Dynamical thermalization of disordered nonlinear lattices

Size: px
Start display at page:

Download "Dynamical thermalization of disordered nonlinear lattices"

Transcription

1 PHYSICAL REVIEW E 8, 56 9 Dynaical theralization of disordered nonlinear lattices Mario Mulansky, Karsten Ahnert, Arkady Pikovsky,, and Dia L. Shepelyansky, Departent of Physics and Astronoy, Potsda University, Karl-Liebknecht-Straße, D-76 Potsda-Gol, Gerany Laboratoire de Physique Théorique (IRSAMC), Université de Toulouse UPS, F-6 Toulouse, France LPT (IRSAMC), CNRS, F-6 Toulouse, France Received March 9; revised anuscript received October 9; published Noveber 9 We study nuerically how the energy spreads over a finite disordered nonlinear one-diensional lattice, where all linear odes are exponentially localized by disorder. We establish eergence of dynaical theralization characterized as an ergodic chaotic dynaical state with a Gibbs distribution over the odes. Our results show that the fraction of theralizing odes is finite and grows with the nonlinearity strength. DOI:./PhysRevE.8.56 PACS nuber s : 5.5. a, 6.5. x, 6.7. h The studies of ergodicity and dynaical theralization in regular nonlinear lattices have a long history initiated by the Feri-Pasta-Ula proble but they are still far fro being coplete see, e.g., for theral transport in nonlinear chains and for theralization in a Bose-Hubbard odel. In this paper, we study how the dynaical theralization appears in nonlinear disordered chains where all linear odes are exponentially localized. Such odes appear due to the Anderson localization introduced in the context of electron transport in disordered solids 6 and describing various physical situations such as wave propagation in a rando ediu 7, localization of a Bose-Einstein condensate 8, and quantu chaos 9. Effects of nonlinearity on localization properties have attracted large interest recently. Indeed, nonlinearity naturally appears for localization of a Bose-Einstein condensate, as its evolution is described by the nonlinear Gross-Pitaevskii equation. An interplay of disorder, localization, and nonlinearity is also iportant in other physical systes such as wave propagation in nonlinear disordered edia, and chains of nonlinear oscillators with randoly distributed frequencies. The ain question here is whether the localization is destroyed by nonlinearity. It has been addressed recently using two physical setups. In Refs.,5 it was deonstrated that an initially concentrated wave packet spreads apparently indefinitely, although subdiffusively, in a disordered nonlinear lattice. For a transission through a nonlinear disordered layer 6,7, chaotic destruction of localization leads to a drastically enhanced transparency. Here we study the theralization properties of the dynaics of a nonlinear disordered lattice discrete Anderson nonlinear Schrödinger equation DANSE. We describe in details the features of the tie evolution of an initially localized excitation toward a statistical equilibriu in a finite lattice. We stress that this evolution is purely deterinistic and that the relaxation to equilibriu is due to deterinistic chaos. Below we argue that a statistically stationary state is characterized by the Gibbs energy equipartition across the linear eigenodes Eq. 5 and call a relaxation to such an equilibriu state theralization. Because theralization is due to deterinistic chaos, its rate heavily depends on the statistical properties of the chaos. As is typical for nonlinear Hailtonian systes, depending on initial conditions one can obtain solutions belonging to a chaotic sea or to regular islands. Moreover, one can expect the forer to theralize while the latter do not lead to theralization. We nuerically find nontheralizing odes and characterize their dependence on the nonlinearity and the lattice length. We stress here that our analysis heavily relies on nuerical siulations as analytic ethods appear to be hardly applicable for disordered nonlinear systes. In nuerics, a difference between theralizing and nontheralizing states as well as between chaotic and nonchaotic states is liited by the axial integration tie: it ight happen that the states which do not theralize up to soe tie will theralize in the future. There is no way to overcoe this liitation in a siple way because of a possibility for slow processes such as Arnold diffusion, characteristic tie of which lies far beyond any coputationally accessibility. Nevertheless, perforing an analysis based on large but finite tie scales, we can, on one hand, ake predictions for experients, and on the other hand, obtain a coarse-grained description of the dynaics. Accordingly, the results below should be understood as valid for available integration ties, without a straightforward extrapolation for asyptotically large ties. We describe a nonlinear disordered ediu by the DANSE odel: i n = E n n + n n + n+ + n, t where characterizes nonlinearity and the on-site energies E n or frequencies are independent rando variables distributed uniforly in the range W/ E n W/ they are shifted in such a way that E= corresponds to the central energy of the band. We consider a finite lattice n N with periodic boundary conditions. Then DANSE is a classical dynaical syste with the Hailton function H = n E n n + n n + n n + n. It describes recent experients with nonlinear photonic lattices cf. Eq. in, where one follows, along a transversally disordered finite nonlinear crystal, the evolution of a single-site or a single-ode initial state. This corresponds to the setup of our theralization proble. Thus, the properties below can be observed experientally as theralization of photons provided the crystal is long enough. In the context /9/8 5 / The Aerican Physical Society

2 MULANSKY et al. of any-particle quantu systes, Eq. is used as an effective ean-field Hailtonian of interacting bosons. For = all eigenstates are exponentially localized with the localization length l 96W for weak disorder at the center of the energy band 6. Below we ainly focus on the case of oderate disorder W=, for which l 6 at the center of the band and l.5 at E=. For each particular realization of disorder a set of eigenenergies and of corresponding eigenodes n can be found. In this eigenode representation n = C n the Hailtonian reads H = C + V knji C k C n C j C i, knji with C = and V l / are the transition atrix eleents 8. This representation is ostly suitable to characterize the spreading of the field over the lattice, since in this basis the transitions take place only due to nonlinearity. Also, the nonlinear correction to the energy is sall /l for one excited ode. To study the dynaical theralization in a lattice, we perfored direct nuerical siulation of DANSE using ainly two ethods: the unitary Crank-Nicholson operator splitting schee with step t=. as described in 5 and an eighth-order Runge-Kutta integration with step t=.; in both cases the total energy and the noralization have been preserved with high accuracy and both integration schees gave siilar results for all lattice lengths N used. Such a restriction of the accuracy check to the conserved quantities is suitable for chaotic systes. A coparison with other nuerical ethods for DANSE 9 goes beyond the scope of this paper and will be perfored in a longer publication. We started with two types of localized initial states: A one site seeded, i.e., n = n,j and B one ode initially excited, i.e., C =,k. For different realizations of disorder, we seeded different possible sites/odes and followed the evolution of the field solving Eq. up to ties in selected runs 8. The level of spreading is characterized by the entropy of the ode distribution, S = ln, = C, where overline eans tie averaging. For one excited ode S= while S=ln N for a unifor distribution over all odes in a lattice of length N. To give an ipression of a tie evolution of the theralization process we show in Fig. several representative tie dependencies of entropy. One can see that for the setup B soe odes reain localized during the coplete integration tie cf., while others after soe transient tie evolve to a state with large entropy. For setup A, the entropy grows in all cases with a tendency to saturation soe states see to saturate at about S ln N, while others reain at values definitely saller than ln N up to the axial integration tie. Especially the results fro B indicate a strong energy dependence of the spreading behavior, which is studied in this work. In our discussion below we focus therefore on the setup B as the ostly nontrivial one. To derive an approxiate expression for the statistically stationary distribution, we ention that it should satisfy PHYSICAL REVIEW E 8, tie FIG.. Color online Tie evolution of entropy S Eq. in DANSE with N= and = for a particular realization of disorder and different initial states: bold black curves with arkers single-ode initial states B with energies E =.,.76,.9,.6,.5 curves fro top to botto at t = 8, two botto cases are very close, solid red/gray curves single-site initial states A; ten randoly chosen states. The dashed line shows the level S=ln. The tie averaging has been perfored over doubling tie intervals between successive arkers. = and E=, where, in view of the discussion above, we have neglected the nonlinear contribution to the energy. Then the condition of axial entropy leads, after a standard calculation, to a Gibbs distribution: = Z exp /T, Z = exp /T. 5 Here T is an effective teperature of the syste: it has no eaning as a physical teperature but serves as a paraeter characterizing the distribution; it is a function of the total energy E of the state and of the realization of disorder. The entropy and the energy are related to each other via usual expressions, e.g., : E = T ln Z/ T, S = E/T +lnz. 6 This value of entropy yields the axial possible equipartition for the given initial energy, and the values of Fig. obtained via a nuerical siulation of the disordered nonlinear lattice should be copared with these values fro the Gibbs distribution. Because we have anyhow neglected the effects of nonlinearity in the theoretical value of the entropy, we adopt other siplifications: approxiate the density of states of the disordered syste as a constant in an interval and consider the energy eigenvalues in a particular realization of disorder as independent rando variables distributed according to this density. Furtherore, we assue the variations of the partition su to be sall and use ln Z ln Z, where brackets denote averaging over disorder realizations. In this siplest approxiation we obtain ln Z ln N + ln sinh /T ln /T. 7 At W= we have see Figs. and below and this theory gives the dependence S E within a few percent accuracy copared to S averaged over disorder within Gibbs coputations with exact nuerical values. This justifies, for the paraeters used, the approxiation above. We note that T=+,, correspond to E=,,+, respectively as in the standard two-level proble, see related discussion in. 56-

