CHAOS VOLUME 10, NUMBER 3 SEPTEMBER 2000 Dynamics of a gravitationally loaded chain of elastic beads Marian Manciu, Victoria N. Tehan, and Surajit Sena) Department of Physics, State University of New York at Buffalo, Buffalo, New York 14260-1500 共Received 10 August 1999; accepted for publication 3 January 2000兲 Elastic beads repel in a highly nonlinear fashion, as described by Hertz law, when they are compressed against one another. Vertical stacking results in significant compressions of beads at finite distances from the surface of the stack due to gravity. Analytic studies that have been reported in the literature assume acoustic excitations upon weak perturbation 关J. Hong et al., Phys. Rev. Lett. 82, 3058 共1999兲兴 and soliton-like excitations upon strong perturbation 关V. Nesterenko, J. Appl. Mech. Tech. Phys. 5, 733 共1983兲; S. Sen and M. Manciu, Physica A 268, 644 共1999兲兴. The present study probes the position, velocity and acceleration and selected two-point temporal correlations and their power spectra for individual beads for cases in which the system has been 共i兲 weakly, 共ii兲 strongly, and 共iii兲 moderately perturbed at the surface in the sense specified in the text. Our studies reveal the existence of distinctly different dynamical behavior of the tagged beads, in contrast to conventional acoustic response, as the strength of the perturbation is varied at fixed gravitational loading. We also comment on the effects of polydispersity on system dynamics and probe the relaxation of isolated light and heavy beads in the chain. © 2000 American Institute of Physics. 关S1054-1500共00兲00902-2兴 time evolution behavior of weakly perturbed systems and of their relaxation to their original equilibrium states can be formally described in terms of Kubo’s linear response theory.1 When the initial perturbation imparts a significant amount of energy to a subset of particles of the system, the Hamiltonian describing the system may need to be modified to account for the interactions that may be invoked due to the additional energy acquired by the system. As far as we are aware of, there is no general and well tested theoretical infrastructure to describe time evolution processes and the long-time behavior of many particle systems that have been subjected to strong perturbations. In the present work, we focus upon a strongly anharmonic system that is subjected to ␦-function perturbations of variable amplitudes at a boundary. The response of the system is then probed by numerically solving the relevant system of nonlinear equations of motion. We start with a finite chain of elastic beads.5,6 The calculations are structured in such a way that the boundary effects do not affect the dynamics. The chain can be thought of as being oriented horizontally, vertically and in any angle that is greater than 0 degrees and is less than or equal to 90 degrees.7 For all orientations except the horizontal one, an external gravitational force acts on each bead. The role of the gravitational force, is to progressively load the beads as one gets farther from the ‘‘surface’’ bead. Dynamical behavior of chains of elastic beads with progressive loading is markedly different from that with constant loading and is discussed in Ref. 7. As we shall see, the strength of the gravitational force and the magnitude of the perturbation imparted to the system at time t⫽0 strongly affect the dynamical behavior of the system.8,9 In our studies, without any loss of generality, we shall keep the magnitude of the gravitational force constant and vary the amplitude of the ␦-function perturbation. Also, the per- In 1881, Hertz showed that elastic beads repel upon intimate contact in a strongly nonlinear fashion. We have shown that a ␦-function perturbation of arbitrary magnitude imparted at a boundary of a chain of elastic beads that barely touch one another, develops into a traveling solitary wave of finite width. When the beads are initially in equilibrium and subjected to progressive gravitational loading, however, the ␦-function perturbation becomes dispersive as it travels in space and time. In this study, we probe the nature of spreading of the perturbation for various amplitudes of the initial perturbation in a gravitationally loaded chain of beads. We show that regardless of how weak the amplitude of the perturbation may be, the beads do not return to their original equilibrium configurations. Our studies recover expected dispersion behavior in the limits of vanishingly weak and overwhelmingly dominant initial perturbations. We probe the relaxation behavior of the beads for various impulse amplitudes and show that weak polydispersity introduces very slow relaxation of the beads in the chain. We close with a discussion of the sojourn of a perturbation as it backscatters off a light or heavy mass impurity. I. INTRODUCTION When a many particle system is weakly perturbed, a vanishingly small amount of energy is imparted to the system. This infinitesimal additional energy typically resides on a subset of particles of the system at time t⫽0. As t progresses, the additional energy disperses in space.1 Eventually, as t→⬁, if the system is ergodic, every particle returns to its original equilibrium state.2–4 The study of the a兲 Author to whom correspondence should be addressed. Electronic mail: [email protected] 1054-1500/2000/10(3)/658/12/$17.00 658 © 2000 American Institute of Physics Downloaded 14 Jul 2004 to 195.19.203.67. Redistribution subject to AIP license or copyright, see http://chaos.aip.org/chaos/copyright.jsp Chaos, Vol. 10, No. 3, 2000 Dynamics of elastic beads turbation will always be applied at a boundary of the system. We choose this boundary to be the surface bead, which does not suffer any gravitational loading by virtue of its position. It has been suggested in the literature that when the initial perturbation is infinitesimally weak, the time evolution of any bead, which is far enough from the surface, can be described using linearized equations of motion.10 It is also known that the dynamical behavior has