartment of Comuter Science, University of Maryland, College

More information

CONTROL OF BIFURCATION OF DC/DC BUCK CONVERTERS CONTROLLED BY DOUBLE - EDGED PWM WAVEFORM

CONTROL OF BIFURCATION OF DC/DC BUCK CONVERTERS CONTROLLED BY DOUBLE - EDGED PWM WAVEFORM ENOC-8, Saint Petersburg, Russia, June, 3 July, 4 8 CONRO OF BIFURCAION OF DC/DC BUCK CONVERERS CONROED BY DOUBE - EDGED PWM WAVEFORM A Elbkosh, D Giaouris, B Zahawi & V Pickert School of Electrical, Electronic

More information

A Special Case Solution to the Perspective 3-Point Problem William J. Wolfe California State University Channel Islands

A Special Case Solution to the Perspective 3-Point Problem William J. Wolfe California State University Channel Islands A Secial Case Solution to the Persective -Point Problem William J. Wolfe California State University Channel Islands william.wolfe@csuci.edu Abstract In this aer we address a secial case of the ersective

More information

Complex Analysis Homework 1

Complex Analysis Homework 1 Comlex Analysis Homework 1 Steve Clanton Sarah Crimi January 27, 2009 Problem Claim. If two integers can be exressed as the sum of two squares, then so can their roduct. Proof. Call the two squares that

More information

GOOD MODELS FOR CUBIC SURFACES. 1. Introduction

GOOD MODELS FOR CUBIC SURFACES. 1. Introduction GOOD MODELS FOR CUBIC SURFACES ANDREAS-STEPHAN ELSENHANS Abstract. This article describes an algorithm for finding a model of a hyersurface with small coefficients. It is shown that the aroach works in

More information

I Poles & zeros. I First-order systems. I Second-order systems. I E ect of additional poles. I E ect of zeros. I E ect of nonlinearities

I Poles & zeros. I First-order systems. I Second-order systems. I E ect of additional poles. I E ect of zeros. I E ect of nonlinearities EE C28 / ME C34 Lecture Chater 4 Time Resonse Alexandre Bayen Deartment of Electrical Engineering & Comuter Science University of California Berkeley Lecture abstract Toics covered in this resentation

More information

BIFURCATION PHENOMENA Lecture 1: Qualitative theory of planar ODEs

BIFURCATION PHENOMENA Lecture 1: Qualitative theory of planar ODEs BIFURCATION PHENOMENA Lecture 1: Qualitative theory of planar ODEs Yuri A. Kuznetsov August, 2010 Contents 1. Solutions and orbits. 2. Equilibria. 3. Periodic orbits and limit cycles. 4. Homoclinic orbits.

More information

A M,ETHOD OF MEASURING THE RESISTIVITY AND HALL' COEFFICIENT ON LAMELLAE OF ARBITRARY SHAPE

A M,ETHOD OF MEASURING THE RESISTIVITY AND HALL' COEFFICIENT ON LAMELLAE OF ARBITRARY SHAPE '. ' 220 HILlS TECHNICAL REVIEW VOLUME 20 A M,ETHOD OF MEASURING THE RESISTIVITY AND HALL' COEFFICIENT ON LAMELLAE OF ARBITRARY SHAE 621.317.331:538.632.083 Resistivity and Hall-coefficient measurements

More information

DIFFERENTIAL EQUATIONS, DYNAMICAL SYSTEMS, AND AN INTRODUCTION TO CHAOS

DIFFERENTIAL EQUATIONS, DYNAMICAL SYSTEMS, AND AN INTRODUCTION TO CHAOS DIFFERENTIAL EQUATIONS, DYNAMICAL SYSTEMS, AND AN INTRODUCTION TO CHAOS Morris W. Hirsch University of California, Berkeley Stephen Smale University of California, Berkeley Robert L. Devaney Boston University

More information

Math 345 Intro to Math Biology Lecture 19: Models of Molecular Events and Biochemistry

Math 345 Intro to Math Biology Lecture 19: Models of Molecular Events and Biochemistry Math 345 Intro to Math Biology Lecture 19: Models of Molecular Events and Biochemistry Junping Shi College of William and Mary, USA Molecular biology and Biochemical kinetics Molecular biology is one of