3 DYNAMICAL THERMALIZATION OF DISORDERED 6 6 We copare in Fig. Gibbs distribution 5 with the results of direct nuerical siulations of DANSE using N d disorder realizations. Here we present the values averaged over tie and over different realization of disorder in dependence of the nuber of the initially seeded ode. The odes have been ordered according to their energy, so that = corresponds to the axial energy. One can see a good correspondence between the nuerics and the siple theory 5 in the sense that states at the band edges reain localized, while states in the center generally spread. However, there is one crucial discrepancy: the peaks on the diagonal = indicate that there are cases when there is no theralization within our siulation tie and the energy reains in the initially seeded ode. To characterize theralized and nontheralized cases quantitatively, we copare in Fig. nuerical values for S E according to Eq. with the theoretical Gibbs coputation given by Eqs Clearly, the Gibbs theory gives a satisfactory global description of nuerical data. The nontheralized odes in this presentation are those at the botto of the graph; these states are absent for the setup A where initial sites are seeded. Again, as discussed above, nontheralized should be understood as nontheralized within the integration tie. 6 6 FIG.. Color online Left: tie and disorder averaged probability in ode for initial state in ode. Right: theoretical values according to Gibbs distribution 5. Here N =, =, N d = Lyapunov exponent FIG.. Color online Left panel: final entropies after an evolution during tie interval 7 averaged over a tie interval of 6. The states evolving fro initial odes in the iddle of the band see text are arked with black circles, while those at the edges of the band are arked by the red gray pluses. The curve shows approxiate theory 7. Right panel: Lyapunov exponents averaged over a tie interval 6 vs entropy for the sae sets with the sae arkers. Here N=, =, N d =7. Note that the states with S and E have nearly zero Lyapunov exponent although hardly visible in the right panel because overlapped by the red/gray pluses PHYSICAL REVIEW E 8, 56 9 It appears appropriate to discuss the dynaics of the odes in the iddle of the energy band and at the edges separately. For the odes in the iddle of the band, the axial entropy according to Eq. 6 is close to ln N, and one clearly distinguishes the theralized odes and those that reain localized, as those reaching the axial entropy and those reaining at the level S, correspondingly. Theralization is associated with the chaotic dynaics of the DANSE lattice. To deonstrate this, we calculated the largest Lyapunov exponents shown in Fig. right panel. All odes with S, i.e., those that do not theralize, have nearly vanishing, while for the theralized states S the positive values of clearly indicate chaos. The above distinction between theralized and nontheralized states is less evident for odes at the band edges shown by red gray pluses in Fig.. Here already the theoretical value of entropy given by Eqs. 5 7 is rather sall. Hence, the spreading can go over a few available odes only. Nevertheless, also here one can see fro Fig. a clear correlation between the entropy and the Lyapunov exponent. Moreover, in several cases the Lyapunov exponent at the edge of the spectru is definitely larger than in the iddle. This happens because the energy spreads over a sall nuber of odes; hence, the effective nonlinearity is larger due to larger aplitudes of each ode, and therefore chaos is stronger. Above, we did not account for a spatial organization of the ode structure. The latter is less iportant for the odes in the iddle of the band, where one can always expect to find neighbors with a close energy. Contrary to this, for the energies at the edges the issue of spatial distance becoes essential. Indeed, since here the theralization is possible only over a few odes, it is iportant whether these odes are spatially separated or not. For linear eigenodes and the natural easure of this separation is the coupling atrix eleent V according to Eq.. It is exponentially sall for spatially separated odes due to their localization. One can expect that a ode at the edge of the spectru will be theralized only if the coupling V to other few odes in the lattice with a close energy is large, which is a rather rare event. Finally, we discuss how the theralization properties depend on the nonlinearity constant. In Fig. we show the dependence S E for different nonlinearities. For =.5 a large portion of the initial states reains nontheralized, while for = all states are theralized at least in the sense that their entropy is close to the axial possible one; as discussed above this is a good criterion in the iddle of the band. To deterine how the fraction of theralized states depends on nonlinearity we use the following procedure. For the initial odes in the iddle of the band i.e., for E we classified those that reach ore than the half of the axial entropy i.e., the level ln N / as theralized and those that reain below this level as nontheralized. The fraction f th of the theralized odes, shown in Fig. 5, onotonously increases with. At fixed the nuerical data indicate saturation of f th at large N, but ore detailed checks at larger sizes and longer ties are required. For exaple, recent results on self-induced transparency of a disordered 56-