interesting properties and exhibits soliton-like features for sufficiently strong perturbations.5,11 The solitons were first observed experimentally by Lazaridi and Nesterenko.6 Recent experiments carried out on a horizontal chain of steel spheres, in which the spheres are barely in contact, have reconfirmed the presence of soliton-like excitations in this system12 and have improved upon earlier work. We find that for weak perturbations, where the bead displacements are assumed to be significantly less than the ambient compression of beads, the system responds in a manner that is distinctly nonlinear. Hence, we contend that linearization of the equations of motion is of limited value. For strong perturbations, we find that our model system supports the propagation of shock-like fronts that possess some of the characteristics of soliton-like behavior reported by Nesterenko5,6 and by Sen and Manciu.10 We also address the dynamics of light and heavy impurity beads located at finite distances from the surface grain in the system. It turns out that impurity beads backscatter a part of the incoming perturbation. Hence, the dynamics of impurity grains are expected to provide valuable insights into the process of backscattering of the perturbation for various amplitudes of the initial impulse. Finally, we extend our studies to explore the effects of randomness in the size distribution of beads. This study is arranged as follows. In Sec. II we discuss the equations of motion. Section III presents a summary of earlier analytical work. The results for the dynamics of the displacement function of a tagged bead in a monodisperse chain, of correlation functions in the same system and of the dynamics of impurity beads are presented in Sec. IV–VI, respectively. The work is summarized in Sec. VII. II. EQUATIONS OF MOTION A single elastic bead can be characterized by two intrinsic parameters; the Young’s Modulus Y and the Poisson’s ratio . In addition, parameters may be needed to describe the geometrical properties of the bead itself. For spherical beads, only one parameter, namely the radius R, is needed. It turns out that when two identical beads are in mutual contact and are pressed against one another, potential energy is gained by the two-bead system. This potential leads to a repulsive force between the two beads.13 In one-dimension, let z i and z i⫹1 denote the locations of two adjacent beads of radii R and R ⬘ , and Young’s moduli and Poisson ratios Y, Y ⬘ and and ⬘ , respectively. Then one can define an ‘‘overlap function’’ ␦ ⬅R⫹R ⬘ ⫺(z i ⫺z i⫹1 )⬎0, if the beads are compressed and is 0 when they are barely in contact. One can show that for spherical beads13–15 V 共 ␦ 兲 ⫽a ␦ 5/2, 共1兲 659 and in general V( ␦ )⫽a ␦ p⫹1 ,p⬎1, where a⫽ 共 52 D 共 Y ,Y ⬘ , , ⬘ 兲兲关 RR ⬘ / 共 R⫹R ⬘ 兲兴 1/2, D 共 Y ,Y ⬘ , , ⬘ 兲 ⫽ 共 3/4兲关共 1⫺ 2 兲 /Y ⫹ 共 1⫺ ⬘ 2 兲 /Y ⬘ 兴 . 共2a兲 共2b兲 In Eq. 共1兲, the repulsive potential and hence the repulsive force are nonlinear. Thus, when two elastic beads that are initially barely in contact, are compressed against one another, no matter how small the compression is, an intrinsically nonlinear repulsive force comes into play. As we shall see below, if the beads were initially slightly compressed, i.e., loaded, then further compression by the same overlap ␦ would result in a repulsive force that is less in magnitude compared to the nonloaded case. Thus, it matters greatly as to whether the beads in the one-dimensional chain are initially nonloaded or loaded 共i.e., precompressed兲. In the nonloaded case, the dynamics of the elastic beads is highly nonlinear in nature. As we shall see, it is in this limit that one realizes the propagation of soliton-like excitations or shock fronts in a chain of elastic beads in contact. In the loaded case, the soliton-like excitations become quickly dispersive as the precompressed grains are able to ‘‘rattle’’ back and forth about their original positions. It is important to observe that in the analyses of impulse propagation carried out in the continuum approximation, the precompressed state is formally required to obtain soliton behavior. While the two claims are in apparent disagreement, the point to remember is that our study is conducted for the original equation of motion while that of Nesterenko and others have been carried out with a modified equation and in the long wavelength approximation. As far as we know, our study does not possess a continuum limit and hence cannot be mapped to that of Nesterenko via some manipulation of a control parameter. The linear response regime with acoustic propagation of the perturbation is realized in the loaded regime. In addition to the Hertz potential,13 the grains also experience a gravitational potential. We define the zero of this potential at the bottom grain of the chain. The equation of motion of a spherical grain, in a chain of monodisperse spherical grains in contact, labeled i at location z i and moving with acceleration d 2 z i /dt 2 can be written as md 2 z i /dt 2 ⫽A 关共 A 0 ⫺z i ⫹z i⫺1 兲 3/2⫺ 共 ⌬ 0 ⫺z i⫹1 ⫹z i 兲 3/2兴 ⫹mg, 共3a兲 where A⫽5a/2, g is the gravitational acceleration and R is the radius of each grain 共assumed to be homogeneous for the sake of simplicity兲. The position of each bead can be readily obtained by using the condition of static equilibrium on the bead, namely mg⫽ 共 p⫹1 兲 a ␦ 3/2, 共3b兲 where denotes the number of grains above the grain for which the overlap and hence the position coordinate upon gravitational loading is being determined. The quantity ⌬ 0 ⬅2R. It is convenient to carry out a change of coordinates and define the following quantity: Downloaded 14 Jul 2004 to 195.19.203.67. Redistribution subject to AIP license or copyright, see http://chaos.aip.org/chaos/copyright.jsp 660 Chaos, Vol. 10, No. 3, 2000 i i ⫽z i ⫺i⌬ 0 ⫹⌺ l⫽1 共 mgl/A 兲 2/3. Manciu, Tehan, and Sen 共4兲 The equation of motion can now be rewritten as md 2 i /dt 2 ⫽A 关 兵 i⫺1 ⫺ i ⫹ 共 mgi/A 兲 2/3其 3/2⫺ 兵 i ⫺ i⫹1 ⫹ 共 mg 共 i⫹1 兲 /A 兲 2/3其 3/2兴 ⫹mg. 共5兲 Equation 共5兲 cannot be solved analytically. Nesterenko has analyzed the nonlinear behavior of Eq. 