Chaos in Quantum Weightless Neuron Node Dynamics

被引:6
|
作者
de Paula Neto, Fernando M. [1 ]
de Oliveira, Wilson R. [2 ]
de Silva, Adenilton J. [1 ,2 ]
Ludermir, Teresa B. [1 ]
机构
[1] Univ Fed Pernambuco, Ctr Informat, Recife, PE, Brazil
[2] Univ Fed Rural Pernambuco, Dept Estat & Informat, Recife, PE, Brazil
关键词
Quantum computing; Weightless neural networks; Quantum neural networks; Chaos; EXPONENTIAL SENSITIVITY; NETWORKS; SYSTEMS;
D O I
10.1016/j.neucom.2015.02.103
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In order to investigate the dynamics of a quantum weightless neuron node we feed its output back as input. Due to the fact that controlled operators used in the neuron circuit usually generate entanglement, we propose a mathematical method to extract the output at time t and build from that output the input at time t+1. As a result the time evolution is a real-valued nonlinear map with one real parameter. The dynamics orbits are plotted showing acute sensitivity to initial conditions clearly exhibiting nonlinearity by just looking at amplitude graphs. The fractal geometry and regions of convergence are discussed by their Julia Set images and a new measure for model comparison is put forward. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:23 / 38
页数:16
相关论文
共 50 条
  • [31] Chaos, thermodynamics and quantum mechanics: an application to celestial dynamics
    Vitali, D
    Grigolini, P
    PHYSICS LETTERS A, 1998, 249 (04) : 248 - 258
  • [32] Chaos, thermodynamics and quantum mechanics: An application to celestial dynamics
    Vitali, David
    Grigolini, Paolo
    Physics Letters, Section A: General, Atomic and Solid State Physics, 1998, 249 (04): : 248 - 258
  • [33] Chaos in effective classical and quantum dynamics of nonlinear oscillators
    Casetti, L.
    Gatto, R.
    Modugno, M.
    Journal De Physique. IV : JP, 1998, 8 (06): : 203 - 207
  • [34] THE DYNAMICS FOR THE PRIME PRINCIPLE-CLASSICAL AND QUANTUM CHAOS
    JIANG, CX
    WANG, N
    ACTA MATHEMATICA SCIENTIA, 1989, 9 (01) : 93 - 107
  • [35] Non-Markovian quantum dynamics and classical chaos
    Garcia-Mata, Ignacio
    Pineda, Carlos
    Wisniacki, Diego
    PHYSICAL REVIEW A, 2012, 86 (02):
  • [36] Transition from order to chaos in reduced quantum dynamics
    Klobus, Waldemar
    Kurzynski, Pawel
    Kus, Marek
    Laskowski, Wieslaw
    Przybycien, Robert
    Zyczkowski, Karol
    PHYSICAL REVIEW E, 2022, 105 (03)
  • [37] The Loschmidt-echo dynamics in a quantum chaos model
    Mirmasoudi, F.
    Ahadpour, S.
    Vahedi, J.
    Mandavifar, S.
    PHYSICA SCRIPTA, 2019, 94 (05)
  • [38] Quantum signatures of chaos or quantum chaos?
    Bunakov, V. E.
    PHYSICS OF ATOMIC NUCLEI, 2016, 79 (06) : 995 - 1009
  • [39] Quantum signatures of chaos or quantum chaos?
    V. E. Bunakov
    Physics of Atomic Nuclei, 2016, 79 : 995 - 1009
  • [40] QUANTUM CHAOS - COMPLEX DYNAMICS AT THE BORDERLINE OF MICROSCOPIC AND MACROSCOPIC PHYSICS
    DITTRICH, T
    GRAHAM, R
    NATURWISSENSCHAFTEN, 1989, 76 (09) : 401 - 409