4 MULANSKY et al. PHYSICAL REVIEW E 8, 56 9 (a) (b).8 (a) fth, fb.6.. (b) FIG.. Color online Dependence of entropy S on energy E as in Fig. but for N=6, N d =8, and two values of nonlinearity: a =.5; b =. Averaging has been perfored over the tie interval 6 after an initial evolution during tie 6 ; for sall still longer ties are needed to reach theralized state with axial S at given E. The curves are the sae theoretical estiates as in Fig.. nonlinear layer 7 show decrease in critical with lattice size for N. The properties of theralization described above can be incorporated in a general fraework of nonlinear dynaics as follows. One can expect, based on general Kologorov- Arnold-Moser arguents, that for sall nonlinearity regular nonergodic regies predoinate, while for large values of stable solutions are destroyed and a chaotic ergodic state establishes in the lattice. While it is hard to characterize this transition via a general analysis of the dynaics in a highdiensional phase space, it is possible to follow the evolution, as nonlinearity increases, of special resonant odes that ste fro linear ones. Looking for solutions of Eq. in the for n t = n e i t, we arrive at a nonlinear eigenvalue proble n =E n n + n + n + n+ which, of course, at = yields linear frequencies and odes. Starting fro these odes, we followed these solutions to larger nonlinearities using a nuerical continuation and in this way obtained nonlinear resonant odes breathers cf.,. Worth noting, these odes change in the regions where the field is large, while in the tails they follow linear solutions in accordance with. Moreover, we perfored nuerical stability analysis of these breathers and found that they bifurcate at soe critical value of nonlinearity c. The values of c for an enseble of realizations of rando potentials are shown in Fig. 5 b. Additionally, we show in Fig. 5 a a cuulative distribution of c for the sae range of eigenenergies n that is used for the other curves plotted. First of all, note the siilar global behavior of f th and f b which akes us believe that the bifurcations of stable resonant odes are indeed the echanis of the dependence of theralization. However, the curves do not coincide because c is defined as the value of the first bifurcation, which ay not iediately lead to chaos but ay be the first one in a series of transitions to ore irregularity. Strictly speaking, f b should be an upper bound for f th, which is seen in Fig. 5 a. The increase in f th fro t= 6 to 7 shows that it has not saturated yet, but the saturation curve ust lie below f b. ɛ FIG. 5. Color online a Fraction of theralized after tie 6 odes f th fro the iddle of the band as a function of nonlinearity for N=6 circles, bold line, and 6 pluses. Diaonds show data for t= 7 and N=. The dotted line shows the fraction of the bifurcated breathers f b according to panel b. Panel b : the bifurcation values c for different odes vs their linear energies for N=. To all odes with c we have attributed c =; this set looks like two vertical lines at = on panel b. Rearkably, we have found that the breathers at the edges of the band, i.e., for n, are extreely stable: ost of the reain stable up to large values of 5. This corresponds to the nuerical observation of the strong suppression of the theralization for these odes. We ephasize here that because of the nonlinearity of the syste the superposition principle does not hold. This eans that to observe a stable breather ode one has to prepare initial conditions ostly close to this solution which is achieved here by choosing the initial conditions as a pure linear eigenode case B above. When one initially seeds one site, as in case A or uses other initial conditions not close to a breather, then this initial condition does not produce a breather because the latter typically does not survive nonlinear interaction with other coponents of the solution. If, for exaple, one starts with an excitation of two odes which are both stable at soe value of, one ight still see fast theralization because a superposition of two breathers is not a breather. Our ain conclusion is that the axially theralized state in a disordered nonlinear lattice Eq., which eerges as a result of chaotic dynaics, is described by the Gibbs distribution over the linear odes, with soe effective teperature depending on the initial excitation. Not all odes lead to theralization; soe fraction of the reains localized, but this fraction decreases with nonlinearity. We found that this can be explained by the disappearance via bifurcations as the nonlinearity increases of stable resonant odes breathers steing fro linear eigenstates. Further studies are still required to establish the properties of this theralization in dependence on the nonlinearity strength, disorder, and lattice size. β 56-

5 DYNAMICAL THERMALIZATION OF DISORDERED E. Feri, J. Pasta, S. Ula, and M. Tsingou, Los Alaos Report No. LA-9, 955 unpublished ; E. Feri, Collected Papers University of Chicago Press, Chicago, 965, Vol., p S. Lepri, R. Livi, and A. Politi, Phys. Rep. 77,. A. C. Cassidy, D. Mason, V. Dunjko, and M. Olshanii, Phys. Rev. Lett., 5 9. P. W. Anderson, Phys. Rev. 9, P. A. Lee and T. V. Raakrishnan, Rev. Mod. Phys. 57, ; I. M. Lifshits, S. A. Gredeskul, and L. A. Pastur, Introduction to the Theory of Disordered Systes Wiley & Sons, New York, B. Kraer and A. MacKinnon, Rep. Prog. Phys. 56, P. Sheng, Introduction to Wave Scattering, Localization and Mesoscopic Phenoena Springer, Berlin, 6. 8 J. Billy et al., Nature London 5, S. Fishan, D. R. Grepel, and R. E. Prange, Phys. Rev. A 6, ; B. V. Chirikov, F. M. Izrailev, and D. L. Shepelyansky, Physica D, F. Dalfovo et al., Rev. Mod. Phys. 7, S. E. Skipetrov and R. Maynard, Phys. Rev. Lett. 85, 76 ; T. Schwartz et al., Nature London 6, 5 7. Y. Lahini, A. Avidan, F. Pozzi, M. Sorel, R. Morandotti, D. N. Christodoulides, and Y. Silberberg, Phys. Rev. Lett., PHYSICAL REVIEW E 8, A. Dhar and J. L. Lebowitz, Phys. Rev. Lett., 8 ; G. S. Zavt, M. Wagner, and A. Lütze, Phys. Rev. E 7, M. I. Molina, Phys. Rev. B 58, ; G. Kopidakis et al., Phys. Rev. Lett., 8 8 ; S. Flach, D. O. Krier, and Ch. Skokos, ibid., 9. 5 A. S. Pikovsky and D. L. Shepelyansky, Phys. Rev. Lett., T. Paul, P. Leboeuf, N. Pavloff, K. Richter, and P. Schlagheck, Phys. Rev. A 7, S. Tietsche and A. S. Pikovsky, Europhys. Lett. 8, A siilar eigenode representation has a nonlinear kicked quantu rotator odel introduced in D. L. Shepelyansky, Phys. Rev. Lett. 7, P. Castiglione, G. Jona-Lasinio, and C. Presilla, J. Phys. A 9, G. Kopidakis and S. Aubry, Phys. Rev. Lett. 8, 6 ; Physica D, ; 9, 7. L. D. Landau and E. M. Lifshits, Statistical Mechanics Nauka, Moscow, 976. M. V. Ivanchenko, Phys. Rev. Lett., A. Ioin and S. Fishan, Phys. Rev. E 76,

Quantum algorithms (CO 781, Winter 2008) Prof. Andrew Childs, University of Waterloo LECTURE 15: Unstructured search and spatial search

Quantum algorithms (CO 781, Winter 2008) Prof. Andrew Childs, University of Waterloo LECTURE 15: Unstructured search and spatial search Quantu algoriths (CO 781, Winter 2008) Prof Andrew Childs, University of Waterloo LECTURE 15: Unstructured search and spatial search ow we begin to discuss applications of quantu walks to search algoriths

More information

A simple phenomenologic model for particle transport in spaceperiodic potentials in underdamped systems

A simple phenomenologic model for particle transport in spaceperiodic potentials in underdamped systems A siple phenoenologic odel for particle transport in spaceperiodic potentials in underdaped systes IG MARCHENKO 1,(a,b), II MARCHENKO 3, A ZHIGLO 1 1 NSC Kharov Institute of Physics and Technology, Aadeichesaya

More information

Extension of CSRSM for the Parametric Study of the Face Stability of Pressurized Tunnels

Extension of CSRSM for the Parametric Study of the Face Stability of Pressurized Tunnels Extension of CSRSM for the Paraetric Study of the Face Stability of Pressurized Tunnels Guilhe Mollon 1, Daniel Dias 2, and Abdul-Haid Soubra 3, M.ASCE 1 LGCIE, INSA Lyon, Université de Lyon, Doaine scientifique

More information

Synchronization in large directed networks of coupled phase oscillators

Synchronization in large directed networks of coupled phase oscillators CHAOS 16, 015107 2005 Synchronization in large directed networks of coupled phase oscillators Juan G. Restrepo a Institute for Research in Electronics and Applied Physics, University of Maryland, College