共5兲 in the long wavelength regime5,6 and have reported that perturbation imparted at one end of a chain of elastic beads propagates as a soliton at large distances from the interface. Recently, Sen and Manciu11 have solved Eq. 共5兲 approximately analytically for arbitrary p with g⫽0. In this limit, they have reported that an impulse propagates as a soliton-like bundle of energy that is nondispersive in space and time. The results obtained agree well with the long wavelength analysis based results of Nesterenko and co-workers5,6 for small p 共i.e., for p not exceeding two兲. The long wavelength approximation is not appropriate for large p. The predictions between the two studies therefore differ significantly for large p, i.e., when the repulsive force between the grains become very steep. The problem of crossing of soliton-like energy bundles has also been probed by Manciu et al.16 It turns out that two opposing, identical soliton-like objects traveling along a chain completely negate one another at the point of intersection but not at the immediate vicinity of the point of intersection. This behavior is unusual and due to the strongly nonlinear nature of the Hertzian interaction and is a property that could be related to the small size of the soliton-like objects in a chain of discrete grains.16 III. SUMMARY OF EARLIER ANALYTIC WORK We remind the reader that Hong et al.10 have studied Eq. 共5兲 by linearizing the right-hand side, i.e., by assuming p ⫽1. These authors report the propagation of acoustic-like waves, which evolve in space and time due to the presence of gravity. Analyses of equations that are structurally similar to or that are identical to Eq. 共5兲, in the ‘‘acoustic limit’’ 共i.e., when p⫽1兲, are also reviewed in the works of Boutreux et al.17 and of Hill and Knopoff.18 There is no solution presently available that interpolates between the limiting results discussed in Refs. 10 and 11. The present study discusses a detailed numerical study of the dynamics in the intermediate regime. The approximate solution to Eq. 共5兲 for g⫽0 and arbitrary nonlinearity 共and hence arbitrary p兲, has been constructed in Ref. 11 and reads as follows: i 共 t 兲 ⫽ 共 A/2兲关 tanh f p 共 t⫺i⌬ 0 /c 兲 ⫹1 兴 , i ⬅ 共 t⫺i⌬ 0 /c 兲 . m 2 i / t 2 ⫽⫺ i 共 i ⫺ i⫺1 兲 ⫹ i⫹1 共 i⫹1 ⫺ i 兲 , 共8兲 关 ⫺1⫺1/p 兴 is the force constant of the ith conwhere i ⫽ 1 i tact and 1 ⫽mpg(A/mg) 1/p is the force constant of the first contact. The description of i (t) is hence significantly different from that given in Eq. 共6兲. The displacement function has strongly oscillatory components in space and time and is dispersive as the wave propagates.10 According to Ref. 10 i 共 t 兲 ⫽ 共 h,t 兲 ⬀h 共 ⫺1/4兲 , 关 1⫺1/p 兴 exp关 ⫺k 共 h 兲 h⫺i 共 h 兲 t 兴 , 共9兲 where h denotes the depth of the bead from the surface where h⬅0. The quantities k(h) and (h) are important to obtain. It can be shown that k 共 h 兲 ⫽ v ph 共 h 兲 / 共 h 兲 , 共10兲 where v ph 共 h 兲 ⫽c 1 共 2R 兲 共 1/2兲关共 1/p 兲 ⫺1 兴 h 共 1/2兲关 1⫺1/p 兴 , c 1 ⫽ 共 2R i / 兲 1/2 共11兲 and 共 h 兲 ⬀h 关共 61 兲 ⫺ 共 21 p 兲兴 . 共12兲 The physical description of i (t) or (h,t) will be discussed in Secs. IV and V below. The primary limitation of the above treatment is that Eq. 共8兲 is not valid near that end of the chain where the impulse is generated. This is because of the fact that gravitational loading is vanishingly small at the surface and hence linearization of Eqs. 共5兲–共8兲 is invalid in the vicinity of the surface. Thus, the best that one can hope for is that Eq. 共9兲 will provide insights into the properties of the propagating pulse at some very large depths inside the chain or for perturbations that are so weak that the ‘‘acoustic limit’’ is realized. As we shall see below, our numerically calculated behavior of displacement, velocity, acceleration, etc. suggest that at finite depths (⬃10␣ ,1⬍ ␣ ⬍2), no perturbation can be regarded as ‘‘weak’’ in a meaningful way. We shall return to this issue in Sec. IV below. Thus, it is unclear as to whether the acoustic limit is realized in gravitationally loaded chains of N(N⬍⬁) beads. 共6兲 where c is the velocity of propagation of the soliton-like impulse through the chain of beads. For tⰆi⌬ 0 /c, tanh f p →⫺1 and for tⰇi⌬ 0 /c, tanh f p→1. The function ⬁ C 2q⫹1 2q⫹1 , f p ⫽⌺ q⫽0 i d m i (t⫽i⌬ 0 /c)/dt m ⬀A , where ⫽(p⫺1)/2, (3/2)(p⫺1) ⫺2, 3(p⫺1)⫺4,... for m⫽1,3,5,... . Manipulations of the above mentioned condition yields the quantities C 1 ,C 3 ,C 5 , etc. The soliton velocity c⫽c( 兵 C 2q⫹1 其 ) and can be subsequently computed.16 If one assumes that ( i ⫺ i⫺1 )Ⰶ(mgi/A) 2/3 共we define this statement as the ‘‘acoustic limit’’兲, Eq. 共5兲 simplifies to 共7兲 The coefficients C 2q⫹1 can be obtained in several ways.11 A preferred approach is to obtain the higher time derivatives of i (t) at the symmetry point i ⫽0, i.e., t⫽i⌬ 0 /c for various values of the soliton amplitude A. These results then yield IV. DISPLACEMENT OF A TAGGED BEAD Our studies are based upon particle dynamical simulations carried out using the Velocity-Verlet algorithm.19 Analytic description of the dynamics of tagged beads in the case of variable strengths of initial impact to one end of the chain is presently unavailable. We have used numerical constants that are appropriate for a chain of quartz beads in our studies. The bead diameter 2R⫽10⫺3 m, masses are set to m ⫽1.41⫻10⫺6 kg, the Young’s modulus Y ⫽7.87⫻1010 Downloaded 14 Jul 2004 to 195.19.203.67. Redistribution subject to AIP license or copyright, see http://chaos.aip.org/chaos/copyright.jsp Chaos, Vol. 10, No. 3, 2000 FIG. 1. Normalized displacement vs time for a tagged bead 共bead number 50 from the surface at which the perturbation is imparted兲 for various magnitudes of v at fixed g. N-m⫺2 and the Poisson’s ratio ⫽0.144, both of the material dependent constants being appropriate for quartz. It is helpful to note that the velocity of the impulse is a few m/s and is much slower than sound speed in a given material 共e.g., sound speed in quartz is ⬇6000 m/s兲. Therefore, for our analyses, it is reasonable to suppose that the quartz beads can be replaced by point particles and the internal degrees of freedom of the beads are decoupled with the physics of impulse propagation in the chain.20,21 In Fig. 1 we show the behavior of i (t)⬅ (t) for a tagged grain, chosen to be the 50th grain when counted from the end of the chain at which the perturbation has been generated. The data present results for fixed g ⫽9.8 m/ms2⫽9.8 m/s2. The quantity v denotes the initial velocity of the bead that has been perturbed. The negative sign of v indicates that the direction of the velocity is such that it compresses the beads. We have varied v across four decades in our studies. The key feature of the displacement function is that in the region t⫽t * and t⫺t * ⫽ ⑀ →0, t * being the instant at which the tagged bead starts to move, behaves like a hyperbolic tangent function as in Eq. 