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HIGHLIGHTED ARTICLES

From soap-film packed droplets to multilayer antibubbles: Formation and stability

Cyril André, Cyriaque Amerein, Jonas Miguet, Benoit Scheid, and Stéphane Dorbolo

Phys. Rev. Fluids 11, 043603 (2026) - Published 21 April, 2026

Antibubbles are the structural inverse of soap bubbles: they consist of a liquid core enclosed by a thin quasi-spherical gas shell, immersed in a liquid medium. Producing multilayer antibubbles, i.e. antibubbles enclosed by multiple soap/air films, has been a challenge in the past years, as it requires a delicate balance between surface tension and inertia. In this paper, we investigate a method that uses one or more soap films and a soapy liquid droplet to generate multilayer antibubbles. We also identify the optimal parameters for forming single-layer and multilayer antibubbles across three different viscosities.

Capillary slinky: Equilibrium and dynamics of a droplet in a soft spring

Bidisha Bhatt and Andreas Carlson

Phys. Rev. Fluids 11, 043607 (2026) - Published 29 April, 2026

A droplet adopts a complex shape in a spring and can create significant spring compression, potentially functioning as a capillary weight-lifting system. By tuning the ratio between the pitch of the soft spring and the droplet size reveals a range of distinct droplet flow regimes, in which the vertical velocity is directly linked to the droplet’s rotational motion. Active control of the spring’s extension and compression demonstrates how both the static and dynamic states of the droplet can be controlled.

Modified far-field hydrodynamic flows induce versatile trajectories of confined microswimmers

Zehan Cao and Alan C. H. Tsang

Phys. Rev. Fluids 11, 044402 (2026) - Published 22 April, 2026

Microswimmers under weak confinement exhibit flow fields that are highly dependent on the spatial arrangement of their propulsion and drag forces, as well as their geometry. These flow fields can be approximated by placing Stokeslets and source dipoles at proper positions of the swimmer. We observe versatile swimming trajectories, such as centerline sliding and amplified oscillations, depending on the relative strengths of the Stokeslets and source dipoles.

Geometric and kinematic indicators of breaking inception in surface gravity waves

Daniel G. Boettger, Shane R. Keating, Michael L. Banner, Russel P. Morison, and Xavier Barthélémy

Phys. Rev. Fluids 11, 044803 (2026) - Published 15 April, 2026

We examine an ensemble of numerically simulated breaking surface gravity waves and show that the inception of breaking can be characterized by the maximum local interface angle. In our simulations that include surface tension effects, we find that breaking inception occurs when the local interface angle exceeds 60°; a value twice that reported in previous studies without surface tension. We explore this result in the context of the commonly utilized kinematic inception parameter and show that these two indicators of breaking inception are related through the relative flux of energy into the wave crest.

Ray-tracing image simulations of transparent objects with complex shape and inhomogeneous refractive index

Armin Kalita, Bryan Oller, Thomas Paula, Alexander Bußmann, Sebastian Marte, Gabriel Blaj, Raymond G. Sierra, Sandra Mous, Kirk A. Larsen, Xinxin Cheng, Matt J. Hayes, Kelsey Banta, Stella Lisova, Peter Nguyen, Serge A. H. Guillet, Divya Thanasekaran, Silke Nelson, Mengning Liang, Stefan Adami, Nikolaus A. Adams, and Claudiu A. Stan

Phys. Rev. Fluids 11, 044908 (2026) - Published 20 April, 2026

Optical images of transparent objects depend in a complicated way on their three-dimensional properties, which made it difficult to simulate such images accurately. Using ray tracing with calibrated illumination, we simulated with high fidelity images of drops with complex shapes, and images of pressure waves inside drops. The simulated images can be used to visualize, validate, and refine fluid dynamics models. They can also be used to determine multiple three-dimensional properties from experimental images.

Swimming mechanism of a dolphin on the basis of the hierarchy of vortices

Yutaro Motoori, Hideki Murahata, and Susumu Goto

Phys. Rev. Fluids 11, L042601 (2026) - Published 30 April, 2026

We numerically investigate the swimming mechanism of a dolphin by focusing on the hierarchy of vortices in its turbulent wake. Using direct numerical simulations of a self-propelled dolphin and scale decomposition of the flow, we show that the caudal fin generates large vortex rings that contribute most of propulsion, whereas smaller vortices are created through the energy cascade but contribute little to propulsion. We also show that this mechanism remains robust regardless of the Reynolds number.

LETTERS

Turbulent Flows

Swimming mechanism of a dolphin on the basis of the hierarchy of vortices

Yutaro Motoori, Hideki Murahata, and Susumu Goto

Phys. Rev. Fluids 11, L042601 (2026) - Published 30 April, 2026

We numerically investigate the swimming mechanism of a dolphin by focusing on the hierarchy of vortices in its turbulent wake. Using direct numerical simulations of a self-propelled dolphin and scale decomposition of the flow, we show that the caudal fin generates large vortex rings that contribute most of propulsion, whereas smaller vortices are created through the energy cascade but contribute little to propulsion. We also show that this mechanism remains robust regardless of the Reynolds number.

ARTICLES

Biological and Biomedical Flows

Mathematical analysis of a nonlinear viscoelastic fluid-structure interaction and wave dynamics in compliant arteries

Manoj Mahawar, Bharat Soni, and Ameeya kumar Nayak

Phys. Rev. Fluids 11, 043101 (2026) - Published 16 April, 2026

The purpose of the work is to understand the coupled influence of fluid and arterial wall viscoelasticity on wave dynamics, flow impedance, and energy dissipation in a compliant artery. Most theoretical models simplify this coupling by assuming Newtonian flow or purely elastic vessel walls. This study presents a comprehensive model for detailed profiling of vascular mechanics that utilizes physiological arterial parameters to assess the frequency-dependent impedance and energy dissipation behavior within the fluid-structure model.