More information

England, J., Krauskopf, B., & Osinga, HM. (2004). Bifurcations of stable sets in nonivertible planar maps. DOI: /S

England, J., Krauskopf, B., & Osinga, HM. (2004). Bifurcations of stable sets in nonivertible planar maps. DOI: /S England, J., Krauskof, B., & Osinga, HM. (2004). Bifurcations of stable sets in nonivertible lanar mas. DOI: 10.1142/S0218127405012466 Early version, also known as re-rint Link to ublished version (if

More information

Oil Temperature Control System PID Controller Algorithm Analysis Research on Sliding Gear Reducer

Oil Temperature Control System PID Controller Algorithm Analysis Research on Sliding Gear Reducer Key Engineering Materials Online: 2014-08-11 SSN: 1662-9795, Vol. 621, 357-364 doi:10.4028/www.scientific.net/kem.621.357 2014 rans ech Publications, Switzerland Oil emerature Control System PD Controller

More information

OXFORD UNIVERSITY. MATHEMATICS, JOINT SCHOOLS AND COMPUTER SCIENCE WEDNESDAY 4 NOVEMBER 2009 Time allowed: hours

OXFORD UNIVERSITY. MATHEMATICS, JOINT SCHOOLS AND COMPUTER SCIENCE WEDNESDAY 4 NOVEMBER 2009 Time allowed: hours OXFORD UNIVERSITY MATHEMATICS, JOINT SCHOOLS AND COMPUTER SCIENCE WEDNESDAY 4 NOVEMBER 2009 Time allowed: 2 1 2 hours For candidates alying for Mathematics, Mathematics & Statistics, Comuter Science, Mathematics

More information

LINEAR SYSTEMS WITH POLYNOMIAL UNCERTAINTY STRUCTURE: STABILITY MARGINS AND CONTROL

LINEAR SYSTEMS WITH POLYNOMIAL UNCERTAINTY STRUCTURE: STABILITY MARGINS AND CONTROL LINEAR SYSTEMS WITH POLYNOMIAL UNCERTAINTY STRUCTURE: STABILITY MARGINS AND CONTROL Mohammad Bozorg Deatment of Mechanical Engineering University of Yazd P. O. Box 89195-741 Yazd Iran Fax: +98-351-750110

More information

Temperature, current and doping dependence of non-ideality factor for pnp and npn punch-through structures

Temperature, current and doping dependence of non-ideality factor for pnp and npn punch-through structures Indian Journal of Pure & Alied Physics Vol. 44, December 2006,. 953-958 Temerature, current and doing deendence of non-ideality factor for n and nn unch-through structures Khurshed Ahmad Shah & S S Islam

More information

CMSC 425: Lecture 4 Geometry and Geometric Programming

CMSC 425: Lecture 4 Geometry and Geometric Programming CMSC 425: Lecture 4 Geometry and Geometric Programming Geometry for Game Programming and Grahics: For the next few lectures, we will discuss some of the basic elements of geometry. There are many areas

More information

arxiv:cond-mat/ v2 25 Sep 2002

arxiv:cond-mat/ v2 25 Sep 2002 Energy fluctuations at the multicritical oint in two-dimensional sin glasses arxiv:cond-mat/0207694 v2 25 Se 2002 1. Introduction Hidetoshi Nishimori, Cyril Falvo and Yukiyasu Ozeki Deartment of Physics,

More information

Self-Organization in Nonequilibrium Systems

Self-Organization in Nonequilibrium Systems Self-Organization in Nonequilibrium Systems From Dissipative Structures to Order through Fluctuations G. Nicolis Universite Libre de Bruxelles Belgium I. Prigogine Universite Libre de Bruxelles Belgium

More information

The coefficients of the characteristic polynomial in terms of the eigenvalues and the elements of an n n matrix

The coefficients of the characteristic polynomial in terms of the eigenvalues and the elements of an n n matrix Alied Mathematics Letters 19 (2006) 511 515 www.elsevier.com/locate/aml The coefficients of the characteristic olynomial in terms of the eigenvalues and the elements of an n n matrix Bernard P. Brooks

More information

Solutions of the Duffing and Painlevé-Gambier Equations by Generalized Sundman Transformation