More information

SOLUTIONS. PROBLEM 1. The Hamiltonian of the particle in the gravitational field can be written as, x 0, + U(x), U(x) =

SOLUTIONS. PROBLEM 1. The Hamiltonian of the particle in the gravitational field can be written as, x 0, + U(x), U(x) = SOLUTIONS PROBLEM 1. The Hailtonian of the particle in the gravitational field can be written as { Ĥ = ˆp2, x 0, + U(x), U(x) = (1) 2 gx, x > 0. The siplest estiate coes fro the uncertainty relation. If

More information

Data-Driven Imaging in Anisotropic Media

Data-Driven Imaging in Anisotropic Media 18 th World Conference on Non destructive Testing, 16- April 1, Durban, South Africa Data-Driven Iaging in Anisotropic Media Arno VOLKER 1 and Alan HUNTER 1 TNO Stieltjesweg 1, 6 AD, Delft, The Netherlands

More information

Chaotic Coupled Map Lattices

Chaotic Coupled Map Lattices Chaotic Coupled Map Lattices Author: Dustin Keys Advisors: Dr. Robert Indik, Dr. Kevin Lin 1 Introduction When a syste of chaotic aps is coupled in a way that allows the to share inforation about each

More information

Ocean 420 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers

Ocean 420 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers Ocean 40 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers 1. Hydrostatic Balance a) Set all of the levels on one of the coluns to the lowest possible density.

More information

δ 12. We find a highly accurate analytic description of the functions δ 11 ( δ 0, n)

δ 12. We find a highly accurate analytic description of the functions δ 11 ( δ 0, n) Coplete-return spectru for a generalied Rosen-Zener two-state ter-crossing odel T.A. Shahverdyan, D.S. Mogilevtsev, V.M. Red kov, and A.M Ishkhanyan 3 Moscow Institute of Physics and Technology, 47 Dolgoprudni,

More information

Quasistationary distributions of dissipative nonlinear quantum oscillators in strong periodic driving fields

Quasistationary distributions of dissipative nonlinear quantum oscillators in strong periodic driving fields PHYSICAL REVIEW E VOLUME 61, NUMBER 5 MAY 2 Quasistationary distributions of dissipative nonlinear quantu oscillators in strong periodic driving fields Heinz-Peter Breuer, 1 Wolfgang Huber, 2 and Francesco

More information

Nonuniqueness of canonical ensemble theory. arising from microcanonical basis

Nonuniqueness of canonical ensemble theory. arising from microcanonical basis onuniueness of canonical enseble theory arising fro icrocanonical basis arxiv:uant-ph/99097 v2 25 Oct 2000 Suiyoshi Abe and A. K. Rajagopal 2 College of Science and Technology, ihon University, Funabashi,

More information

Chapter 6 1-D Continuous Groups

Chapter 6 1-D Continuous Groups Chapter 6 1-D Continuous Groups Continuous groups consist of group eleents labelled by one or ore continuous variables, say a 1, a 2,, a r, where each variable has a well- defined range. This chapter explores:

More information

Multiscale Entropy Analysis: A New Method to Detect Determinism in a Time. Series. A. Sarkar and P. Barat. Variable Energy Cyclotron Centre

Multiscale Entropy Analysis: A New Method to Detect Determinism in a Time. Series. A. Sarkar and P. Barat. Variable Energy Cyclotron Centre Multiscale Entropy Analysis: A New Method to Detect Deterinis in a Tie Series A. Sarkar and P. Barat Variable Energy Cyclotron Centre /AF Bidhan Nagar, Kolkata 700064, India PACS nubers: 05.45.Tp, 89.75.-k,

More information

Illustration of transition path theory on a collection of simple examples

Illustration of transition path theory on a collection of simple examples THE JOURNAL OF CHEMICAL PHYSICS 125, 084110 2006 Illustration of transition path theory on a collection of siple exaples Philipp Metzner a and Christof Schütte b Departent of Matheatics and Coputer Science,

More information

ma x = -bv x + F rod.

ma x = -bv x + F rod. Notes on Dynaical Systes Dynaics is the study of change. The priary ingredients of a dynaical syste are its state and its rule of change (also soeties called the dynaic). Dynaical systes can be continuous

More information

Supporting information for Self-assembly of multicomponent structures in and out of equilibrium

Supporting information for Self-assembly of multicomponent structures in and out of equilibrium Supporting inforation for Self-assebly of ulticoponent structures in and out of equilibriu Stephen Whitela 1, Rebecca Schulan 2, Lester Hedges 1 1 Molecular Foundry, Lawrence Berkeley National Laboratory,

More information

2 Q 10. Likewise, in case of multiple particles, the corresponding density in 2 must be averaged over all

2 Q 10. Likewise, in case of multiple particles, the corresponding density in 2 must be averaged over all Lecture 6 Introduction to kinetic theory of plasa waves Introduction to kinetic theory So far we have been odeling plasa dynaics using fluid equations. The assuption has been that the pressure can be either

More information

Chapter 12. Quantum gases Microcanonical ensemble

Chapter 12. Quantum gases Microcanonical ensemble Chapter 2 Quantu gases In classical statistical echanics, we evaluated therodynaic relations often for an ideal gas, which approxiates a real gas in the highly diluted liit. An iportant difference between

More information

The proofs of Theorem 1-3 are along the lines of Wied and Galeano (2013).

The proofs of Theorem 1-3 are along the lines of Wied and Galeano (2013). A Appendix: Proofs The proofs of Theore 1-3 are along the lines of Wied and Galeano (2013) Proof of Theore 1 Let D[d 1, d 2 ] be the space of càdlàg functions on the interval [d 1, d 2 ] equipped with

More information

Ph 20.3 Numerical Solution of Ordinary Differential Equations

Ph 20.3 Numerical Solution of Ordinary Differential Equations Ph 20.3 Nuerical Solution of Ordinary Differential Equations Due: Week 5 -v20170314- This Assignent So far, your assignents have tried to failiarize you with the hardware and software in the Physics Coputing

More information

First of all, because the base kets evolve according to the "wrong sign" Schrödinger equation (see pp ),

First of all, because the base kets evolve according to the wrong sign Schrödinger equation (see pp ), HW7.nb HW #7. Free particle path integral a) Propagator To siplify the notation, we write t t t, x x x and work in D. Since x i, p j i i j, we can just construct the 3D solution. First of all, because

More information

Numerical Studies of a Nonlinear Heat Equation with Square Root Reaction Term

Numerical Studies of a Nonlinear Heat Equation with Square Root Reaction Term Nuerical Studies of a Nonlinear Heat Equation with Square Root Reaction Ter Ron Bucire, 1 Karl McMurtry, 1 Ronald E. Micens 2 1 Matheatics Departent, Occidental College, Los Angeles, California 90041 2

More information

Reading from Young & Freedman: For this topic, read the introduction to chapter 25 and sections 25.1 to 25.3 & 25.6.

