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Spatio-Temporal Dynamics

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lightbulbAbout this topic
Spatio-temporal dynamics is the study of how spatial and temporal variables interact and evolve over time. It encompasses the analysis of patterns, processes, and changes in phenomena across different locations and timeframes, often utilizing mathematical models and computational techniques to understand complex systems in fields such as geography, ecology, and urban studies.
lightbulbAbout this topic
Spatio-temporal dynamics is the study of how spatial and temporal variables interact and evolve over time. It encompasses the analysis of patterns, processes, and changes in phenomena across different locations and timeframes, often utilizing mathematical models and computational techniques to understand complex systems in fields such as geography, ecology, and urban studies.

Key research themes

1. How can spatio-temporal distances incorporating causality and seasonality improve interpolation in sparse ecological datasets?

This research theme explores innovative interpolation techniques that address the entanglement of spatial and temporal variability in ecological data, which is often sparse and irregular. By defining a spatio-temporal distance metric that embeds causality constraints and allows for seasonal behavior, the aim is to improve the estimation of spatial fields over time. This has implications for ecological modeling where classical spatial or temporal methods fail to capture complex dynamics due to data limitations or non-stationarities.

Key finding: The Timescape algorithm defines a spatiotemporal Minkowski-like distance metric with tunable parameters reflecting causality velocity and seasonal effects, which replaces ordinary spatial distance in interpolation techniques.... Read more

2. What statistical frameworks, variogram estimators, and computational tools best support robust spatio-temporal data modeling and inference?

This theme focuses on the methodological advancements in spatio-temporal statistics for analyzing, modeling, and predicting complex environmental and ecological phenomena. It emphasizes the challenges posed by high dimensionality, data sparsity, and outliers, examining robust variogram estimation, covariance modeling, and computational frameworks—as well as the role of software such as R—in facilitating principled inference and prediction in spatio-temporal domains.

Key finding: The paper proposes new M-estimators for spatio-temporal variograms, which outperform classical moment estimators by offering robustness against outliers. It establishes accurate approximations for the sampling distribution of... Read more
Key finding: The paper highlights the practice of modeling spatio-temporal random fields as unified entities with particular attention to the directionality and asymmetry of time, leveraging the spacetime R package. It describes the... Read more

3. How can machine learning and dynamical systems methods address complex spatio-temporal dynamics for forecasting and interpretation in biological and physical systems?

This theme centers on the application of machine learning techniques, including convolutional neural networks, conditional random fields, and active learning, combined with physics-based and dynamical systems models to predict, estimate, and understand high-dimensional spatio-temporal phenomena. The focus lies on extracting meaningful dynamics from limited observations, enabling cross-variable estimation, and improving prediction accuracy in systems such as cardiac tissue excitation, neural dynamics, and general dynamical systems with complex spatio-temporal structures.

Key finding: The study develops a hybrid convolutional neural network and conditional random field model that accurately cross-estimates multiple state variables and iteratively forecasts spatio-temporal dynamics of cardiac excitation... Read more
Key finding: Temporal Mapper leverages topological data analysis to reconstruct directed networks of stable brain-state attractors and their transitions solely from time-series data. The method bridges data-driven and mechanistic modeling... Read more
Key finding: This research introduces ST-PCNN, a physics-coupled neural network framework incorporating partial differential equation constraints and Gaussian process-derived derivatives to jointly learn physical laws and spatial-temporal... Read more