Modified suspension-balance model for deformable particle suspensions: Application to blood flows with cell-free layer

Hugo A. Castillo-Sánchez, Weston Ortiz, Richard Martin, Rukiye Tuna, Rekha R. Rao, and Z. Leonardo Liu

Phys. Rev. Fluids 11, 043102 (2026) - Published 24 April, 2026

Blood flow in microcirculation exhibits complex, non-Newtonian behavior arising from red blood cell (RBC) migration and the formation of a near-wall cell-free layer (CFL), which remain challenging to capture with continuum models. Here, we introduce a modified suspension-balance model with a lift-force closure that bridges cell-level microrheology to continuum transport. The model quantitatively predicts CFL formation, hematocrit redistribution, and velocity blunting, while recovering key physiological signatures. This work provides an efficient continuum framework for capturing heterogeneous transport in concentrated deformable particle suspensions under confinement.

Combustion Fluid Mechanics and Reacting Flows

Numerical investigation on detonation attenuation and flame acceleration in channels with obstacle arrays

Jie Sun, Yicun Wang, Shumeng Xie, Salim M. Shaik, and Huangwei Zhang

Phys. Rev. Fluids 11, 043201 (2026) - Published 9 April, 2026

Building on prior studies of obstacle–detonation interactions, this work uses two-dimensional detailed-chemistry simulations to examine how obstacle configurations affect detonation attenuation and flame acceleration. Increased dispersion enhances attenuation by fragmenting the front and leads to distinct reinitiation modes compared to concentrated obstacles. With extended obstacle sections, propagation transitions from quasi-detonation to choking, governed by a critical blockage ratio that decreases with increasing cell width. A scaling is proposed to predict regime transitions and capture the balance between shock attenuation and flame acceleration.

Study on the stationary characteristics of oblique detonation across various reaction rate distributions

Kepeng Yao, Wenbin Liao, Guilai Han, and Zonglin Jiang

Phys. Rev. Fluids 11, 043202 (2026) - Published 24 April, 2026

Oblique detonation waves are pivotal for hypersonic propulsion, but their stationary characteristics are rarely studied under controlled reaction rate distributions. Two-dimensional Euler simulations coupled with a two-step kinetic model are employed, and the effects of activation energy and reaction rate constant are isolated while induction and exothermic zone lengths are fixed. It is demonstrated that higher activation energy delays initiation and stabilizes oblique detonation, while unsteady upstream motion via thermal choking is triggered when a critical reaction rate is exceeded. A new stability criterion for oblique detonation is provided by these results.

Complex and Non-Newtonian Fluids

Intermittent viscoelastic turbulence in strongly coupled plasmas

Rauoof Wani and Sanat Tiwari

Phys. Rev. Fluids 11, 043301 (2026) - Published 13 April, 2026

Turbulence in viscoelastic media is typically associated with polymeric fluids, where elasticity drives chaotic flows even at low Reynolds numbers. Here, we demonstrate that strongly coupled plasmas, despite lacking molecular chains, exhibit intermittent viscoelastic turbulence arising from long-range inter-particle interactions. Using large-scale three-dimensional molecular dynamics simulations, we uncover a cascade of kinetic and elastic energy with steeper power-law scaling than Kolmogorov k5/3 and intermittency. These results establish dusty plasmas as a microscopic platform for exploring viscoelastic turbulence beyond conventional fluid systems.

A phenomenological model for the heat transfer coefficient in turbulent pipe flow of shear-thinning power-law fluids

Mateus M. Teixeira, Daniel O. A. Cruz, and Fabio Ramos

Phys. Rev. Fluids 11, 043302 (2026) - Published 16 April, 2026

Traditional heat transfer models for shear-thinning fluids often lack the physical depth to fully capture their complex turbulent transport mechanisms. This study introduces a robust phenomenological model for power-law fluids in pipe flow, integrating Kolmogorov’s theory into an extended Prandtl-Taylor analogy. Furthermore, the introduction of a flow-independent Power-Law Prandtl number decouples the fluid’s intrinsic thermal properties from flow kinematics. The resulting correlation offers superior predictive accuracy and deeper physical insight.

Viscoelastic flow of an Oldroyd-B fluid through a slowly varying contraction-expansion channel: pressure drop and elastic stress relaxation

Yali Kedem, Bimalendu Mahapatra, and Evgeniy Boyko

Phys. Rev. Fluids 11, 043303 (2026) - Published 20 April, 2026

Viscoelastic flows through narrow, nonuniform geometries are common in engineering and biological systems, yet the pressure drop behavior of such fluids remains poorly understood. We develop a theoretical model for the flow of an Oldroyd-B fluid in slowly varying constrictions, deriving closed-form expressions for the elastic stresses and pressure drop valid for all Deborah numbers in the ultra-dilute limit. Our theory is in excellent agreement with numerical simulations and reveals key differences between constrictions and contractions, including a plateau in the pressure drop at high Deborah numbers and a significantly shorter relaxation length in the exit channel of the constriction.