共6兲 above. To leading order, the magnitude of scales linearly with v . At larger values of ⑀, the function begins to decay in an oscillatory fashion. The time window across which the oscillatory behavior survives is longer when v is weaker. This behavior is qualitatively consistent with the form in Equation 共9兲. As v is increased, one can see that the oscillation decays progressively rapidly and then begins to exhibit rather slow decay. Further weakening of v does not significantly change the behavior reported for v ⫽⫺1⫻10⫺3 m/ms case. Our studies suggest that the system remains in a compressed state for many decades in time. It is presently unclear as to how a tagged bead settles at a position long after the initial pulse has passed through it. Simulations across many decades in time and for extremely large system sizes are needed to ascertain the asymptotic behavior of . The spatial extent of the impulse is ⬇5 grains in the limit when v →⬁ 11 and the soliton regime is recovered. Dynamics of elastic beads 661 FIG. 2. Width of the traveling pulse vs t for various magnitudes of v . Observe the approximately linear increase of in t, with the slope remains approximately constant between v ⫽⫺1⫻10⫺3 m/ms and v ⫽1 ⫻10⫺2 s/ms 共not shown兲 and then decreasing for larger magnitudes of v . The plot at the bottom right panel records the increase in d/dt as v becomes weaker. However, for v ⬍⬁ and g⫽0, the spatial extent of the perturbation widens as it travels through the chain. We have probed the spatial extent of the perturbation as a function of space between v ⫽⫺1⫻10⫺3 m/ms and ⫺1 ⫻102 m/ms. The results are shown in Fig. 2. We make the following observations on the basis of the results reported in Fig. 1. 共i兲 共ii兲 共iii兲 It may be possible to represent (t) for arbitrary v and g approximately using Eq. 共6兲 and the oscillatory behavior obtained from studies using Eq. 共9兲. The available studies are unable to describe the fast oscillatory decay of (t) to a slow and nonoscillatory regime which appears to last for macroscopically large times. The exponent associated with the decay of the maximum amplitude of (t⫽t * ) to its original or some new equilibrium state and the behavior of the dispersion of the perturbation as function of space depend upon the details of v for fixed g. Even for very weak perturbations as in v ⫽⫺1 ⫻10⫺3 m/ms, where the displacements are negligible 共⬃10⫺2 Angstroms兲, our studies suggest that displacement remains at some 50% of the maximum compression suffered up to relatively long times after the perturbation reached the tagged bead. Thus, we contend that the acoustic approximation,10 which implicitly assumes that the perturbation is weak enough such that the system monotonically relaxes to its original equilibrium state, is of limited value in analyzing the problem of propagation of impulses in gravitationally loaded columns. The data shown in Fig. 2 suggests that for weak perturbations, the spatial width of the propagating pulse, , increases linearly in time. Due to the oscillatory nature of the propagating impulse, it is difficult to estimate with absolute certainty. The slope d/dt decreases with increasing v , Downloaded 14 Jul 2004 to 195.19.203.67. Redistribution subject to AIP license or copyright, see http://chaos.aip.org/chaos/copyright.jsp 662 Chaos, Vol. 10, No. 3, 2000 Manciu, Tehan, and Sen FIG. 3. Velocity, normalized velocity correlation function, and velocity power spectrum for the tagged bead for v ⫽⫺1⫻10⫺3 m/ms. Observe that the magnitude of v dictates the magnitude of velocity and is distinctly oscillatory. which is an expected result. The data shows that d/dt→0 with ⬇5 beads when v becomes sufficiently large and again becoming approximately constant for v →0. The precise decay law for 共measured in bead diameters兲 is difficult to evaluate reliably using numerical analyses due to the oscillatory nature of the propagating impulse. V. CORRELATION FUNCTIONS OF TAGGED BEADS A. Monodisperse chain A standard approach to probing the relaxation of a tagged particle or bead in a perturbed many body system is to characterize the behavior of correlation functions. We have probed the velocity and acceleration of our tagged grain for various values of v . We have also computed the normalized velocity and acceleration relaxation functions that are defined as follows: C 共 t 兲 ⫽⌺ 兵 i 其 关 共 t⫹ i 兲 共 i 兲兴 / 关 ⌺ 兵 i 其 共 i 兲 共 i 兲兴 , FIG. 4. Velocity, normalized velocity correlation function, and velocity power spectrum for the tagged bead for v ⫽⫺1⫻10⫺1 m/ms. The behavior of v is identical to that in Fig. 3, which indicates that for the regime of v being studied, the behavior probably remains functionally unchanged as v is weakened. where the tail of the velocity function in time is extended, the time-dependent behavior of the envelope function is not describable by some simple law. Given that the perturbation is dispersive in space and time, the data for various magnitudes of v , from large to small, carry information about impulse propagation as a function of increasing depth and hence of increasing time. This is evident upon comparing the upper panels of Figs. 3–6. The spatio-temporal stretching of the tail is clearly