Solutions of the Duffing and Painlevé-Gambier Equations by Generalized Sundman Transformation Solutions of the Duffing and Painlevé-Gambier Equations by Generalized Sundman Transformation D.K.K. Adjaï a, L. H. Koudahoun a, J. Akande a, Y.J.F. Komahou b and M. D. Monsia a 1 a Deartment of Physics,

More information

Research Article An iterative Algorithm for Hemicontractive Mappings in Banach Spaces

Research Article An iterative Algorithm for Hemicontractive Mappings in Banach Spaces Abstract and Alied Analysis Volume 2012, Article ID 264103, 11 ages doi:10.1155/2012/264103 Research Article An iterative Algorithm for Hemicontractive Maings in Banach Saces Youli Yu, 1 Zhitao Wu, 2 and

More information

Numerical Linear Algebra

Numerical Linear Algebra Numerical Linear Algebra Numerous alications in statistics, articularly in the fitting of linear models. Notation and conventions: Elements of a matrix A are denoted by a ij, where i indexes the rows and

More information

PHYS 301 HOMEWORK #9-- SOLUTIONS

PHYS 301 HOMEWORK #9-- SOLUTIONS PHYS 0 HOMEWORK #9-- SOLUTIONS. We are asked to use Dirichlet' s theorem to determine the value of f (x) as defined below at x = 0, ± /, ± f(x) = 0, - < x

More information

8 STOCHASTIC PROCESSES

8 STOCHASTIC PROCESSES 8 STOCHASTIC PROCESSES The word stochastic is derived from the Greek στoχαστικoς, meaning to aim at a target. Stochastic rocesses involve state which changes in a random way. A Markov rocess is a articular

More information

#A64 INTEGERS 18 (2018) APPLYING MODULAR ARITHMETIC TO DIOPHANTINE EQUATIONS

#A64 INTEGERS 18 (2018) APPLYING MODULAR ARITHMETIC TO DIOPHANTINE EQUATIONS #A64 INTEGERS 18 (2018) APPLYING MODULAR ARITHMETIC TO DIOPHANTINE EQUATIONS Ramy F. Taki ElDin Physics and Engineering Mathematics Deartment, Faculty of Engineering, Ain Shams University, Cairo, Egyt

More information

On the capacity of the general trapdoor channel with feedback

On the capacity of the general trapdoor channel with feedback On the caacity of the general tradoor channel with feedback Jui Wu and Achilleas Anastasooulos Electrical Engineering and Comuter Science Deartment University of Michigan Ann Arbor, MI, 48109-1 email:

More information

ASPECTS OF POLE PLACEMENT TECHNIQUE IN SYMMETRICAL OPTIMUM METHOD FOR PID CONTROLLER DESIGN

ASPECTS OF POLE PLACEMENT TECHNIQUE IN SYMMETRICAL OPTIMUM METHOD FOR PID CONTROLLER DESIGN ASES OF OLE LAEMEN EHNIQUE IN SYMMERIAL OIMUM MEHOD FOR ID ONROLLER DESIGN Viorel Nicolau *, onstantin Miholca *, Dorel Aiordachioaie *, Emil eanga ** * Deartment of Electronics and elecommunications,

More information

Using Factor Analysis to Study the Effecting Factor on Traffic Accidents

Using Factor Analysis to Study the Effecting Factor on Traffic Accidents Using Factor Analysis to Study the Effecting Factor on Traffic Accidents Abstract Layla A. Ahmed Deartment of Mathematics, College of Education, University of Garmian, Kurdistan Region Iraq This aer is

More information

Positive decomposition of transfer functions with multiple poles

Positive decomposition of transfer functions with multiple poles Positive decomosition of transfer functions with multile oles Béla Nagy 1, Máté Matolcsi 2, and Márta Szilvási 1 Deartment of Analysis, Technical University of Budaest (BME), H-1111, Budaest, Egry J. u.