Convection

Combined aspect ratio and viscoelastic effects on natural convection in rectangular cavities

Alireza Khoshnood, Vedad Dzanic, Zhongzheng Wang, and Emilie Sauret

Phys. Rev. Fluids 11, 043501 (2026) - Published 1 April, 2026

Viscoelastic natural convection differs from its purely Newtonian analogue due to polymer-induced elastic stresses and shear-dependent viscosity. When coupled to buoyancy-driven flow, these viscoelastic effects modify velocity and thermal boundary layers. We examine the role of cavity aspect ratio in governing the spatial distribution of elastic stresses. Coupled effects of cavity aspect ratio and viscoelasticity determine whether polymer forces enhance or suppress convection, thus affecting local and overall heat transfer performance. These insights offer guidance for controlling heat transfer under low-inertia, with implications for thermal management and process design in polymeric flows.

Drops, Bubbles, Capsules, and Vesicles

Jet drop production from bubbles with neighbors

Tristan Aurégan, Noé Daniel, Megan Mazzatenta, and Luc Deike

Phys. Rev. Fluids 11, 043601 (2026) - Published 13 April, 2026

When bubbles burst at the surface, they eject droplets through the formation of a fast upwards jet. We study how this jet is modified when bubbles are grouped together in rafts at the surface, and find that the presence of these neighbors strongly reduces the size of the ejected droplets and increases their upwards velocity. This effect significantly broadens the drop size distribution of the whole raft and shifts the peak towards smaller sizes.

Ionic liquid drop impact on solid surfaces under an electric field

Lihui Liu, Bohan Jiang, Yufeng Cheng, Runze Zhang, Yongwei Liu, Bijiao He, and Peichun Amy Tsai

Phys. Rev. Fluids 11, 043602 (2026) - Published 16 April, 2026

Electric fields strongly elongate ionic liquid droplets in flight, but have little effect on their impact dynamics. Experiments show that despite pronounced deformation induced by Maxwell stresses, the splashing threshold and maximum spreading factor remain nearly unchanged, revealing that high viscosity suppresses electrohydrodynamic coupling during impact.

From soap-film packed droplets to multilayer antibubbles: Formation and stability

Cyril André, Cyriaque Amerein, Jonas Miguet, Benoit Scheid, and Stéphane Dorbolo

Phys. Rev. Fluids 11, 043603 (2026) - Published 21 April, 2026

Antibubbles are the structural inverse of soap bubbles: they consist of a liquid core enclosed by a thin quasi-spherical gas shell, immersed in a liquid medium. Producing multilayer antibubbles, i.e. antibubbles enclosed by multiple soap/air films, has been a challenge in the past years, as it requires a delicate balance between surface tension and inertia. In this paper, we investigate a method that uses one or more soap films and a soapy liquid droplet to generate multilayer antibubbles. We also identify the optimal parameters for forming single-layer and multilayer antibubbles across three different viscosities.

Impact of the history force on the motion of droplets in shaken liquids

Frederik R. Gareis and Walter Zimmermann

Phys. Rev. Fluids 11, 043604 (2026) - Published 22 April, 2026

Outward-diffusing vorticity fields form around particles and droplets in time-periodic fluid motions. As a result, the time-dependent shear gradients in the fluid and at the particle surface are typically greater than those of the classical steady-state Stokes velocity profile. This leads to an additional viscous force, the Basset–Boussinesq history force (BBH), which depends on the past motion of the particle that created the vortices. An experiment with particles in a shaken fluid is proposed to measure the parameter dependence of the BBH, and parameter ranges are also predicted in which the BBH becomes comparable to or stronger than classical Stokes friction.

Twin satellites and ring bubbles from coalescing magnetically levitated air bubbles in water

N. Sampara, G. Hunter-Brown, K. A. Baldwin, M. M. Scase, and R. J. A. Hill

Phys. Rev. Fluids 11, 043605 (2026) - Published 22 April, 2026

While the coalescence of similarly-sized air bubbles in water is known to eject satellite bubbles, a complete model has remained elusive. Suspending unconstrained air bubbles using magnetic levitation, this study combines experiments and simulations to reveal how initial size ratios dictate the outcome, including twin satellites for equal-sized precursors. A timing model shows satellite production is governed by the coincidence of converging capillary waves and the retraction of the coalescing bubbles’ poles. Analysis of the capillary waves offers insight into why similarly-sized drops do not eject satellites in the same manner as bubbles.

Spontaneous breakup and satellite formation of an inviscid liquid bridge

Jinshun Gao, Xiaofeng Wei, Dege Li, Dongyao Wu, Lulu Pan, Dongyun Wang, Mingbo Li, Yuliang Zhang, and Benoit Scheid

Phys. Rev. Fluids 11, 043606 (2026) - Published 27 April, 2026

We investigate the breakup dynamics of an inviscid liquid bridge under slow drainage. The transition from symmetric to asymmetric breakup occurs at a length-to-radius ratio of 4.1, corresponding to a shift from even-mode to odd-mode dominance. Contrary to previous experimental conclusions, we show that satellite droplet momentum originates from capillary impulses beginning at the flattening moment before the first pinch-off. A new scaling law is proposed and validated.

Capillary slinky: Equilibrium and dynamics of a droplet in a soft spring

Bidisha Bhatt and Andreas Carlson

Phys. Rev. Fluids 11, 043607 (2026) - Published 29 April, 2026

A droplet adopts a complex shape in a spring and can create significant spring compression, potentially functioning as a capillary weight-lifting system. By tuning the ratio between the pitch of the soft spring and the droplet size reveals a range of distinct droplet flow regimes, in which the vertical velocity is directly linked to the droplet’s rotational motion. Active control of the spring’s extension and compression demonstrates how both the static and dynamic states of the droplet can be controlled.