Reading from Young & Freedman: For this topic, read the introduction to chapter 25 and sections 25.1 to 25.3 & 25.6. PHY10 Electricity Topic 6 (Lectures 9 & 10) Electric Current and Resistance n this topic, we will cover: 1) Current in a conductor ) Resistivity 3) Resistance 4) Oh s Law 5) The Drude Model of conduction

More information

Slanted coupling of one-dimensional arrays of small tunnel junctions

Slanted coupling of one-dimensional arrays of small tunnel junctions JOURNAL OF APPLIED PHYSICS VOLUME 84, NUMBER 1 15 DECEMBER 1998 Slanted coupling of one-diensional arrays of sall tunnel junctions G. Y. Hu Departent of Physics and Astronoy, Louisiana State University,

More information

Figure 1: Equivalent electric (RC) circuit of a neurons membrane

Figure 1: Equivalent electric (RC) circuit of a neurons membrane Exercise: Leaky integrate and fire odel of neural spike generation This exercise investigates a siplified odel of how neurons spike in response to current inputs, one of the ost fundaental properties of

More information

Xiaoming Mao. Department of Physics and Astronomy, University of Pennsylvania. Collaborators: Tom Lubensky, Ning Xu, Anton Souslov, Andrea Liu

Xiaoming Mao. Department of Physics and Astronomy, University of Pennsylvania. Collaborators: Tom Lubensky, Ning Xu, Anton Souslov, Andrea Liu Xiaoing Mao Departent of Physics and Astronoy, University of Pennsylvania Collaborators: To Lubensky, Ning Xu, Anton Souslov, Andrea Liu Feb., 009 What is isostaticity? Isostatic systes are at the onset

More information

Scattering and bound states

Scattering and bound states Chapter Scattering and bound states In this chapter we give a review of quantu-echanical scattering theory. We focus on the relation between the scattering aplitude of a potential and its bound states

More information

P032 3D Seismic Diffraction Modeling in Multilayered Media in Terms of Surface Integrals

P032 3D Seismic Diffraction Modeling in Multilayered Media in Terms of Surface Integrals P032 3D Seisic Diffraction Modeling in Multilayered Media in Ters of Surface Integrals A.M. Aizenberg (Institute of Geophysics SB RAS, M. Ayzenberg* (Norwegian University of Science & Technology, H.B.

More information

Proc. of the IEEE/OES Seventh Working Conference on Current Measurement Technology UNCERTAINTIES IN SEASONDE CURRENT VELOCITIES

Proc. of the IEEE/OES Seventh Working Conference on Current Measurement Technology UNCERTAINTIES IN SEASONDE CURRENT VELOCITIES Proc. of the IEEE/OES Seventh Working Conference on Current Measureent Technology UNCERTAINTIES IN SEASONDE CURRENT VELOCITIES Belinda Lipa Codar Ocean Sensors 15 La Sandra Way, Portola Valley, CA 98 blipa@pogo.co

More information

Inspection; structural health monitoring; reliability; Bayesian analysis; updating; decision analysis; value of information

Inspection; structural health monitoring; reliability; Bayesian analysis; updating; decision analysis; value of information Cite as: Straub D. (2014). Value of inforation analysis with structural reliability ethods. Structural Safety, 49: 75-86. Value of Inforation Analysis with Structural Reliability Methods Daniel Straub

More information

Diffusion time-scale invariance, randomization processes, and memory effects in Lennard-Jones liquids

Diffusion time-scale invariance, randomization processes, and memory effects in Lennard-Jones liquids PHYSICAL REVIEW E 68, 52 23 Diffusion tie-scale invariance, randoization processes, and eory effects in Lennard-Jones liquids Renat M. Yuletyev* and Anatolii V. Mokshin Departent of Physics, Kazan State

More information

Optical Properties of Plasmas of High-Z Elements

Optical Properties of Plasmas of High-Z Elements Forschungszentru Karlsruhe Techni und Uwelt Wissenschaftlishe Berichte FZK Optical Properties of Plasas of High-Z Eleents V.Tolach 1, G.Miloshevsy 1, H.Würz Project Kernfusion 1 Heat and Mass Transfer

More information

Modulation of Harmonic Emission Spectra from Intense Laser-Plasma Interactions

Modulation of Harmonic Emission Spectra from Intense Laser-Plasma Interactions Modulation of Haronic Eission Spectra fro Intense Laser-Plasa Interactions T.J.M. Boyd and R. Ondarza-Rovira 2 Centre for Physics, University of Essex, Wivenhoe Park, Colchester CO4 3SQ, U.K. 2 ININ, A.P.

More information

Block designs and statistics

Block designs and statistics Bloc designs and statistics Notes for Math 447 May 3, 2011 The ain paraeters of a bloc design are nuber of varieties v, bloc size, nuber of blocs b. A design is built on a set of v eleents. Each eleent

More information

ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER

ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER IEPC 003-0034 ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER A. Bober, M. Guelan Asher Space Research Institute, Technion-Israel Institute of Technology, 3000 Haifa, Israel

More information

An analytical relation between relaxation time spectrum and molecular weight distribution

An analytical relation between relaxation time spectrum and molecular weight distribution An analytical relation between relaxation tie spectru and olecular weight distribution Wolfgang Thi, Christian Friedrich, a) Michael Marth, and Josef Honerkap b) Freiburger Materialforschungszentru, Stefan-Meier-Straße

More information

On random Boolean threshold networks

On random Boolean threshold networks On rando Boolean threshold networs Reinhard Hecel, Steffen Schober and Martin Bossert Institute of Telecounications and Applied Inforation Theory Ul University Albert-Einstein-Allee 43, 89081Ul, Gerany

More information

Ch 12: Variations on Backpropagation

Ch 12: Variations on Backpropagation Ch 2: Variations on Backpropagation The basic backpropagation algorith is too slow for ost practical applications. It ay take days or weeks of coputer tie. We deonstrate why the backpropagation algorith

More information

Nonmonotonic Networks. a. IRST, I Povo (Trento) Italy, b. Univ. of Trento, Physics Dept., I Povo (Trento) Italy

Nonmonotonic Networks. a. IRST, I Povo (Trento) Italy, b. Univ. of Trento, Physics Dept., I Povo (Trento) Italy Storage Capacity and Dynaics of Nononotonic Networks Bruno Crespi a and Ignazio Lazzizzera b a. IRST, I-38050 Povo (Trento) Italy, b. Univ. of Trento, Physics Dept., I-38050 Povo (Trento) Italy INFN Gruppo

More information

Classical systems in equilibrium

Classical systems in equilibrium 35 Classical systes in equilibriu Ideal gas Distinguishable particles Here we assue that every particle can be labeled by an index i... and distinguished fro any other particle by its label if not by any

More information

A Simplified Analytical Approach for Efficiency Evaluation of the Weaving Machines with Automatic Filling Repair

A Simplified Analytical Approach for Efficiency Evaluation of the Weaving Machines with Automatic Filling Repair Proceedings of the 6th SEAS International Conference on Siulation, Modelling and Optiization, Lisbon, Portugal, Septeber -4, 006 0 A Siplified Analytical Approach for Efficiency Evaluation of the eaving

More information

Mathematical Models to Determine Stable Behavior of Complex Systems

Mathematical Models to Determine Stable Behavior of Complex Systems Journal of Physics: Conference Series PAPER OPEN ACCESS Matheatical Models to Deterine Stable Behavior of Coplex Systes To cite this article: V I Suin et al 08 J. Phys.: Conf. Ser. 05 0336 View the article

More information

Kinetic Theory of Gases: Elementary Ideas

Kinetic Theory of Gases: Elementary Ideas Kinetic Theory of Gases: Eleentary Ideas 17th February 2010 1 Kinetic Theory: A Discussion Based on a Siplified iew of the Motion of Gases 1.1 Pressure: Consul Engel and Reid Ch. 33.1) for a discussion