More information

The thermal wind 1. v g

The thermal wind 1. v g The thermal win The thermal win Introuction The geostrohic win is etermine by the graient of the isobars (on a horizontal surface) or isohyses (on a ressure surface). On a ressure surface the graient of

More information

References: 1. Cohen Tannoudji Chapter 5 2. Quantum Chemistry Chapter 3

References: 1. Cohen Tannoudji Chapter 5 2. Quantum Chemistry Chapter 3 Lecture #6 Today s Program:. Harmonic oscillator imortance. Quantum mechanical harmonic oscillations of ethylene molecule 3. Harmonic oscillator quantum mechanical general treatment 4. Angular momentum,

More information

RANDOM WALKS AND PERCOLATION: AN ANALYSIS OF CURRENT RESEARCH ON MODELING NATURAL PROCESSES

RANDOM WALKS AND PERCOLATION: AN ANALYSIS OF CURRENT RESEARCH ON MODELING NATURAL PROCESSES RANDOM WALKS AND PERCOLATION: AN ANALYSIS OF CURRENT RESEARCH ON MODELING NATURAL PROCESSES AARON ZWIEBACH Abstract. In this aer we will analyze research that has been recently done in the field of discrete

More information

REDUCTION OF TRUNCATION ERROR IN THE NEAR-FIELD FAR-FIELD TRANSFORMATION WITH PLANAR SPIRAL SCANNING

REDUCTION OF TRUNCATION ERROR IN THE NEAR-FIELD FAR-FIELD TRANSFORMATION WITH PLANAR SPIRAL SCANNING REDUCTION OF TRUNCATION ERROR IN TE NEAR-FIELD FAR-FIELD TRANSFORMATION WIT PLANAR SPIRAL SCANNING F. D Agostino (), F. Ferrara (), C. Gennarelli (), R. Guerriero (), G. Riccio (), C. Rizzo () () D.I.I.I.E.

More information

ON A PREDATOR-PREY SYSTEM OF HOLLING TYPE

ON A PREDATOR-PREY SYSTEM OF HOLLING TYPE PROCEEDINGS OF THE AMERICAN MATHEMATICAL SOCIETY Volume 125, Number 7, July 1997, Pages 2041 2050 S 0002-993997)03901-4 ON A PREDATOR-PREY SYSTEM OF HOLLING TYPE JITSURO SUGIE, RIE KOHNO, AND RINKO MIYAZAKI

More information

16.2. Infinite Series. Introduction. Prerequisites. Learning Outcomes

16.2. Infinite Series. Introduction. Prerequisites. Learning Outcomes Infinite Series 6.2 Introduction We extend the concet of a finite series, met in Section 6., to the situation in which the number of terms increase without bound. We define what is meant by an infinite

More information

8.7 Associated and Non-associated Flow Rules

8.7 Associated and Non-associated Flow Rules 8.7 Associated and Non-associated Flow Rules Recall the Levy-Mises flow rule, Eqn. 8.4., d ds (8.7.) The lastic multilier can be determined from the hardening rule. Given the hardening rule one can more

More information

DIFFERENTIAL EQUATIONS, DYNAMICAL SYSTEMS, AND AN INTRODUCTION TO CHAOS

DIFFERENTIAL EQUATIONS, DYNAMICAL SYSTEMS, AND AN INTRODUCTION TO CHAOS DIFFERENTIAL EQUATIONS, DYNAMICAL SYSTEMS, AND AN INTRODUCTION TO CHAOS Morris W. Hirsch University of California, Berkeley Stephen Smale University of California, Berkeley Robert L. Devaney Boston University

More information

PREDICTION MODEL FOR BURR FORMATION

PREDICTION MODEL FOR BURR FORMATION PREDICTION MODEL FOR BURR FORMATION Prof. Dr.-Ing. habil. Hans-Michael Beier FHTW Berlin Berlin, Germany dr.beier@beier-entgrattechnik.de Dil.-Ing. Reinhard Nothnagel Dr. Beier-Entgrattechnik Altlandsberg,

More information

ME scope Application Note 16

ME scope Application Note 16 ME scoe Alication Note 16 Integration & Differentiation of FFs and Mode Shaes NOTE: The stes used in this Alication Note can be dulicated using any Package that includes the VES-36 Advanced Signal Processing

More information

Thickness and refractive index measurements using multiple beam interference fringes (FECO)

Thickness and refractive index measurements using multiple beam interference fringes (FECO) Journal of Colloid and Interface Science 264 2003 548 553 Note www.elsevier.com/locate/jcis Thickness and refractive index measurements using multile beam interference fringes FECO Rafael Tadmor, 1 Nianhuan