Electrokinetic Phenomena, Electrohydrodynamics, and Magnetohydrodynamics

Kolmogorov scaling for total energy and cross helicity in magnetohydrodynamic turbulence

Manthan Verma, Abhishek K. Jha, and Mahendra K. Verma

Phys. Rev. Fluids 11, 043701 (2026) - Published 21 April, 2026

The total energy spectrum exhibits a Kolmogorov-like scaling, consistent with the conservation of total energy in the system. However, the kinetic and magnetic energy spectra often diverge from the −5/3 scaling. In this paper, we show that this divergence arises from energy transfer between the velocity and magnetic fields, either from velocity to magnetic field or vice versa. Our extensive numerical simulations therefore demonstrate Kolmogorov-like phenomenology for isotropic MHD turbulence.

Numerical demonstration of Kolmogorov scaling in magnetohydrodynamic turbulence

Manthan Verma, Abhishek K. Jha, Shashwat Nirgudkar, and Mahendra K. Verma

Phys. Rev. Fluids 11, 043702 (2026) - Published 21 April, 2026

For isotropic magnetohydrodynamic (MHD) turbulence, we employ high-resolution numerical simulations and compute the energy spectra and fluxes, as well as the structure functions, of Elsässer variables. While the competing spectral indices 5/3 and 3/2 are too close, the 5/3 index still provides a better fit to the energy spectra. More importantly, the structure functions strongly support the Kolmogorov-like phenomenology. Additionally, the energy fluxes in imbalanced MHD are consistent with the predictions of the Kolmogorov-like model. The figure shows normalized cross helicity of 0.65.

Numerical and analytical investigation of droplet dynamics in an alternating and constant superposed electric fields

Bikash Mohanty, Angshuman Nayak, and Aditya Bandopadhyay

Phys. Rev. Fluids 11, 043703 (2026) - Published 24 April, 2026

We investigate the dynamics of a leaky dielectric droplet subjected to a superposed alternating and constant electric field using analytical small deformation theory and phase-field simulations. The mean and amplitude of droplet deformation depend on the mixing ratio (MR) and frequency of the superposed electric field. Results show that deformation amplitude under a superposed field is larger than in a purely alternating electric field. When the root-mean-square value of the superposed field exceeds that of the pure AC field, the mean deformation increases with increasing MR. The variation of the nondimensional oscillating interfacial kinetic energy with MR is also explored.

Instability, Transition, and Control

Identifying spatially localized instability mechanisms using sparse optimization

Talha Mushtaq and Maziar S. Hemati

Phys. Rev. Fluids 11, 043901 (2026) - Published 6 April, 2026

Spatially localized flow perturbations that maximize perturbation-energy amplification can reveal underlying drivers of flow instability. In this paper, we show that such spatially localized perturbations can be found by solving a particular sparse optimization problem and propose an efficient iterative method for doing so. Our approach is demonstrated on a subcritical plane Poiseuille flow, wherein we find that a subset of the perturbations identified by our method yield a comparable degree of energy amplification as their global counterparts.

New subcritical oblique modes: On an extension of Squire's theorem for spatiotemporally evolving modes

Martin Oberlack, Kilian Vinzenz Wilhelm, Simon Görtz, Johannes Conrad, Alparslan Yalcin, Lara De Broeck, and Yongqi Wang

Phys. Rev. Fluids 11, 043902 (2026) - Published 6 April, 2026

We revisit Squire’s theorem, a fundamental concept in hydrodynamic stability theory, but only valid for temporal modes, and extend it to spatiotemporal modes. This extension reveals a new class of subcritical oblique modes in which three-dimensional disturbances can become unstable at lower Reynolds numbers than their two-dimensional equivalents. While individual modes are unphysical, their superposition within a framework such as Briggs’ theory yields finite-energy perturbations. The theory provides a framework to describe spatially growing oblique structures, such as those observed in transitional shear flows.

Deep reinforcement learning-guided active control of turbulent flows

Feng Ren, Yuanpu Zhao, Jian Song, Boo Cheong Khoo, Yongdong Cui, Zhaokun Wang, and Dong Song

Phys. Rev. Fluids 11, 043903 (2026) - Published 8 April, 2026

Deep reinforcement learning (DRL) for active flow control in turbulent regimes has been challenging due to prohibitive computational costs. This study overcomes this barrier by integrating a GPU-accelerated lattice Boltzmann solver with a two-stage exploration strategy, making DRL feasible for turbulent flow applications. For the canonical case of flow past a circular cylinder, the DRL-guided controller reduces drag by 55% and lift fluctuation by 26%, through significantly modifying the wake dynamics and turbulent features. Follow-up tests demonstrate that online-smoothed actuation performs as effectively as high-frequency inputs, offering practical advantages for real-world implementation.

Transient flow dynamics following impulsive rotor speed acceleration in laminar and turbulent rotor-stator cavities

Siyi Li, Zihao Zhu, Lei Xie, Yaguang Xie, Ruonan Wang, Qiang Du, and Junqiang Zhu

Phys. Rev. Fluids 11, 043904 (2026) - Published 8 April, 2026

Under transient conditions, the evolution of flow in the rotor-stator cavity of an aero-engine differs markedly from the steady state. Using theory together with three-dimensional direct numerical simulations, we capture the nonlinearity and unsteady behavior in the transient evolution of rotating cavity flows. For a laminar enclosed rotor-stator cavity, the transient process primarily generates and dissipates circular waves whereas a turbulent one features small-scale fragmented vortical structures. This study elucidates three-dimensional transient evolution and flow structures in rotating cavities, providing a foundation for further investigations of transient rotating cavity flows.