More information

Optimal nonlinear Bayesian experimental design: an application to amplitude versus offset experiments

Optimal nonlinear Bayesian experimental design: an application to amplitude versus offset experiments Geophys. J. Int. (23) 155, 411 421 Optial nonlinear Bayesian experiental design: an application to aplitude versus offset experients Jojanneke van den Berg, 1, Andrew Curtis 2,3 and Jeannot Trapert 1 1

More information

A method to determine relative stroke detection efficiencies from multiplicity distributions

A method to determine relative stroke detection efficiencies from multiplicity distributions A ethod to deterine relative stroke detection eiciencies ro ultiplicity distributions Schulz W. and Cuins K. 2. Austrian Lightning Detection and Inoration Syste (ALDIS), Kahlenberger Str.2A, 90 Vienna,

More information

13 Harmonic oscillator revisited: Dirac s approach and introduction to Second Quantization

13 Harmonic oscillator revisited: Dirac s approach and introduction to Second Quantization 3 Haronic oscillator revisited: Dirac s approach and introduction to Second Quantization. Dirac cae up with a ore elegant way to solve the haronic oscillator proble. We will now study this approach. The

More information

Non-Parametric Non-Line-of-Sight Identification 1

Non-Parametric Non-Line-of-Sight Identification 1 Non-Paraetric Non-Line-of-Sight Identification Sinan Gezici, Hisashi Kobayashi and H. Vincent Poor Departent of Electrical Engineering School of Engineering and Applied Science Princeton University, Princeton,

More information

The Characteristic Planet

The Characteristic Planet The Characteristic Planet Brano Zivla, bzivla@gail.co Abstract: I have calculated a relation significant for planets fro a logical starting point that a whole and its parts are ianently depandant on each

More information

III.H Zeroth Order Hydrodynamics

III.H Zeroth Order Hydrodynamics III.H Zeroth Order Hydrodynaics As a first approxiation, we shall assue that in local equilibriu, the density f 1 at each point in space can be represented as in eq.iii.56, i.e. f 0 1 p, q, t = n q, t

More information

This model assumes that the probability of a gap has size i is proportional to 1/i. i.e., i log m e. j=1. E[gap size] = i P r(i) = N f t.

This model assumes that the probability of a gap has size i is proportional to 1/i. i.e., i log m e. j=1. E[gap size] = i P r(i) = N f t. CS 493: Algoriths for Massive Data Sets Feb 2, 2002 Local Models, Bloo Filter Scribe: Qin Lv Local Models In global odels, every inverted file entry is copressed with the sae odel. This work wells when

More information

Kinetic Theory of Gases: Elementary Ideas

Kinetic Theory of Gases: Elementary Ideas Kinetic Theory of Gases: Eleentary Ideas 9th February 011 1 Kinetic Theory: A Discussion Based on a Siplified iew of the Motion of Gases 1.1 Pressure: Consul Engel and Reid Ch. 33.1) for a discussion of

More information

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon Model Fitting CURM Background Material, Fall 014 Dr. Doreen De Leon 1 Introduction Given a set of data points, we often want to fit a selected odel or type to the data (e.g., we suspect an exponential

More information

Analysis of Impulsive Natural Phenomena through Finite Difference Methods A MATLAB Computational Project-Based Learning

Analysis of Impulsive Natural Phenomena through Finite Difference Methods A MATLAB Computational Project-Based Learning Analysis of Ipulsive Natural Phenoena through Finite Difference Methods A MATLAB Coputational Project-Based Learning Nicholas Kuia, Christopher Chariah, Mechatronics Engineering, Vaughn College of Aeronautics

More information

Analysis of ground vibration transmission in high precision equipment by Frequency Based Substructuring

Analysis of ground vibration transmission in high precision equipment by Frequency Based Substructuring Analysis of ground vibration transission in high precision equipent by Frequency Based Substructuring G. van Schothorst 1, M.A. Boogaard 2, G.W. van der Poel 1, D.J. Rixen 2 1 Philips Innovation Services,

More information

The Weierstrass Approximation Theorem

The Weierstrass Approximation Theorem 36 The Weierstrass Approxiation Theore Recall that the fundaental idea underlying the construction of the real nubers is approxiation by the sipler rational nubers. Firstly, nubers are often deterined

More information

(a) Why cannot the Carnot cycle be applied in the real world? Because it would have to run infinitely slowly, which is not useful.

(a) Why cannot the Carnot cycle be applied in the real world? Because it would have to run infinitely slowly, which is not useful. PHSX 446 FINAL EXAM Spring 25 First, soe basic knowledge questions You need not show work here; just give the answer More than one answer ight apply Don t waste tie transcribing answers; just write on

More information

Hee = ~ dxdy\jj+ (x) 'IJ+ (y) u (x- y) \jj (y) \jj (x), V, = ~ dx 'IJ+ (x) \jj (x) V (x), Hii = Z 2 ~ dx dy cp+ (x) cp+ (y) u (x- y) cp (y) cp (x),

Hee = ~ dxdy\jj+ (x) 'IJ+ (y) u (x- y) \jj (y) \jj (x), V, = ~ dx 'IJ+ (x) \jj (x) V (x), Hii = Z 2 ~ dx dy cp+ (x) cp+ (y) u (x- y) cp (y) cp (x), SOVIET PHYSICS JETP VOLUME 14, NUMBER 4 APRIL, 1962 SHIFT OF ATOMIC ENERGY LEVELS IN A PLASMA L. E. PARGAMANIK Khar'kov State University Subitted to JETP editor February 16, 1961; resubitted June 19, 1961

More information

Phase transition theory of pulse formation in passively mode-locked lasers with dispersion and Kerr nonlinearity

Phase transition theory of pulse formation in passively mode-locked lasers with dispersion and Kerr nonlinearity Optics Counications 223 (2003) 151 156 www.elsevier.co/locate/optco Phase transition theory of pulse foration in passively ode-locked lasers with dispersion and Kerr nonlinearity Ariel Gordon, Baruch Fischer

More information

Lecture #8-3 Oscillations, Simple Harmonic Motion

Lecture #8-3 Oscillations, Simple Harmonic Motion Lecture #8-3 Oscillations Siple Haronic Motion So far we have considered two basic types of otion: translation and rotation. But these are not the only two types of otion we can observe in every day life.

More information

OBJECTIVES INTRODUCTION

OBJECTIVES INTRODUCTION M7 Chapter 3 Section 1 OBJECTIVES Suarize data using easures of central tendency, such as the ean, edian, ode, and idrange. Describe data using the easures of variation, such as the range, variance, and

More information

An Exactly Soluble Multiatom-Multiphoton Coupling Model

An Exactly Soluble Multiatom-Multiphoton Coupling Model Brazilian Journal of Physics vol no 4 Deceber 87 An Exactly Soluble Multiato-Multiphoton Coupling Model A N F Aleixo Instituto de Física Universidade Federal do Rio de Janeiro Rio de Janeiro RJ Brazil

More information

Fast Structural Similarity Search of Noncoding RNAs Based on Matched Filtering of Stem Patterns

Fast Structural Similarity Search of Noncoding RNAs Based on Matched Filtering of Stem Patterns Fast Structural Siilarity Search of Noncoding RNs Based on Matched Filtering of Ste Patterns Byung-Jun Yoon Dept. of Electrical Engineering alifornia Institute of Technology Pasadena, 91125, S Eail: bjyoon@caltech.edu