More information

1-way quantum finite automata: strengths, weaknesses and generalizations

1-way quantum finite automata: strengths, weaknesses and generalizations 1-way quantum finite automata: strengths, weaknesses and generalizations arxiv:quant-h/9802062v3 30 Se 1998 Andris Ambainis UC Berkeley Abstract Rūsiņš Freivalds University of Latvia We study 1-way quantum

More information

COMMUNICATION BETWEEN SHAREHOLDERS 1

COMMUNICATION BETWEEN SHAREHOLDERS 1 COMMUNICATION BTWN SHARHOLDRS 1 A B. O A : A D Lemma B.1. U to µ Z r 2 σ2 Z + σ2 X 2r ω 2 an additive constant that does not deend on a or θ, the agents ayoffs can be written as: 2r rθa ω2 + θ µ Y rcov

More information

Distribution of winners in truel games

Distribution of winners in truel games Distribution of winners in truel games R. Toral and P. Amengual Instituto Mediterráneo de Estudios Avanzados (IMEDEA) CSIC-UIB Ed. Mateu Orfila, Camus UIB E-7122 Palma de Mallorca SPAIN Abstract. In this

More information

An Improved Calibration Method for a Chopped Pyrgeometer

An Improved Calibration Method for a Chopped Pyrgeometer 96 JOURNAL OF ATMOSPHERIC AND OCEANIC TECHNOLOGY VOLUME 17 An Imroved Calibration Method for a Choed Pyrgeometer FRIEDRICH FERGG OtoLab, Ingenieurbüro, Munich, Germany PETER WENDLING Deutsches Forschungszentrum

More information

Notes on Instrumental Variables Methods

Notes on Instrumental Variables Methods Notes on Instrumental Variables Methods Michele Pellizzari IGIER-Bocconi, IZA and frdb 1 The Instrumental Variable Estimator Instrumental variable estimation is the classical solution to the roblem of

More information

Surfaces of Revolution with Constant Mean Curvature in Hyperbolic 3-Space

Surfaces of Revolution with Constant Mean Curvature in Hyperbolic 3-Space Surfaces of Revolution with Constant Mean Curvature in Hyerbolic 3-Sace Sungwook Lee Deartment of Mathematics, University of Southern Mississii, Hattiesburg, MS 39401, USA sunglee@usm.edu Kinsey-Ann Zarske

More information

Lower Confidence Bound for Process-Yield Index S pk with Autocorrelated Process Data

Lower Confidence Bound for Process-Yield Index S pk with Autocorrelated Process Data Quality Technology & Quantitative Management Vol. 1, No.,. 51-65, 15 QTQM IAQM 15 Lower onfidence Bound for Process-Yield Index with Autocorrelated Process Data Fu-Kwun Wang * and Yeneneh Tamirat Deartment

More information

Dynamics of Modified Leslie-Gower Predator-Prey Model with Predator Harvesting

Dynamics of Modified Leslie-Gower Predator-Prey Model with Predator Harvesting International Journal of Basic & Applied Sciences IJBAS-IJENS Vol:13 No:05 55 Dynamics of Modified Leslie-Gower Predator-Prey Model with Predator Harvesting K. Saleh Department of Mathematics, King Fahd

More information

Multiple Resonance Networks

Multiple Resonance Networks 4 IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I: FUNDAMENTAL THEORY AND APPLICATIONS, VOL 49, NO, FEBRUARY [4] Y-Y Cao, Y-X Sun, and J Lam, Delay-deendent robust H control for uncertain systems with time-varying

More information

Boundary regularity for elliptic problems with continuous coefficients

Boundary regularity for elliptic problems with continuous coefficients Boundary regularity for ellitic roblems with continuous coefficients Lisa Beck Abstract: We consider weak solutions of second order nonlinear ellitic systems in divergence form or of quasi-convex variational

More information

STABILITY. Phase portraits and local stability

STABILITY. Phase portraits and local stability MAS271 Methods for differential equations Dr. R. Jain STABILITY Phase portraits and local stability We are interested in system of ordinary differential equations of the form ẋ = f(x, y), ẏ = g(x, y),

More information

A Bound on the Error of Cross Validation Using the Approximation and Estimation Rates, with Consequences for the Training-Test Split