Bypass transition in favorable-adverse pressure gradient flow over a protruding rough surface under inlet free-stream turbulence

Weihao Ling, Zhiheng Wang, Zhenfei Wang, Wenlin Huang, and Guang Xi

Phys. Rev. Fluids 11, 043905 (2026) - Published 24 April, 2026

We investigate the bypass transition of a flat-plate boundary layer over a three-dimensional irregular rough surface characterized by isotropic protrusions and a favorable-adverse pressure gradient. By positioning the roughness upstream of or adjacent to the separation point and introducing inlet free-stream turbulence of varying intensities and fundamental frequencies, the combined effects of pressure gradients, three-dimensional roughness, and free-stream turbulence on bypass transition and disturbance amplification are examined. Notably, when the rough surface is upstream of the separation point, intense low-frequency free-stream turbulence can excite novel elongated resonant modes.

Interfacial Phenomena and Flows

Investigation of flow and interface dynamics near a moving contact line at obtuse contact angles

Charul Gupta, Venkata Sai Anvesh Sangadi, Lakshmana Dora Chandrala, and Harish N Dixit

Phys. Rev. Fluids 11, 044001 (2026) - Published 6 April, 2026

Experiments and numerical simulations of flow near a moving contact line are presented for dynamic contact angles exceeding 90°. High-resolution PIV and interface tracking deliver simultaneous measurements of velocity fields, interface shapes, and interfacial speeds across low to moderate Reynolds numbers. A central finding is the pronounced slowing down of fluid particles along the interface as they approach the contact line, providing direct experimental evidence toward resolving the classical singularity. Complementary VOF simulations with a variable-slip model reproduce the observations and demonstrate that such simulations can resolve detailed flow fields with experimental fidelity.

Differential diffusion effects on the structure of reactive flows in Marangoni-reaction-diffusion processes

Reda Tiani and Laurence Rongy

Phys. Rev. Fluids 11, 044002 (2026) - Published 15 April, 2026

Chemical reactions in liquid solutions can generate self-sustained Marangoni flows driven by concentration gradients of reacting species. A nonequilibrium regime emerges involving the interplay of hydrodynamics and chemistry. Here, we show how differential diffusion shapes complex spatiotemporal dynamics by driving more extrema (2 or more) in the surface tension profiles and more convection rolls/vortices in the bulk. A striking example is the occurrence of spatial oscillations of surface tension in the strongly coupled regime. As a response to the formation of an extremum, we compute the delay time required for a roll to emerge from the continuity and tangential stress balance equations.

Integral modeling and reinforcement learning control of three-dimensional liquid metal coating on a moving substrate

Fabio Pino, Edoardo Fracchia, Benoit Scheid, and Miguel A. Mendez

Phys. Rev. Fluids 11, 044003 (2026) - Published 28 April, 2026

Metallic coatings play a vital role in protecting metal surfaces from corrosion, but achieving uniform, defect-free layers remain a major challenge due to undulation instabilities. This work investigates a novel control strategy for liquid films on moving substrates using coordinated gas jets and electromagnetic actuators. By extending integral film models and embedding them in a reinforcement-learning framework, a proximal policy optimization (PPO) algorithm learns to actively suppress instabilities. The resulting control exploits a new physical mechanism: gas jets damp wave crests while electromagnetic forces lift troughs, leading to smoother coatings.

Laminar and Viscous Flows

Thermoviscous instability of flow in a weakly heat-conducting channel

Federico Lanza, Gaute Linga, Fabian Barras, and Eirik G. Flekkøy

Phys. Rev. Fluids 11, 044101 (2026) - Published 14 April, 2026

An instability may arise when a hot viscous fluid enters a thin gap and cools through heat transfer to a colder surrounding environment. In this paper, we investigate this mechanism in the small Biot number regime, where cooling through the plates is weak but acts over sufficiently long times that the temperature becomes nearly uniform across the gap. From numerical simulations we show that fingering instabilities emerge in response to small inlet perturbations within a range of Péclet numbers and viscosity contrasts. From linear stability analysis we find the dispersion relation and quantify how the fastest growth rate and corresponding wavenumber depend on the global parameters.

Attention on flow control: Transformer-based reinforcement learning for lift regulation in highly disturbed flows

Zhecheng Liu and Jeff D. Eldredge

Phys. Rev. Fluids 11, 044102 (2026) - Published 15 April, 2026

We propose a transformer-based reinforcement learning framework to learn an effective control strategy for regulating aerodynamic lift in arbitrary gust sequences via pitch control, showing that this approach can be successfully applied to disturbed flows. By using two machine learning techniques, pretraining and transfer learning, we also show that the approach can extend control policies to regimes far from the training regimes, such as arbitrarily long gust sequences. We also investigate the impact of pivot point location and show that quarter-chord pitching control can achieve superior lift regulation with substantially less control effort compared to mid-chord pitching control.

Flag models as vortex generators for enhanced heat transfer in laminar channel flows

Jingyu Cui, Xiang Zhu, Yiting Zhang, Zuchao Zhu, and Yuzhen Jin

Phys. Rev. Fluids 11, 044103 (2026) - Published 17 April, 2026

We perform a comprehensive numerical study of standard, inverted, and wall-mounted flag models to reveal how flag-induced dynamics and vortex organization control thermal transport. The results identify distinct vortex-generation mechanisms for each configuration and map their high-efficiency regimes in the parameter space of bending stiffness and Reynolds number. These findings clarify the thermo-hydraulic performance limits of flexible flags and provide guidance for designing efficient passive heat transfer enhancers.