related to the spatio-temporal reduction in the leading amplitude of the velocity function. Our calculations indicate that the leading amplitude of the velocity function decays with depth algebraically with slope ⫺0.250. We have also carried out the corresponding check for the algebraic decay of the leading amplitude of displacement function with depth and find a value of ⫺0.0835. Both of these results are consistent with the calculations of Hong et al.10 However, the theoret- 共13兲 where ⫽velocity or acceleration. If the velocity or acceleration of the tagged bead becomes uncorrelated with its initial velocity or acceleration, then C(t)→0. Observe that C(t)→0 does not necessarily imply that the system reaches equilibrium. We have also computed the Fourier transforms of each of the velocity and acceleration correlation functions that we have computed. The velocity and selected acceleration data with the appropriate C(t) and C( ) are reported in Fig. 3 for v ⫽⫺1⫻10⫺3 m/ms, in Fig. 4 for v ⫽⫺1 ⫻10⫺1 m/ms, in Fig. 5 for v ⫽⫺1 m/ms and in Fig. 6 for v ⫽⫺10 m/ms, i.e., across four decades in the magnitude of v . The upper panel of Fig. 3 describes the velocity of the tagged bead as a function of time. As can be seen, the velocity is oscillatory and decaying as a function of time. Given the short decay period in time, we have not been able to obtain the temporal decay law 共i.e., whether it is exponential, algebraic, etc.兲. Our data shows that even at large depth, FIG. 5. Velocity, normalized velocity correlation function, and velocity power spectrum for the tagged bead for v ⫽⫺1 m/ms. The time window through which the bead moves is much shorter than those in Figs. 3 and 4. Downloaded 14 Jul 2004 to 195.19.203.67. Redistribution subject to AIP license or copyright, see http://chaos.aip.org/chaos/copyright.jsp Chaos, Vol. 10, No. 3, 2000 FIG. 6. Velocity, normalized velocity correlation function, and velocity power spectrum for the tagged bead for v ⫽⫺10 m/ms, a rather large initial impact. Comparison with data in Ref. 11 reveals that the behavior of velocity is nearly characteristic of the soliton-like regime. The Gaussiantype pulse is not quite symmetric in shape and hence the departure from purely soliton-like behavior. There are some oscillations in v and C(t), presumably because of gravitational loading and the production of secondary impulses at the surface bead. ical calculations of the displacement functions at large times for the various cases of v , as carried out by Hong et al.,10 may need some refinement. This is to be expected in view of the fact that the displacement function is the actual solution to the equation of motion and hence contains more information than the velocity function. Our results on the velocity relaxation behavior for monodisperse chains reveal the following behavior. 共i兲 共ii兲 The velocity correlation function, C(t), for the tagged bead relaxes rapidly in less than 0.1 ms, for all v values except for v ⫽⫺10 m/ms, i.e., at large initial impacts, when the propagating pulse is compact and presumably followed by aftershocks initiated during the generation of the original impact itself 共see Figs. 1 and 2 in Sen et al.7兲. The power spectrum is broad, indicating the presence of a continuum distribution of system frequencies 共associated with quartz–quartz interaction兲 centered between 1.0⫻105 and 1.5⫻105 Hz. In this connection it may be noted that the harmonic frequency associated with the bead–bead interaction is ⬇107 Hz. Thus, the frequencies reported in the lower panel of Figs. 3–6 are related to the bead dynamics associated with the propagating impulse itself and not perturbation of the harmonic frequencies of the system. It may be noted that this power spectrum is remarkably stable given the significant variation in the magnitude of the perturbation used in the calculations. Figures 7 and 8 describe the acceleration function, its correlation and the acceleration power spectrum for v ⫽⫺1 ⫻10⫺3 m/ms 共weak perturbation兲 and v ⫽⫺10 m/ms 共strong perturbation兲, respectively. The overdamped and oscillatory decay of the acceleration correlation function, which is proportional to the memory function in the linear Dynamics of elastic beads 663 FIG. 7. Acceleration, normalized acceleration correlation, and acceleration power spectrum for the tagged bead with v ⫽⫺1⫻10⫺3 m/ms. Observe the differences in the plots of acceleration and velocity. response limit, is reminiscent of that of particles in a liquid.22 The acceleration correlation functions and its Fourier transforms differ significantly between Figs. 7 and 8. The solitonlike behavior of the acceleration that is evident in the upper panel of Fig. 811 yields sharply decaying C(t), indicating that the perturbation leaves the tagged bead within a much shorter time compared to the case in Fig. 7. It is, however, important to observe that for the case in Fig. 8, the system does not return to its original equilibrium state when C(t) appears to vanish but rather strives to settle in a very different state. We expect that if one waits long enough, the system will evolve further, from the compressed state to a less compressed state. The probing of such extended scale time evolution is likely to take enormous amount of computing time and accuracy and hence has not been attempted in this study. Thus, since is not constant, v ⫽0, but very small, up to macroscopically large times 共al- FIG. 8. Acceleration, normalized acceleration correlation, and acceleration power spectrum for the tagged bead with v ⫽⫺10 m/ms. The behavior of acceleration is nearly soliton-like. The fast decay of C(t) indicates that the pulse leaves the bead within a very short time 共about 0.025 ms兲. Downloaded 14 Jul 2004 to 195.19.203.67. Redistribution subject to AIP license or copyright, see http://chaos.aip.org/chaos/copyright.jsp 664 Chaos, Vol. 10, No. 3, 2000 Manciu, Tehan, and Sen though our data apparently suggest that v ⫽0 for sufficiently large t兲. The power spectrum in Fig. 8 reveals a broader hump compared to the same in Fig. 7 and exhibits the presence of many high frequency modes. The high-frequency modes are associated with the finiteness of the energy bundle itself 共as is the case for soliton-like wave兲. We summarize the results below. 