A Bound on the Error of Cross Validation Using the Approximation and Estimation Rates, with Consequences for the Training-Test Split A Bound on the Error of Cross Validation Using the Aroximation and Estimation Rates, with Consequences for the Training-Test Slit Michael Kearns AT&T Bell Laboratories Murray Hill, NJ 7974 mkearns@research.att.com

More information

Pulse Propagation in Optical Fibers using the Moment Method

Pulse Propagation in Optical Fibers using the Moment Method Pulse Proagation in Otical Fibers using the Moment Method Bruno Miguel Viçoso Gonçalves das Mercês, Instituto Suerior Técnico Abstract The scoe of this aer is to use the semianalytic technique of the Moment

More information

Singular Frégier Conics in Non-Euclidean Geometry

Singular Frégier Conics in Non-Euclidean Geometry Singular Frégier onics in on-euclidean Geometry Hans-Peter Schröcker University o Innsbruck, Austria arxiv:1605.07437v1 [math.mg] 24 May 2016 May 25, 2016 The hyotenuses o all right triangles inscribed

More information

Evaluating Process Capability Indices for some Quality Characteristics of a Manufacturing Process

Evaluating Process Capability Indices for some Quality Characteristics of a Manufacturing Process Journal of Statistical and Econometric Methods, vol., no.3, 013, 105-114 ISSN: 051-5057 (rint version), 051-5065(online) Scienress Ltd, 013 Evaluating Process aability Indices for some Quality haracteristics

More information

A Closed-Form Solution to the Minimum V 2

A Closed-Form Solution to the Minimum V 2 Celestial Mechanics and Dynamical Astronomy manuscrit No. (will be inserted by the editor) Martín Avendaño Daniele Mortari A Closed-Form Solution to the Minimum V tot Lambert s Problem Received: Month

More information

INDIRECT PLANETARY CAPTURE VIA PERIODIC ORBITS ABOUT LIBRATION POINTS

INDIRECT PLANETARY CAPTURE VIA PERIODIC ORBITS ABOUT LIBRATION POINTS INDIRECT PLANETARY CAPTURE VIA PERIODIC ORBITS ABOUT LIBRATION POINTS Li Xiangyu 1,2, Qiao Dong 1,2, Cui Pingyuan 1,2 (1. Institute of Dee Sace Exloration Technology, Beijing Institute of Technology, Beijing,

More information

2-D Analysis for Iterative Learning Controller for Discrete-Time Systems With Variable Initial Conditions Yong FANG 1, and Tommy W. S.

2-D Analysis for Iterative Learning Controller for Discrete-Time Systems With Variable Initial Conditions Yong FANG 1, and Tommy W. S. -D Analysis for Iterative Learning Controller for Discrete-ime Systems With Variable Initial Conditions Yong FANG, and ommy W. S. Chow Abstract In this aer, an iterative learning controller alying to linear

More information

Bifurcation-Based Stability Analysis of Electrostatically Actuated Micromirror as a Two Degrees of Freedom System

Bifurcation-Based Stability Analysis of Electrostatically Actuated Micromirror as a Two Degrees of Freedom System Coyright 8 Tech Science Press CMES, vol.4, no.,.6-76, 8 Bifurcation-Based Stability Analysis of Electrostatically Actuated Micromirror as a Two Degrees of Freedom System Kuntao Ye, *, Yan Luo and Yingtao

More information

A SIMPLE PLASTICITY MODEL FOR PREDICTING TRANSVERSE COMPOSITE RESPONSE AND FAILURE

A SIMPLE PLASTICITY MODEL FOR PREDICTING TRANSVERSE COMPOSITE RESPONSE AND FAILURE THE 19 TH INTERNATIONAL CONFERENCE ON COMPOSITE MATERIALS A SIMPLE PLASTICITY MODEL FOR PREDICTING TRANSVERSE COMPOSITE RESPONSE AND FAILURE K.W. Gan*, M.R. Wisnom, S.R. Hallett, G. Allegri Advanced Comosites

More information

0.6 Factoring 73. As always, the reader is encouraged to multiply out (3

0.6 Factoring 73. As always, the reader is encouraged to multiply out (3 0.6 Factoring 7 5. The G.C.F. of the terms in 81 16t is just 1 so there is nothing of substance to factor out from both terms. With just a difference of two terms, we are limited to fitting this olynomial