Micro- and Nanofluidics

Slip over liquid-infused gratings in the singular limit of a nearly inviscid lubricant

Gunnar G. Peng, Ehud Yariv, and Ory Schnitzer

Phys. Rev. Fluids 11, 044201 (2026) - Published 6 April, 2026

This study investigates shear-driven flow over a microstructured surface of zero-thickness ridges separating rectangular grooves infused with a relatively low-viscosity lubricant. Asymptotic analysis in that limit reveals that viscous resistance is dominated by a boundary layer about the ridge tips that is exponentially small in the viscosity ratio μ1, resulting in a surprising μ1/2 scaling for the effective slip length.

Multiphase, Granular, and Particle-Laden Flows

Numerical analysis of the interaction between planar shock waves and cylindrical droplets containing a solid particle rod

Haojun Zhao, Wei Wang, Sheng Xu, and Bing Wang

Phys. Rev. Fluids 11, 044301 (2026) - Published 2 April, 2026

When a cylindrical droplet containing a solid particle rod interacts with a planar shock wave, a complex evolution of its internal wave structure ensues. We simulate the interaction numerically, and the ray analysis method is specifically adopted to analyze the evolution of the wave structure in detail. The results show that the particle rod separates negative pressure regions more distinctly, raises the droplet’s minimum pressure, leads to cavitation at high shock wave intensity, and that particle eccentricity influences wave structure and cavitation. These findings are expected to contribute to advancements in fuel atomization and biomedical applications.

Trapping of a flexible disk in a vortical flow: Reconstruction process, measurements, and theory

Eric Ibarra, Fabien Candelier, and Gautier Verhille

Phys. Rev. Fluids 11, 044302 (2026) - Published 6 April, 2026

From previous studies on rigid isotropic particles, one might expect that heavy particles would be centrifuged out of vortices. However, during experimental runs, we observed thin, heavy, flexible discs trapped in stable orbits near a vortex core. By reconstructing their three-dimensional shape and motion, we show how deformability and anisotropy alter the classical force balance. The results raise new questions about how form and flexibility impact transport in vortical flows.

Effects of inertia disparity on atomization of unlike-doublet impinging jets

Yuan Li and Chenglong Tang

Phys. Rev. Fluids 11, 044303 (2026) - Published 24 April, 2026

Unlike-doublet impinging jets are widely used in hypergolic liquid rocket engines, but the role of inertia disparity in shaping atomization and mixing has remained unclear. Using high-fidelity Volume of Fluid simulations with intra-liquid species transport, we show that increasing inertia disparity narrows the spray, shortens liquid-sheet breakup, and reduces mixing efficiency. At high disparity, the jets exhibit central-axis collapse and mutual penetration, producing a distinctive flow-rate distribution. Flow topology analysis links these behaviors to Kelvin–Helmholtz type shear instabilities that generate vortices and drive liquid sheet collapse.

Condensation front mechanism of partial cavitation in an axisymmetric Venturi

Xun Sun (孙逊), Zhizhong Zhou (周智忠), Weibin You (游炜彬), Sivakumar Manickam, Yunqiao Liu (刘筠乔), Wenlong Wang (王文龙), and Benlong Wang (王本龙)

Phys. Rev. Fluids 11, 044304 (2026) - Published 30 April, 2026

We show that the incompressible Large eddy simulations of the condensation fronts (also referred to as bubbly shocks or condensation shocks) in partial cavitation within a three-dimensional Venturi agree well with the experiments. The condensation front is fundamentally different from traditional shock waves. The density variations due to evaporation and condensation of cavitation, rather than fluid compressibility, govern its formation and propagation. Hence, a compressible solver is unnecessary for simulating condensation fronts. These findings offer a new understanding of the shedding mechanism of partial cavitation.

Nonlinear Dynamical Systems

Unsteady relaxation of a thin sheet in a quiescent fluid

Kirill Goncharuk, Saichand Chowkampally, Yuri Feldman, and Oz Oshri

Phys. Rev. Fluids 11, 044401 (2026) - Published 6 April, 2026

The relaxation of a buckled elastic sheet in a fluid involves a balance between bending, inertia, and hydrodynamic forces. We show that a minimal inviscid model predicts both the oscillation frequency about the stable mode and the growth rate of unstable modes, in agreement with more general viscous simulations. The framework also captures the temporal transition from unstable to stable configurations.

Modified far-field hydrodynamic flows induce versatile trajectories of confined microswimmers

Zehan Cao and Alan C. H. Tsang

Phys. Rev. Fluids 11, 044402 (2026) - Published 22 April, 2026

Microswimmers under weak confinement exhibit flow fields that are highly dependent on the spatial arrangement of their propulsion and drag forces, as well as their geometry. These flow fields can be approximated by placing Stokeslets and source dipoles at proper positions of the swimmer. We observe versatile swimming trajectories, such as centerline sliding and amplified oscillations, depending on the relative strengths of the Stokeslets and source dipoles.

Transport and Mixing

Theoretical one-dimensional model for variable-density Rayleigh-Taylor turbulence

Chian Yeh Goh and Guillaume Blanquart

Phys. Rev. Fluids 11, 044501 (2026) - Published 29 April, 2026

We revisit a largely overlooked theoretical model from Belen’kii and Fradkin (1965) and show that it captures many key features of non-Boussinesq Rayleigh-Taylor mixing observed in modern studies. By extending the analysis of this pioneering study, we uncover new physical insight and develop a practical, analytically tractable representation. Calibrated with DNS data, this work bridges classical theory and modern turbulence modeling, offering a compact tool for understanding and predicting variable-density turbulent flows.