共i兲 共ii兲 共iii兲 The leading amplitudes of the displacement and velocity functions of a tagged bead decay in depth algebraically with slopes ⫺0.0835 and ⫺0.25, respectively. The rapidly decaying velocity correlation function, which is bounded between 1 and 0, is not a revealing measure of system relaxation in nonlinear systems that do not generally relax to their original equilibrium states 共as evident upon comparing the central panels of Figs. 3 and 6兲. The acceleration correlation function shows significant differences between the weak and strong initial impact cases, being short-lived and exhibiting significant high-frequency modes in the latter instance. B. Polydisperse chain In this section, we present a brief discussion on the dynamics of a polydisperse chain of tagged beads in which the bead radii vary uniformly randomly within chosen limits. Since mass is proportional to R 3 , the corresponding variation in bead masses is more significant. The data we present is for a randomness of R(1⫾0.05). Although this may not seem like a significant randomness at first sight, it is important to note that in one-dimensional systems the path of propagation of any perturbation is highly constrained. Any excitation must travel through all the grains. In higher dimensions, the excitation can select the path that can avoid the most significant size variations of the beads. Thus, the effects of randomness on impulse propagation are more dramatic in onedimensional systems when compared with propagation in the same system in two and three dimensions. The equations of motion for systems with randomly varying masses differ from Eq. 共3a兲 in the sense that m and A are replaced by m i and A i , respectively. Furthermore, Eq. 共3b兲 needs to be changed to the following: i⫺1 m i ⫽ 共 p⫹1 兲 a i ␦ 3/2 g⌺ i⫽1 i . FIG. 9. Acceleration, normalized acceleration correlation, and acceleration power spectrum for the tagged bead with v ⫽⫺1⫻10⫺1 m/ms when the grain radii vary randomly as R(1⫾0.05). Observe the long-lived time dependence in C(t) and the sharp peaks in C( ) due to the lack of translation invariance. The frequency window in which C( ) remains finite is about the same as that in Fig. 7 but is different compared to the same in Fig. 8. functions are significantly altered at large times due to the presence of randomness in the grains. Upon comparing the upper panels in Figs. 9 and 10 with the same in Figs. 7 and 8, we see that the magnitude of the fluctuations in acceleration, at times after the impulse has passed through, depends upon v . Hence the response of the random system to differences in radii is also strongly nonlinear. Thus, increasing v for fixed randomness increases the noise in the system. One way to interpret the observation that increasing v leads to increasing noise is to postulate that any propagating perturbation prefers to travel as a weakly dispersive energy bundle. The frequencies that constitute the bundle are not strongly sensitive to v . However, the displacement amplitudes of the beads increase upon increasing v . Thus, increas- 共14兲 It is technically challenging to establish equilibrium in this system. The slightest deviation from the condition in Eq. 共14兲 introduces significant errors in computing the forces on the beads and hence on the system dynamics. Figures 9 and 10 show the acceleration, acceleration correlation function and the corresponding power spectrum for cases in which v ⫽⫺1⫻10⫺1 m/ms 共moderately weak perturbation regime兲 and v ⫽⫺10 m/ms 共strong perturbation regime兲. Upon comparing the data in Fig. 7 with Fig. 9 and the same between Figs. 8 and 10, we find that there are no significant differences between the plots for the monodisperse and random cases 共note that the magnitudes of v in Figs. 7 and 9 differ significantly兲 except that the correlation FIG. 10. Acceleration, normalized acceleration correlation, and acceleration power spectrum for the tagged bead with v ⫽⫺10 m/ms for the polydisperse system. The frequency window in which C( ) remains finite is about the same as that in Fig. 8. Downloaded 14 Jul 2004 to 195.19.203.67. Redistribution subject to AIP license or copyright, see http://chaos.aip.org/chaos/copyright.jsp Chaos, Vol. 10, No. 3, 2000 FIG. 11. Displacement vs time for a light impurity for various v ’s spanning 4 decades. Oscillatory decay in is observed at low v ’s. Oscillations are suppressed but relaxation is slower at large v ’s. ing v leaves the frequency response of the system largely invariant but affects the degree of noise in the system. The behavior of C(t) in Figs. 9 and 10 indicate that the correlations are long lived, lasting up to a decade longer than that in the monodisperse cases. The power spectra remain surprisingly similar between the monodisperse and random cases. The similarity of the power spectra is also indicative of the fact that the presence of randomness spawns nonlinear excitations that perhaps differ only in magnitude from the behavior of the propagating primary perturbation. It is difficult to carry out simulations for chains with significantly larger randomness in one dimension. The key reason for the difficulty being that the signal and the noise become comparable and highly sophisticated spectral analyses tools are then needed to identify the signal itself. In that regime, it is possible that one may find the analyses of correlation functions and spectral data more useful than the depiction of the dynamical variable itself. VI. IMPURITY DYNAMICS The dynamics of an impurity mass in a chain has been a topic of fundamental interest in statistical physics.2,3,23,24 It is well known, for instance, that a light impurity in a chain of harmonic oscillators leads to the presence of the ‘‘plasma mode’’ that has an infinite lifetime. On the other hand, a heavy impurity exhibits algebraically decaying but overdamped