Generic emergence of power law distributions and Levy-Stable intermittent fluctuations in discrete logistic systems

被引:54
作者
Biham, O [1 ]
Malcai, O [1 ]
Levy, M [1 ]
Solomon, S [1 ]
机构
[1] Hebrew Univ Jerusalem, Racah Inst Phys, IL-91904 Jerusalem, Israel
来源
PHYSICAL REVIEW E | 1998年 / 58卷 / 02期
关键词
D O I
10.1103/PhysRevE.58.1352
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
The dynamics of generic stochastic Lotka-Volterra (discrete logistic) systems of the form w(i)(t+l) = lambda(t)w(i)(t) + <a(w)over bar>(t) - bw(i)(r)(w) over bar(t) is studied by computer simulations. The variables w(i), i = 1, ..., N, are the individual system components and (w) over bar(t) = (1/N)Sigma(i)w(i)(t) is their average. The parameters a and b an constants, while lambda(t) is randomly chosen at each time step from a given distribution. Models of this type describe the temporal evolution of a large variety of systems such as stock markets and city populations. These systems are characterized by a large number of interacting objects and the dynamics is dominated by multiplicative processes. The instantaneous probability distribution P(w,t) of the system components w(i) turns out to fulfill a Pareto power law P(w, t)similar to w(-1-alpha). The time evolution of (w) over bar(t) presents intermittent fluctuations parametrized by a Levy-stable distribution with the same index alpha, showing an intricate relation between the distribution of the w(i)'s at a given time and the temporal fluctuations of their average.
引用
收藏
页码:1352 / 1358
页数:7
相关论文
共 72 条
  • [51] MAY RM, 1976, NATURE, V261, P207
  • [52] ON 1/F NOISE AND OTHER DISTRIBUTIONS WITH LONG TAILS (LOG-NORMAL DISTRIBUTION LEVY DISTRIBUTION PARETO DISTRIBUTION SCALE-INVARIANT PROCESS)
    MONTROLL, EW
    SHLESINGER, MF
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA-PHYSICAL SCIENCES, 1982, 79 (10): : 3380 - 3383
  • [53] Pareto V., 1897, COURS EC POLITIQUE, V2
  • [54] Collective degrees of freedom and multiscale dynamics in spin glasses
    Persky, N
    Solomon, S
    [J]. PHYSICAL REVIEW E, 1996, 54 (04) : 4399 - 4410
  • [55] Pimm S. L., 1991, BALANCE NATURE ECOLO
  • [56] Financial markets as adaptive systems
    Potters, M
    Cont, R
    Bouchaud, JP
    [J]. EUROPHYSICS LETTERS, 1998, 41 (03): : 239 - 244
  • [57] SIMON HA, 1958, AM ECON REV, V48, P607
  • [58] SOLOMON S, CONDMAT9803367
  • [59] Discrete-scale invariance and complex dimensions
    Sornette, D
    [J]. PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 1998, 297 (05): : 239 - 270
  • [60] Linear stochastic dynamics with nonlinear fractal properties
    Sornette, D
    [J]. PHYSICA A, 1998, 250 (1-4): : 295 - 314