Turbulent Flows

Phase dynamics and their role determining energy flux in hydrodynamic shell models

Santiago J. Benavides and Miguel D. Bustamante

Phys. Rev. Fluids 11, 044601 (2026) - Published 2 April, 2026

The transfer of energy and other conserved quantities across scales is a central aspect of out-of-equilibrium systems such as turbulent hydrodynamic flows. Despite its role in the few predictive theories that exist, a dynamical understanding of what determines said transfer (and its direction in scale) has yet to be established. In this study, we investigate how the dynamics of complex Fourier velocity phases influence the flux of conserved quantities in simplified (“shell”) models of hydrodynamic turbulence. We develop an analytically tractable model for the statistics of the phases, validate the model using simulations, and use the model to predict properties of the energy cascade.

Modelling and synthesizing turbulence with multiscale coherent vortices

Zishuo Han, Weiyu Shen, and Yue Yang

Phys. Rev. Fluids 11, 044602 (2026) - Published 6 April, 2026

We model turbulence using coherent vortices distributed within a multiscale statistical framework, termed woven turbulence, which naturally captures key turbulence features. Based on explicitly controllable vortices, we find that the scale-independent hierarchical vortex density corresponds to the −5/3 law of the energy spectrum, while the Reynolds-number-independent total vortex density corresponds to the intermittent scaling of the structure function. Woven turbulence also serves as a fast turbulence synthesis method, requiring only the Taylor-Reynolds number as input and exhibiting extremely low computational cost comparable to the random Fourier modes method.

Waviness and self-sustained turbulence in plane Couette-Poiseuille flow

M. Etchevest, P. Dmitruk, S. Karmakar, B. Semin, R. Godoy-Diana, and J. E. Wesfreid

Phys. Rev. Fluids 11, 044603 (2026) - Published 7 April, 2026

Transition to turbulence in wall-bounded shear flows is often explained through the self-sustaining process proposed by Waleffe, where streaks, streamwise vortices, and streak waviness interact nonlinearly. Using direct numerical simulations of plane Couette–Poiseuille flow near transition, we examine how streak waviness relates to the underlying roll structures. The results show that, once the rolls reach sufficient amplitude, the waviness of the streaks scales quadratically with the rolls, clarifying a key nonlinear step of the self-sustaining process in this asymmetric shear flow.

Constructing wall turbulence using hierarchical hairpin vortices

Weiyu Shen, Yuchen Ge, Zishuo Han, Yaomin Zhao, and Yue Yang

Phys. Rev. Fluids 11, 044604 (2026) - Published 13 April, 2026

Wall-bounded turbulence exhibits coherent vortical structures whose geometry and multiscale organization remain difficult to capture in physics-based models. We construct turbulence fields as ensembles of hierarchically organized hairpin vortex packets with height-dependent core size. The model quantitatively reproduces statistical and structural features of high-Reynolds-number turbulence, including both attached and detached motions. It further elucidates how vortex geometry and packet organization govern these features, while enabling rapid initialization of fully developed turbulence at substantially reduced cost.

Rare-event detection in a backward-facing-step flow using live optical-flow velocimetry: Observation of an upstream jet burst

Juan Pimienta and Jean-Luc Aider

Phys. Rev. Fluids 11, 044605 (2026) - Published 16 April, 2026

A new method is proposed to detect rare events in a shear flow. Using Live Optical Flow Velocimetry (L-OFV), it becomes possible to monitor a flow over extended periods (hours or even days) based on quantitative measurements and predefined criteria. Once these criteria are met (typically large standard-deviation excursions in velocity probes), the time history of the 2D velocity field is recorded before and after the event. After 1.5 hours of live monitoring of a backward-facing-step flow, a single extreme event, deep in the velocity-distribution tails, was found. Analysis of the time-resolved 2D velocity fields revealed a strong upstream-directed jet burst piercing the recirculation region.

Flow and noise characteristics of a hot supersonic rectangular jet with V-shaped trailing edges

Bao Chen, Yitong Fan, Zifei Yin, and Weipeng Li

Phys. Rev. Fluids 11, 044606 (2026) - Published 16 April, 2026

Rectangular exhaust nozzles are an attractive option in the design of high-speed propulsion systems. This study investigates the effects of V- shaped trailing edges (VTEs), a feature that improves stealth performance, on the flow and noise radiation of a hot over-expanded rectangular jet. Results show that the VTEs can effectively suppress the screech tone and overall sound pressure levels in the upstream and downstream directions. This study also demonstrates that the energy redistribution during wave interactions is modulated by the VTEs, providing an inherent explanation for the screech reduction.

Numerical study of Lagrangian velocity structure functions using acceleration statistics and a spatial-temporal perspective

Rohini Uma-Vaideswaran and P. K. Yeung

Phys. Rev. Fluids 11, 044607 (2026) - Published 24 April, 2026

The second-order Lagrangian velocity structure function in turbulence is a fundamental quantity for which clear inertial range scaling has been much more elusive than corresponding Eulerian measures. In this work direct numerical simulation at high Reynolds number is used to better understand the question of asymptotic constancy of the supposed scaling constant through effects of the acceleration autocorrelation function. A spatial-temporal decomposition of the Lagrangian velocity increment exposes strong but incomplete cancellation between convective and local contributions, with rapid approach of particle displacements towards inertial range values having an important role.

Momentum decomposition of the pressure field

Taihang Zhu, Chao Xia, Jiabin Pang, Olivier Cadot, and Jonathan F. Morrison

Phys. Rev. Fluids 11, 044608 (2026) - Published 24 April, 2026

We introduce a momentum decomposition framework to analyze the pressure field. It establishes a generic relationship between the mean pressure and flow statistics for turbulent flow, manifesting as fundamental mechanisms of pressure-gradient contributions in Cartesian coordinates involving mean flow accelerations, Reynolds stresses, and viscous stresses. With a focus on bluff body flows, this framework is validated in both laminar and turbulent regimes, providing a physical basis for flow analysis and control.