oscillatory behavior. In that spirit, we discuss the time evolution of an impurity bead of mass m ⬘ for m ⬘ Ⰶm, m ⬘ ⬇m and m ⬘ Ⰷm for this gravitationally loaded chain. The impurity is placed at the center of the chain and the tagged bead now serves as the impurity. The calculations reveal that it is most useful to probe the displacement functions of the tagged impurity beads. Figures 11 and 12 show the time evolution of the displacement function of the impurity bead for m ⬘ ⫽0.1 m and m ⬘ ⫽10 m, respectively. In all instances, as before, the bead is at rest until it is excited by the perturbation. The perturba- Dynamics of elastic beads 665 FIG. 12. Displacement vs time for a heavy. The displacement function relaxes to a larger displacement, which is similar to sagging of the heavy bead after it has been perturbed. tion compresses the bead against the next bead 共along the direction of propagation兲 and hence the displacement from the original equilibrium position is negative. The data reveal the following features. 共i兲 共ii兲 共iii兲 The data shows that in each of the panels, the nonlinear perturbation results in grain compression that is proportional to the perturbation itself. The restoration of the grain position to some longlived metastable phase depends upon the magnitude of v and typically requires some 0.35 ms for our system 共with quartz host beads兲. Observing the panels in Figs. 11 and 12 reveals that for large v , the magnitude of displacement at the metastable state 共reached after the perturbation has passed through the system兲 is sensitive to the impurity mass, being larger in magnitude for larger m ⬘ . The increase in the slope of as a function of time depends upon v . For small v , the slope increases more gradually, as one would intuitively expect. We have probed the velocity, acceleration, the corresponding correlation functions and the corresponding power spectra for the impurity bead for m ⬘ ⫽0.1 m, m ⬘ ⫽1.1 m, and m ⬘ ⫽10 m. There is no significant difference between the respective quantities for the impurity bead and those of the tagged bead of the monodisperse chain reported earlier except for large v cases. Figures 13 and 14 describe acceleration, acceleration correlation and its power spectra for cases m ⬘ ⫽0.1 m and m ⬘ ⫽10 m for v ⫽10 m/ms. The light mass case with m ⬘ ⫽0.1 m supports the propagation of a soliton-like pulse, as is evident from the upper panel of Fig. 13.11 Clearly, for the chosen magnitudes of v and g, the dispersive nature of the pulse is minimal. The perturbation, however, is significantly damped for the m ⬘ ⫽10 m case. In both instances, examination of the acceleration data reveals that the compact solitonlike wave is split by the impurity and leads to the formation of several smaller soliton-like waves. This observation is consistent with the experiments of Nesterenko and Downloaded 14 Jul 2004 to 195.19.203.67. Redistribution subject to AIP license or copyright, see http://chaos.aip.org/chaos/copyright.jsp 666 Chaos, Vol. 10, No. 3, 2000 Manciu, Tehan, and Sen 共i兲 共ii兲 共iii兲 FIG. 13. Acceleration, normalized acceleration correlation, and acceleration power spectrum for the light impurity for large v showing the characteristic behavior of the soliton-like regime. collaborators.25 The process of such splitting is complex and dedicated analyses of the dynamics of transport of solitonlike waves through impurities need to be carried out. A key difficulty in the analyses of splitting of the soliton-like waves enters from the fact that most of the spawned solitons are very weak and hence move extremely slowly. Thus, extremely high precision calculations are needed to study them. Such calculations require exceptionally fast computing ability because the simulations must run for very long times. Figures 15共a兲–15共c兲 present snapshots in time of velocities of individual beads for m ⬘ /m⫽0.1, 1.1, and 10, respectively, when subjected to initial perturbations of various magnitudes. Each figure presents data in six panels with each panel representing the identical snapshot in time for various magnitudes of v spanning 4 decades in the magnitude of v . We make the following observations. FIG. 14. Acceleration, normalized acceleration correlation, and acceleration power spectrum for the heavy impurity for large v showing the strong damping in time of the acceleration function that is characteristic of the soliton-like regime. Observe that secondary oscillations 共see text兲 are present long after the perturbation has traveled through the heavy bead. Regardless of the magnitude of v , presence of any m ⬘ ⫽m leads to a backscattered pulse. The amplitude of the velocity of the leading edge of the backscattered pulse possesses the same sign 共i.e., both negative兲 as that of the in going pulse when m ⬘ ⬍m and the opposite sign when m ⬘ ⬎m, consistent with observations noted earlier by Sen et al.7 At shallow depths 共such as the depths studied兲, the ratio of the amplitude of the leading edge of the backscattered and incoming pulses at any given instant of time, referred to as A(b) and A(i), respectively, is devoid of any measurable time dependence and is proportional to the ratio m ⬘ /m. The sign of the ratio is positive for m ⬘ ⬍m and negative otherwise. Figure 16 presents a detailed study of the observation in 共iii兲 above and reveals that A(b)/A(i)⫽g 1 ( v )⫺g 2 ( v ) ⫻(m ⬘ /m). Our analyses show that g 1 ⫽0.059, 0.068, 0.086, 0.096, and g 2 ⫽0.065, 0.073, 0.089, and 0.101 for v ⫽⫺1 ⫻10⫺2 m/ms, ⫺1⫻10⫺1 m/ms, and ⫺10m/ms, respectively. The data fits the following behavior, g 1 ( v ) ⫽0.084⫹0.013 log10(⫺v) and g 2 ( v )⫽0.088⫹0.0124 log10 (⫺ v ), which is roughly consistent with the requirement A(b)/A(i)⫽0 for m ⬘ ⫽m. We have also probed the behavior of the forward propagating and backscattered pulses for a polydisperse chain with 5% random variation bead radii with an impurity in the above mentioned range of m ⬘ . Our results do not reveal any significant differences with the case of the monodisperse chain except for the presence of a noisy background in all the