More information

The inverse Goldbach problem

The inverse Goldbach problem 1 The inverse Goldbach roblem by Christian Elsholtz Submission Setember 7, 2000 (this version includes galley corrections). Aeared in Mathematika 2001. Abstract We imrove the uer and lower bounds of the

More information

An Introduction To Range Searching

An Introduction To Range Searching An Introduction To Range Searching Jan Vahrenhold eartment of Comuter Science Westfälische Wilhelms-Universität Münster, Germany. Overview 1. Introduction: Problem Statement, Lower Bounds 2. Range Searching

More information

An Analysis of Reliable Classifiers through ROC Isometrics

An Analysis of Reliable Classifiers through ROC Isometrics An Analysis of Reliable Classifiers through ROC Isometrics Stijn Vanderlooy s.vanderlooy@cs.unimaas.nl Ida G. Srinkhuizen-Kuyer kuyer@cs.unimaas.nl Evgueni N. Smirnov smirnov@cs.unimaas.nl MICC-IKAT, Universiteit

More information

INVESTIGATION OF LONGITUDINAL ELASTIC WAVE PROPAGATION THROUGH INTERSECTING WELDED BARS

INVESTIGATION OF LONGITUDINAL ELASTIC WAVE PROPAGATION THROUGH INTERSECTING WELDED BARS 8 Journal of Marine Science and Technology, Vol. 7, No. 1,. 8-16 (1999) INVESTIGATION OF LONGITUDINAL ELASTIC WAVE PROPAGATION THROUGH INTERSECTING WELDED BARS Ming-Te Liang* and Chiou-Jenn Chen** Keywords:

More information

arxiv: v2 [quant-ph] 2 Aug 2012

arxiv: v2 [quant-ph] 2 Aug 2012 Qcomiler: quantum comilation with CSD method Y. G. Chen a, J. B. Wang a, a School of Physics, The University of Western Australia, Crawley WA 6009 arxiv:208.094v2 [quant-h] 2 Aug 202 Abstract In this aer,

More information

Contribution of the cosmological constant to the relativistic bending of light revisited

Contribution of the cosmological constant to the relativistic bending of light revisited PHYSICAL REVIEW D 76, 043006 (007) Contribution of the cosmological constant to the relativistic bending of light revisited Wolfgang Rindler and Mustaha Ishak* Deartment of Physics, The University of Texas

More information

An Estimate For Heilbronn s Exponential Sum

An Estimate For Heilbronn s Exponential Sum An Estimate For Heilbronn s Exonential Sum D.R. Heath-Brown Magdalen College, Oxford For Heini Halberstam, on his retirement Let be a rime, and set e(x) = ex(2πix). Heilbronn s exonential sum is defined

More information

Characterizing planetary orbits and the trajectories of light in the Schwarzschild metric

Characterizing planetary orbits and the trajectories of light in the Schwarzschild metric St. John Fisher College Fisher Digital Publications Physics Faculty Publications Physics 4-9-200 Characterizing lanetary orbits and the trajectories of light in the Schwarzschild metric Foek T. Hioe Saint

More information

On the irreducibility of a polynomial associated with the Strong Factorial Conjecture

On the irreducibility of a polynomial associated with the Strong Factorial Conjecture On the irreducibility of a olynomial associated with the Strong Factorial Conecture Michael Filaseta Mathematics Deartment University of South Carolina Columbia, SC 29208 USA E-mail: filaseta@math.sc.edu

More information

SUPER-GEOMETRIC CONVERGENCE OF A SPECTRAL ELEMENT METHOD FOR EIGENVALUE PROBLEMS WITH JUMP COEFFICIENTS *

SUPER-GEOMETRIC CONVERGENCE OF A SPECTRAL ELEMENT METHOD FOR EIGENVALUE PROBLEMS WITH JUMP COEFFICIENTS * Journal of Comutational Mathematics Vol.8, No.,, 48 48. htt://www.global-sci.org/jcm doi:.48/jcm.9.-m6 SUPER-GEOMETRIC CONVERGENCE OF A SPECTRAL ELEMENT METHOD FOR EIGENVALUE PROBLEMS WITH JUMP COEFFICIENTS

More information