All papers in Spatio-Temporal Dynamics

Unified Morphological Framework – Supplemental Topology and Mathematics Codex extends the Unified Morphological Framework (UMF), a scientific metatheory that unites five primordial morphologies—Spiral, Coil, Wave, Crystal, and Web—into a... more
This paper develops a rigorous mathematical framework for the study of time travel by integrating classical and quantum models of temporality with topological, geometric, and dynamical structures of time. We introduce the theory of... more
Surfactants non-monotonically modify the onset of Faraday waves 1 STEPHEN STRICKLAND, Dickinson College, MICHAEL SHEARER, KAREN DANIELS, North Carolina State University -When a water-filled container is vertically vibrated, subharmonic... more
HAL is a multi-disciplinary open access archive for the deposit and dissemination of scientific research documents, whether they are published or not. The documents may come from teaching and research institutions in France or abroad, or... more
A large viscosity contrast can be a driver for interfacial instabilities. Striking arrays of viscous fingers can be made to grow at the interface between two stably stratified liquids in an oscillating cylinder provided that the viscosity... more
(fluid 1) flows on top of a thick liquid layer (fluid 2), such that their thickness ratio is h 1 = 9h 2. The two liquid layers have the same density but different viscosities η. In particular, we consider the case η 2 < η 1. The problem... more
We perform a linearized local stability analysis for short-wavelength perturbations of a circular Couette flow with the radial temperature gradient. Axisymmetric and nonaxisymmetric perturbations are considered and both the thermal... more
2014 Nous employons la théorie des milieux continus pour étudier la stabilité d'un échantillon de cristal liquide nématique sous faible épaisseur contenu entre deux longs cylindres concentriques en rotation à vitesse angulaire constante... more
A numerical study of the onset of thermal convection in a rotating circular cylinder of radius-to-depth ratio equal to four is considered in a regime dominated by the Coriolis force where the onset is to so-called wall modes. The wall... more
equal to 4 is considered in a regime dominated by the Coriolis force where the onset is to wall modes. The wall modes consist of hot and cold pairs of thermal plumes rising and decending in the cylinder wall boundary layer, forming an... more
The large-scale laminar/turbulent spiral patterns that appear in the linearly unstable regime of counter-rotating Taylor-Couette flow are investigated from a statistical perspective by means of direct numerical simulation. Unlike the vast... more
A derivation is given of the amplitude equations governing pattern formation in surface tension gradient-driven Bénard–Marangoni convection. The amplitude equations are obtained from the continuity, the Navier–Stokes and the Fourier... more
Measurements of fluctuations and convection patterns in horizontal layers of fluid heated from below and near the onset of Rayleigh–Bénard convection (RBC) are reported under conditions where the fluid properties vary strongly over the... more
The stability of the circular Couette flow with two differentially heated cylinders is studied in the special cases of hydrodynamically stable rotation regimes. A one-dimensional model is developed to derive the condition of flow... more
6294-We are interested in the study of the transition to turbulence in the Taylor-Couette flow, the flow between two independently rotating coaxial cylinders. Once the geometry is fixed, the flow is controlled by the inner and outer... more
A rich variety of flow regimes in a Newtonian fluid inside a vertical large-aspect ratio and a wide-gap Taylor-Couette system with a radial temperature gradient has been determined in experiments and in direct numerical simulations (DNS).... more
The transition between hexagons and rolls in convective patterns has been studied in pure water under non-Boussinesq conditions. The transition is characterized qualitatively by shadowgraph images and quantitatively by heat-flow... more
This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY
Dependence of magnetic field generation on the rotation rate is explored by direct numerical simulation of magnetohydrodynamic convective attractors in a plane layer of conducting fluid with square periodicity cells for the Taylor number... more
Fully developed velocity profiles of longitudinal convection rolls in mixed convection between horizontal plates were measured in nitrogen by laser Doppler anemometry for a range 2472 < Ra < 8300 and 15 < Re < 150. It is shown... more
We report numerical investigations of three-dimensional pattern formation of binary mixtures in a vertical cylindrical container heated from below. Negative separation ratio mixtures, for which the onset of convection occurs via a... more
First and the foremost I wish to acknowledge is Alastair Rucklidge who gave the opportunity to me for doctoral studies. Apart from being my principal supervisor he was a strength, an inspiration, a critique and a dearly friend to me. My... more
We discuss the irreversibility, nonlocality, and fluctuations, as well as the Lyapunov and hydrodynamic instabilities characterizing atomistic, smooth-particle, and finite-difference solutions of the two-dimensional Rayleigh-Bénard... more