data. It would be interesting to probe the backscattering problem for chains with a high degree of polydispersity. Such studies are in progress and will be reported in a separate publication.25 VII. SUMMARY AND CONCLUSIONS We have presented a numerical study of the Newtonian dynamics of tagged beads in a gravitationally loaded chain of elastic beads. The studies have been carried out for various magnitudes of initial ␦-function perturbations, characterized by the velocity v of the surface bead at t⫽0. We have studied cases in which the chain is 共i兲 monodisperse, 共ii兲 polydisperse, and 共iii兲 the tagged bead is a mass impurity in the chain. Our calculations shed light on the dynamics of beads in the gravitationally loaded elastic bead chain. One would expect that for v →⬁, the perturbation would propagate as a soliton-like object as demonstrated in earlier studies of Nesterenko and co-workers,5,6 Sen and co-workers7–9,11 and in the experimental studies of Nesterenko5,6 and of Coste et al.12 Our calculations are consistent with this expectation and we reach the special ‘‘soliton-like object limit’’ for the largest magnitudes of v that we have considered. This is important in view of the fact that loading is always present in our study. In the opposite limit of v →0, a recent study by Hong et al.10 suggests that an acoustic analysis of the dynamics of beads would be appropriate. Indeed, the descriptions of velocity and acceleration of beads obtained within the acoustic approximation appear to be consistent with nu- Downloaded 14 Jul 2004 to 195.19.203.67. Redistribution subject to AIP license or copyright, see http://chaos.aip.org/chaos/copyright.jsp Chaos, Vol. 10, No. 3, 2000 Dynamics of elastic beads 667 FIG. 15. Velocity of beads at fixed time showing forward propagating and backscattered perturbations for various v ’s between ⫺1⫻10⫺3 m/ms and ⫺10 m/ms for 共a兲 m ⬘ /m⫽0.1 共light impurity兲; 共b兲 m ⬘ /m⫽1.1, and 共c兲 m ⬘ /m⫽10 共heavy impurity兲. Clearly, heavier objects are most easily detectable. merical analyses. However, the behavior of the displacement function for any bead appears to be different from what one would expect. Thus, we contend that more studies are needed to understand bead dynamics at finite g and any v ( v ⬍⬁). In the regime where loading is constant and v is arbitrary, we find the following key properties that characterize the dynamics of beads in the system. 共i兲 Regardless of the magnitude of v , the normalized displacement function , does not return to the original equilibrium position up to times that are significantly larger than the relaxation time for the system, where the relaxation time is estimated based upon the time needed for the normalized velocity and acceleration correlations to decay to 0. Downloaded 14 Jul 2004 to 195.19.203.67. Redistribution subject to AIP license or copyright, see http://chaos.aip.org/chaos/copyright.jsp 668 Chaos, Vol. 10, No. 3, 2000 Manciu, Tehan, and Sen FIG. 15. 共Continued.兲 共ii兲 共iii兲 For finite v , the width of the soliton, , which can only be crudely measured from the data, increases as the energy bundle propagates, as a function of time. The quantity d/dt remains approximately constant for small enough v 共see Fig. 2兲 and then decreases nonlinearly with increasing v , as expected. We found that as v →⬁,d/dt→0. The velocity and acceleration functions that we obtain agree well with the results expected from the works of Hong et al.10 and of Sen and Manciu.11 This suggests 共iv兲 共v兲 that the analyses of Hong et al.10 in the acoustic approximation correctly describe the higher derivatives of the displacement function. Our studies indicate that the key features of the displacement, velocity, and acceleration functions are preserved when weakly polydisperse chains are considered. The functions, however, possess sizeable fluctuations long after the primary pulse has passed through the system and exhibit long-lived correlation functions. We have probed the dynamics of isolated light and heavy impurities in gravitationally loaded elastic bead chains. Any traveling perturbation that passes through an impurity is backscattered by it. Our study shows that the ratio of the leading amplitudes of the backscattered and incident perturbations is proportional to m ⬘ /m, where m ⬘ is the impurity mass. We do not consider the case in which m ⬘ →⬁. Our work in progress26 is focused upon the construction of a functional form for that incorporates the key features of the displacement function for the gravitationally loaded chain of elastic beads. ACKNOWLEDGMENTS FIG. 16. Plots show the ratio of the leading velocity amplitude of the backscattered vs propagating pulses for various v ’s. Observe that the ratio vanishes at m ⬘ /m⫽1, as expected. This research has been partially supported by the U.S. Department of Energy contract from Sandia National Laboratories. We are grateful to Professor Francis M. Gasparini and to Professor Jongbae Hong for valuable comments. Downloaded 14 Jul 2004 to 195.19.203.67. 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Love, A Treatise on the Theory of Elasticity 共Oxford, New York, 1944兲, Chap. VI. Dynamics of elastic beads 669 M. Manciu, S. Sen, and A. J. Hurd 共unpublished兲. T. Boutreux, E. Raphael, and P. G. de Gennes, Phys. Rev. E 55, 5759 共1997兲. 18 T. Hill and L. Knopoff, J. Geophys. Res. 85, 7025 共1980兲. 19 M. P. Allen and D. J. Tildesley, Computer Simulation of Liquids 共Clarendon, Oxford, 1987兲. 20 M. Manciu, S. Sen, and A. J. Hurd, Physica A 274, 588 共1999兲. 21 M. Manciu, S. Sen, and A. J. Hurd, Physica A 274, 607 共1999兲. 22 J.-P. Boon and S. Yip, Molecular Hydrodynamics 共Dover, New York, 1980兲. 23 P. Ullersma, Physica 共Amsterdam兲 32, 27 共1966兲; 32, 56 共1966兲; 32, 74 共1966兲; 32, 90 共1966兲. 24 S. Sen, Z.-X. Cai, and S. D. Mahanti, Phys. Rev. Lett. 72, 3287 共1994兲. 25 V. Nesterenko, Acoustics of Heterogeneous Media 共Nauka, Novosibirsk, 1992兲 共in Russian兲. 26 M. Manciu and S. Sen 共unpublished兲. 1 16 2 17 Downloaded 14 Jul 2004 to 195.19.203.67. 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