Chaos, Solitons and Fractals 186 (2024) 115253
Available online 23 July 2024
0960-0779/© 2024 The Author(s). Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
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Chaos, Solitons and Fractals
journal homepage: www.elsevier.com/locate/chaos
Quantum-like behavior of an active particle in a double-well potential
Rahil N. Valani
a,c ,∗
, Álvaro G. López
b
a
School of Computer and Mathematical Sciences, University of Adelaide, Adelaide, 5005, South Australia, Australia
b
Nonlinear Dynamics, Chaos and Complex Systems Group. Departamento de Física, Universidad Rey Juan Carlos, Tulipán s/n, Móstoles, 28933, Madrid, Spain
c
Rudolf Peierls Centre for Theoretical Physics, Parks Road, University of Oxford, Oxford, OX1 3PU, United Kingdom
ARTICLE INFO
MSC:
0000
1111
Keywords:
Wave–particle duality
Hydrodynamic quantum analogs
Walking droplets
Lorenz system
Active particles
Time-delay systems
ABSTRACT
A macroscopic, self-propelled wave–particle entity (WPE) that emerges as a walking droplet on the surface of
a vibrating liquid bath exhibits several hydrodynamic quantum analogs. We explore the rich dynamical and
quantum-like features emerging in a model of an idealized one-dimensional WPE in a double-well potential.
The integro-differential equation of motion for the WPE transforms to a Lorenz-like system, which we explore
in detail. We observe the analog of quantized eigenstates as discrete limit cycles that arise by varying the
width of the double-well potential, and also in the form of multistability with coexisting limit cycles. These
states show narrow as well as wide energy level splitting. Tunneling-like behavior is also observed where the
WPE erratically transitions between the two wells of the double-well potential. We rationalize this phenomena
in terms of crisis-induced intermittency. Further, we discover a fractal structure in the escape time distribution
of the particle from a well based on initial conditions, indicating unpredictability of this tunneling-like
intermittent behavior at all scales. The chaotic intermittent dynamics lead to wave-like emergent features in
the probability distribution of particle’s position that show qualitative similarity with its quantum counterpart.
Lastly, rich dynamical features are also observed such as a period doubling route to chaos as well as self-similar
periodic islands in the chaotic parameter set.
1. Introduction
Quantization, wave-like statistics and tunneling are usually taken
to be exclusive features of the microscopic quantum realm. However,
in recent years, a hydrodynamic system of millimeter-sized walking
droplets [1,2] has demonstrated that classical systems with memory
effects can exhibit several hydrodynamic quantum analogs. In this
hydrodynamic system, a millimetric droplet bounces periodically while
walking horizontally on the free surface of a vertically vibrating bath
of the same liquid. Each bounce of the droplet generates a localized
and slowly decaying standing wave on the liquid surface. The droplet
interacts with these self-generated waves on subsequent bounces result-
ing in horizontal motion. This gives rise to self-propelled walking and
superwalking [3] droplets. Three key physical properties to note about
this system are: (i) The droplet and its underlying wave coexist as a
wave–particle entity (WPE); without the droplet the underlying waves
decay completely. (ii) The droplet is active in the sense of an active
particle and active matter [4], since the droplet locally extracts energy
from the vibrating liquid bath and converts it into directed motion.
(iii) There is memory in the system. Since the waves generated by the
droplet decay very slowly in time, the motion of the droplet is not
only influenced by the wave it generated on the most recent bounce,
∗
Corresponding author at: Rudolf Peierls Centre for Theoretical Physics, Parks Road, University of Oxford, Oxford, OX1 3PU, United Kingdom.
E-mail address: rahil.valani@physics.ox.ac.uk (R.N. Valani).
but also by the waves it generated in the distant past. Summarizing,
the walking-droplet system constitutes a locally active system with
memory effects embedded in its dynamics. This allows the particle to
amplify energy fluctuations from its environment, converting them into
coherent motion and breaking fundamental symmetries [5].
Many of the hydrodynamic quantum analogs exhibited by this
active WPE, in both experiments as well as simulations, typically take
place in the high-memory regime and/or when the motion of the WPE
is spatially confined. For example, confinement of a WPE in external
potentials with a central force results in quantized orbits [6–11]. By
confining a WPE in a two-dimensional harmonic potential, a discrete
set of orbits are observed such as circles, ovals, lemniscates and tre-
foils [6,9]. Here, the dynamic constraint imposed on the particle by its
guiding wave field results in quantum-like eigenstates emerging from
wave-memory mediated interactions. Hydrodynamic analog of quan-
tum tunneling has also been shown for a WPE. In experiments, the WPE
interacting with a submerged barrier typically gets reflected from the
barrier. Eddi et al. [12] showed that occasionally, the interactions of the
WPE with the barrier can lead to droplet tunneling across the barrier.
Thus, the complex interaction of the particle with its underlying wave
field results in unpredictable tunneling. In the high-memory regime
https://doi.org/10.1016/j.chaos.2024.115253
Received 10 January 2024; Received in revised form 17 June 2024; Accepted 6 July 2024