More information

Anisotropic reference media and the possible linearized approximations for phase velocities of qs waves in weakly anisotropic media

Anisotropic reference media and the possible linearized approximations for phase velocities of qs waves in weakly anisotropic media INSTITUTE OF PHYSICS PUBLISHING JOURNAL OF PHYSICS D: APPLIED PHYSICS J. Phys. D: Appl. Phys. 5 00 007 04 PII: S00-770867-6 Anisotropic reference edia and the possible linearized approxiations for phase

More information

NUMERICAL MODELLING OF THE TYRE/ROAD CONTACT

NUMERICAL MODELLING OF THE TYRE/ROAD CONTACT NUMERICAL MODELLING OF THE TYRE/ROAD CONTACT PACS REFERENCE: 43.5.LJ Krister Larsson Departent of Applied Acoustics Chalers University of Technology SE-412 96 Sweden Tel: +46 ()31 772 22 Fax: +46 ()31

More information

Spreading mechanism of wave packets in one dimensional disordered Klein-Gordon chains

Spreading mechanism of wave packets in one dimensional disordered Klein-Gordon chains Spreading mechanism of wave packets in one dimensional disordered Klein-Gordon chains Haris Skokos Max Planck Institute for the Physics of Complex Systems Dresden, Germany E-mail: hskokos@pks.mpg.de URL:

More information

COULD A VARIABLE MASS OSCILLATOR EXHIBIT THE LATERAL INSTABILITY?

COULD A VARIABLE MASS OSCILLATOR EXHIBIT THE LATERAL INSTABILITY? Kragujevac J. Sci. 3 (8) 3-44. UDC 53.35 3 COULD A VARIABLE MASS OSCILLATOR EXHIBIT THE LATERAL INSTABILITY? Nebojša Danilović, Milan Kovačević and Vukota Babović Institute of Physics, Faculty of Science,

More information

COS 424: Interacting with Data. Written Exercises

COS 424: Interacting with Data. Written Exercises COS 424: Interacting with Data Hoework #4 Spring 2007 Regression Due: Wednesday, April 18 Written Exercises See the course website for iportant inforation about collaboration and late policies, as well

More information

13.2 Fully Polynomial Randomized Approximation Scheme for Permanent of Random 0-1 Matrices

13.2 Fully Polynomial Randomized Approximation Scheme for Permanent of Random 0-1 Matrices CS71 Randoness & Coputation Spring 018 Instructor: Alistair Sinclair Lecture 13: February 7 Disclaier: These notes have not been subjected to the usual scrutiny accorded to foral publications. They ay

More information

The accelerated expansion of the universe is explained by quantum field theory.

The accelerated expansion of the universe is explained by quantum field theory. The accelerated expansion of the universe is explained by quantu field theory. Abstract. Forulas describing interactions, in fact, use the liiting speed of inforation transfer, and not the speed of light.

More information

Chapter 1 Introduction and Kinetics of Particles

Chapter 1 Introduction and Kinetics of Particles Chapter 1 Introduction and Kinetics of Particles 1.1 Introduction There are two ain approaches in siulating the transport equations (heat, ass, and oentu), continuu and discrete. In continuu approach,

More information

Supplementary Information for Design of Bending Multi-Layer Electroactive Polymer Actuators

Supplementary Information for Design of Bending Multi-Layer Electroactive Polymer Actuators Suppleentary Inforation for Design of Bending Multi-Layer Electroactive Polyer Actuators Bavani Balakrisnan, Alek Nacev, and Elisabeth Sela University of Maryland, College Park, Maryland 074 1 Analytical

More information

Possible experimentally observable effects of vertex corrections in superconductors

Possible experimentally observable effects of vertex corrections in superconductors PHYSICAL REVIEW B VOLUME 58, NUMBER 21 1 DECEMBER 1998-I Possible experientally observable effects of vertex corrections in superconductors P. Miller and J. K. Freericks Departent of Physics, Georgetown

More information

DESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS *

DESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS * IJST, Transactions of Mechanical Engineering, Vol. 39, No. M1, pp 89-100 Printed in The Islaic Republic of Iran, 2015 Shira University DESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS

More information

Physics 215 Winter The Density Matrix

Physics 215 Winter The Density Matrix Physics 215 Winter 2018 The Density Matrix The quantu space of states is a Hilbert space H. Any state vector ψ H is a pure state. Since any linear cobination of eleents of H are also an eleent of H, it

More information

Q5 We know that a mass at the end of a spring when displaced will perform simple m harmonic oscillations with a period given by T = 2!

Q5 We know that a mass at the end of a spring when displaced will perform simple m harmonic oscillations with a period given by T = 2! Chapter 4.1 Q1 n oscillation is any otion in which the displaceent of a particle fro a fixed point keeps changing direction and there is a periodicity in the otion i.e. the otion repeats in soe way. In

More information

The Transactional Nature of Quantum Information

The Transactional Nature of Quantum Information The Transactional Nature of Quantu Inforation Subhash Kak Departent of Coputer Science Oklahoa State University Stillwater, OK 7478 ABSTRACT Inforation, in its counications sense, is a transactional property.

More information

Celal S. Konor Release 1.1 (identical to 1.0) 3/21/08. 1-Hybrid isentropic-sigma vertical coordinate and governing equations in the free atmosphere

Celal S. Konor Release 1.1 (identical to 1.0) 3/21/08. 1-Hybrid isentropic-sigma vertical coordinate and governing equations in the free atmosphere Celal S. Konor Release. (identical to.0) 3/2/08 -Hybrid isentropic-siga vertical coordinate governing equations in the free atosphere This section describes the equations in the free atosphere of the odel.

More information

Numerical Solution of the MRLW Equation Using Finite Difference Method. 1 Introduction

Numerical Solution of the MRLW Equation Using Finite Difference Method. 1 Introduction ISSN 1749-3889 print, 1749-3897 online International Journal of Nonlinear Science Vol.1401 No.3,pp.355-361 Nuerical Solution of the MRLW Equation Using Finite Difference Method Pınar Keskin, Dursun Irk

More information

A note on the multiplication of sparse matrices

A note on the multiplication of sparse matrices Cent. Eur. J. Cop. Sci. 41) 2014 1-11 DOI: 10.2478/s13537-014-0201-x Central European Journal of Coputer Science A note on the ultiplication of sparse atrices Research Article Keivan Borna 12, Sohrab Aboozarkhani

More information

IN A SENSE, every material is a composite, even if the

IN A SENSE, every material is a composite, even if the IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, VOL. 47, NO. 11, NOVEMBER 1999 2075 Magnetis fro Conductors and Enhanced Nonlinear Phenoena J. B. Pendry, A. J. Holden, D. J. Robbins, and W. J. Stewart,

More information

lecture 37: Linear Multistep Methods: Absolute Stability, Part I lecture 38: Linear Multistep Methods: Absolute Stability, Part II

lecture 37: Linear Multistep Methods: Absolute Stability, Part I lecture 38: Linear Multistep Methods: Absolute Stability, Part II lecture 37: Linear Multistep Methods: Absolute Stability, Part I lecture 3: Linear Multistep Methods: Absolute Stability, Part II 5.7 Linear ultistep ethods: absolute stability At this point, it ay well

More information

Interactive Markov Models of Evolutionary Algorithms

Interactive Markov Models of Evolutionary Algorithms Cleveland State University EngagedScholarship@CSU Electrical Engineering & Coputer Science Faculty Publications Electrical Engineering & Coputer Science Departent 2015 Interactive Markov Models of Evolutionary