wake behind a sphere, rotating about an axis aligned with the streamwise direction, has been experimentally investigated in a water tunnel using LIF visualizations and PIV measurements. The measurements focused on the evolution of the... more
Tracts in Modern Physics provides comprehensive and critical reviews of topics of current interest in physics. The following fields are emph asized: elementar y par ticle physics, solid-state physics. complex systems, and fundamental... more
, an interdisciplinary field of research, is concerned with the cooperation of individual parts of a system that produces macroscopic spatial, temporal or functional structures. It deals with deterministic as well as stochastic processes.
Recently, Banerjee et al. [Phys. Rev. E 102, 013107 (2020)] investigated overstable rotating convection in the presence of an external horizontal magnetic field and reported a rich bifurcation structure near the onset. However, the... more
We present the results of our investigation on nonlinear overstable rotating magnetoconvection (RMC) in presence of vertical external magnetic field. We focus on the dynamics appearing near the onset of convection by varying the system... more
Time-periodic Taylor vortex flow between two concentric cylinders is studied. With the outer cylinder at rest and the inner one rotating with angular velocity A(t) =O, (1+6 cosset), the stability boundary of circular Couette flow and the... more
We give a brief review of several prominent fluid instabilities representing transitions driven by gravity, surface tension, thermal energy, and applied motion/acceleration. Strategies for controlling these instabilities, including their... more
The wakes behind open rings of two different aspect ratios are computed using a spectral-element method, and the stability of the solutions are analysed by the application of a linear stability analysis. The predicted instabilities are... more
The onset of thermal convection in a double layer of two superimposed immiscible fluids heated from below is investigated. The linearized equations of the problem are analysed in a much wider region of the parameter space than has been... more
Heat-transport measurements in a bulk normal-fluid 'He-He mixture heated from below and over the range-0.02 & P & 0.02 of the separation ratio P reveal a forward bifurcation with an initial slope S =-0 of the Nusselt number for large Q,... more
Heat-transport measurements in a normal-fluid He-4He mixture contained in a porous medium and heated from below show a bifurcation to steady or oscillatory flow, depending on the mean temperature. With increasing Rayleigh number 8 the... more
A report about experimental studies of the dynamics and interaction of topological defects in the roll structure of electrohydrodynamic convection in nematic liquid crystals is given. It is found that the motion of defects of opposite... more
A new experimental system showing a transition to spatiotemporal intermittency is presented. It consists of a ring of hundred oscillating ferrofluidic spikes. Four of five of the measured critical exponents of the system agree with those... more
The stability of convection rolls in a fluid heated from below is limited by secondary instabilities, including the skew-varicose and crossroll instabilities. We observe a stability boundary defined by the same instabilities in stripe... more
2014 Par un développement formel en gradient de la variable de phase nous obtenons les équations qui gouvernent la relaxation des zigzags. L'application a été développée dans le cas de la convection près du seuil au moyen d'un... more
Marangoni patterns are created by instabilities caused by thermocapillary and solutocapillary stresses on the deformable free surface of a thin liquid layer. In the present paper, we consider the influence of the insoluble surfactant on... more
The stability of a non-isothermal circular Couette flow is analyzed when subjected to a dielectrophoretic force field. Outward and inward heating configurations are considered when the inner cylinder is rotating and the outer cylinder is... more
The flow stability of a dielectric fluid confined in the cylindrical annulus is investigated by linear stability analysis and direct numerical simulations. The annulus is in solid-body rotation about its axis and it is subject to a radial... more
The scalings near the wall for v' and & in the non-linear Navier-Stokes equations are the same as for the linear Orr-Sommerfeld equation as nonlinear terms are not dominant in the viscous sublayer. This follows from x-momentum balance in... more
The behavior of an extra roll extending into an otherwise regular convection pattern is studied as a function of Rayleigh number, Prandtl number, P, and wavelength, by means of a fully resolved numerical simulation of the Boussinesq... more
We present an experimental study of highly localized, solitonlike structures that propagate on the two-dimensional surface of highly dissipative fluids. Like the well-known Faraday instability, these highly dissipative structures are... more
While non-Boussinesq hexagonal convection patterns are well known to be stable close to threshold (i.e. for Rayleigh numbers R ≈ R c), it has often been assumed that they are always unstable to rolls already for slightly higher Rayleigh... more
We employ numerical computations of the full Navier-Stokes equations to investigate non-Boussinesq convection in a rotating system using water as the working fluid. We identify two regimes. For weak non-Boussinesq effects the Hopf... more
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