More information

Numerically repeated support splitting and merging phenomena in a porous media equation with strong absorption. Kenji Tomoeda

Numerically repeated support splitting and merging phenomena in a porous media equation with strong absorption. Kenji Tomoeda Journal of Math-for-Industry, Vol. 3 (C-), pp. Nuerically repeated support splitting and erging phenoena in a porous edia equation with strong absorption To the eory of y friend Professor Nakaki. Kenji

More information

arxiv:cond-mat/ v1 [cond-mat.stat-mech] 11 Jan 2007

arxiv:cond-mat/ v1 [cond-mat.stat-mech] 11 Jan 2007 Transport and Helfand oents in the Lennard-Jones fluid. II. Theral conductivity arxiv:cond-at/7125v1 [cond-at.stat-ech] 11 Jan 27 S. Viscardy, J. Servantie, and P. Gaspard Center for Nonlinear Phenoena

More information

A Markov Framework for the Simple Genetic Algorithm

A Markov Framework for the Simple Genetic Algorithm A arkov Fraework for the Siple Genetic Algorith Thoas E. Davis*, Jose C. Principe Electrical Engineering Departent University of Florida, Gainesville, FL 326 *WL/NGS Eglin AFB, FL32542 Abstract This paper

More information

A remark on a success rate model for DPA and CPA

A remark on a success rate model for DPA and CPA A reark on a success rate odel for DPA and CPA A. Wieers, BSI Version 0.5 andreas.wieers@bsi.bund.de Septeber 5, 2018 Abstract The success rate is the ost coon evaluation etric for easuring the perforance

More information

Experimental Design For Model Discrimination And Precise Parameter Estimation In WDS Analysis

Experimental Design For Model Discrimination And Precise Parameter Estimation In WDS Analysis City University of New York (CUNY) CUNY Acadeic Works International Conference on Hydroinforatics 8-1-2014 Experiental Design For Model Discriination And Precise Paraeter Estiation In WDS Analysis Giovanna

More information

Friction Induced Hunting Limit Cycles: An Event Mapping Approach

Friction Induced Hunting Limit Cycles: An Event Mapping Approach Friction Induced Hunting Liit Cycles: An Event Mapping Approach Ron H.A. Hensen, Marinus (René) J.G. van de Molengraft Control Systes Technology Group, Departent of Mechanical Engineering, Eindhoven University

More information

On the Maximum Likelihood Estimation of Weibull Distribution with Lifetime Data of Hard Disk Drives

On the Maximum Likelihood Estimation of Weibull Distribution with Lifetime Data of Hard Disk Drives 314 Int'l Conf. Par. and Dist. Proc. Tech. and Appl. PDPTA'17 On the Maxiu Likelihood Estiation of Weibull Distribution with Lifetie Data of Hard Disk Drives Daiki Koizui Departent of Inforation and Manageent

More information

Toroidal coupling of ideal magnetohydrodynamic instabilities in tokamak plasmas

Toroidal coupling of ideal magnetohydrodynamic instabilities in tokamak plasmas Toroidal coupling of ideal agnetohydrodynaic instabilities in tokaak plasas C. C. Hegna, J. W. Connor, R. J. Hastie, and H. R. Wilson Citation: Phys. Plasas 3, 584 (996); doi: 0.063/.87886 View online:

More information

Kinematics and dynamics, a computational approach

Kinematics and dynamics, a computational approach Kineatics and dynaics, a coputational approach We begin the discussion of nuerical approaches to echanics with the definition for the velocity r r ( t t) r ( t) v( t) li li or r( t t) r( t) v( t) t for

More information

Generalized Rayleigh Wave Dispersion in a Covered Half-space Made of Viscoelastic Materials

Generalized Rayleigh Wave Dispersion in a Covered Half-space Made of Viscoelastic Materials Copyright 7 Tech Science Press CMC vol.53 no.4 pp.37-34 7 Generalized Rayleigh Wave Dispersion in a Covered Half-space Made of Viscoelastic Materials S.D. Akbarov and M. Negin 3 Abstract: Dispersion of

More information

Measuring Temperature with a Silicon Diode

Measuring Temperature with a Silicon Diode Measuring Teperature with a Silicon Diode Due to the high sensitivity, nearly linear response, and easy availability, we will use a 1N4148 diode for the teperature transducer in our easureents 10 Analysis

More information

Spine Fin Efficiency A Three Sided Pyramidal Fin of Equilateral Triangular Cross-Sectional Area

Spine Fin Efficiency A Three Sided Pyramidal Fin of Equilateral Triangular Cross-Sectional Area Proceedings of the 006 WSEAS/IASME International Conference on Heat and Mass Transfer, Miai, Florida, USA, January 18-0, 006 (pp13-18) Spine Fin Efficiency A Three Sided Pyraidal Fin of Equilateral Triangular

More information

USEFUL HINTS FOR SOLVING PHYSICS OLYMPIAD PROBLEMS. By: Ian Blokland, Augustana Campus, University of Alberta

USEFUL HINTS FOR SOLVING PHYSICS OLYMPIAD PROBLEMS. By: Ian Blokland, Augustana Campus, University of Alberta 1 USEFUL HINTS FOR SOLVING PHYSICS OLYMPIAD PROBLEMS By: Ian Bloland, Augustana Capus, University of Alberta For: Physics Olypiad Weeend, April 6, 008, UofA Introduction: Physicists often attept to solve

More information

Elastic wave transmission at an abrupt junction in a thin plate with application to heat transport and vibrations in mesoscopic systems

Elastic wave transmission at an abrupt junction in a thin plate with application to heat transport and vibrations in mesoscopic systems PHYSICAL REVIEW B, VOLUME 64, 08534 Elastic wave transission at an abrupt junction in a thin plate with application to heat transport and vibrations in esoscopic systes M. C. Cross Condensed Matter Physics

More information

Molecular dynamics algorithm for multiple time scales: Systems with long range forces

Molecular dynamics algorithm for multiple time scales: Systems with long range forces Molecular dynaics algorith for ultiple tie scales: Systes with long range forces Mark E. Tuckeran@ Bruce J. Berne Departent of Cheistry, Colubia University, New York, New York 10027 Glenn J. Martyna Departent

More information

E0 370 Statistical Learning Theory Lecture 6 (Aug 30, 2011) Margin Analysis

E0 370 Statistical Learning Theory Lecture 6 (Aug 30, 2011) Margin Analysis E0 370 tatistical Learning Theory Lecture 6 (Aug 30, 20) Margin Analysis Lecturer: hivani Agarwal cribe: Narasihan R Introduction In the last few lectures we have seen how to obtain high confidence bounds

More information

Incorporating strain gradient effects in a multi-scale constitutive framework for nickel-base superalloys

Incorporating strain gradient effects in a multi-scale constitutive framework for nickel-base superalloys Incorporating strain gradient effects in a ulti-scale constitutive fraework for nickel-base superalloys Tiedo Tinga, Marcel Brekelans, Marc Geers To cite this version: Tiedo Tinga, Marcel Brekelans, Marc

More information

Physics 139B Solutions to Homework Set 3 Fall 2009

Physics 139B Solutions to Homework Set 3 Fall 2009 Physics 139B Solutions to Hoework Set 3 Fall 009 1. Consider a particle of ass attached to a rigid assless rod of fixed length R whose other end is fixed at the origin. The rod is free to rotate about

More information