Investigation of countergradient transport structures in stably stratified homogeneous shear turbulence

Xiaodong Wu, De Li, and Zhiming Lu

Phys. Rev. Fluids 11, 044609 (2026) - Published 24 April, 2026

Counter-gradient transport in stably stratified shear turbulence remains poorly understood, particularly from a structural perspective. Using direct numerical simulations combined with the clustering method, this study identifies and characterizes coherent structures responsible for counter-gradient transport of heat and momentum. We find that such transport is dominated by structures larger than the Corrsin scale and primarily organized as paired Q1–Q3 events. Distinct physical mechanisms are revealed, with heat transport arising from both vortex-induced rotation and fluid parcel interactions, while momentum transport is governed solely by vortex-induced rotation.

Influence of temporally varying canopy drag force on turbulence characteristics in open-channel flow

Jialiang Sun, Ning Huang, Binbin Pei, and Jie Zhang

Phys. Rev. Fluids 11, 044610 (2026) - Published 27 April, 2026

Vegetation canopies in open-channel flows often experience time-dependent drag that reshapes turbulence near the canopy top. Using large-eddy simulation with a variable-drag model, we show that oscillatory drag reorganizes coherent vortices and shifts turbulent kinetic energy activity from the canopy-top shear layer into the canopy interior. The framework provides an efficient way to isolate how prescribed canopy drag affects turbulence structure and energy transport in large-domain simulations.

Vortex Dynamics

Unraveling scaling laws for periodic oscillations in laser-sustained plasmas

Dongheyu Zhang, Junkang Mao, Peng Zhang, John P. Verboncoeur, and Yangyang Fu

Phys. Rev. Fluids 11, 044701 (2026) - Published 13 April, 2026

Laser-sustained plasma (LSP) is a novel light source for bright-field wafer defect inspection in chip manufacturing, but the inherent spatiotemporal instabilities severely limit performance. Through experiments and multiphysics modeling, this work reveals that these periodic fluctuations originate from buoyancy-driven vortex ring dynamics. A generalized scaling law incorporating the gas density ratio is established for accurate frequency prediction, demonstrating that the Prandtl and Péclet numbers govern the oscillation threshold and patterns. These findings provide a mechanistic framework for the development of stable LSP light sources.

Wave Dynamics, Free Surface Flows, Stratified, and Rotating Flows

Free surface deformations in shallow electrolyte flows

Prem Chand Chandolu and Balachandra Suri

Phys. Rev. Fluids 11, 044801 (2026) - Published 6 April, 2026

Horizontally driven shallow electrolyte flows are widely employed laboratory analogs of oceanic and two-dimensional flows. Although previous studies investigated the presence of three-dimensional circulations within the bulk of turbulent shallow flows, relatively little attention was paid to whether the fluid layer thickness itself remains spatiotemporally uniform. In this study, we report experimental measurements of free-surface deformations in shallow flows. For certain Reynolds number and fluid layer height combinations that characterize the flow, we show that the free surface undergoes significant deformation, thereby rendering an otherwise shallow flow geometrically three-dimensional.

Transition to the ultimate regime of turbulent convection in stratified inclined duct flow

Rundong Zhou, Adrien Lefauve, Roberto Verzicco, and Detlef Lohse

Phys. Rev. Fluids 11, 044802 (2026) - Published 7 April, 2026

What bridges convection and stratified turbulence? Using direct numerical simulations, we reveal that in highly turbulent stratified inclined duct (SID) flow, these two phenomena can coexist within a single canonical system. At sufficiently large Reynolds number, SID undergoes a transition to the ultimate regime of turbulent convection, marked by the enhanced transport scaling Nu~Ra1/2. The transition coincides with the onset of turbulent boundary layers and is subcritical and hysteretic, as expected for the non-normal-nonlinear route to turbulence in shear flows.

Geometric and kinematic indicators of breaking inception in surface gravity waves

Daniel G. Boettger, Shane R. Keating, Michael L. Banner, Russel P. Morison, and Xavier Barthélémy

Phys. Rev. Fluids 11, 044803 (2026) - Published 15 April, 2026

We examine an ensemble of numerically simulated breaking surface gravity waves and show that the inception of breaking can be characterized by the maximum local interface angle. In our simulations that include surface tension effects, we find that breaking inception occurs when the local interface angle exceeds 60°; a value twice that reported in previous studies without surface tension. We explore this result in the context of the commonly utilized kinematic inception parameter and show that these two indicators of breaking inception are related through the relative flux of energy into the wave crest.

Generation and propagation of mode-1 and mode-2 internal waves over bottom topography in a three-layer system

Chunxin Yuan, Shuying Zhang, Zhan Wang, and Xueen Chen

Phys. Rev. Fluids 11, 044804 (2026) - Published 27 April, 2026

The Fully Dispersive Internal Wave (FDIW) equations, related on the two interface fluctuations in three-layer fluid, is derived from the stratified Euler equations using multiscale asymptotic expansion valid up to second-order nonlinearity. It can accommodate both mode-1 and mode-2 nonlinear internal waves and their transformations without further assumptions like the comparable phase speed of two modes needed in the well-known coupled Korteweg-de Vries (KdV) system, due to capturing all wavelengths without long-wave assumptions. The results indicate that coupled KdV equations should be used in the ocean with great caution as the difference between the KdV and FDIW equations is shown.

Transitions in unsteady capillary-gravity wakes of surface swimmers

Max Roccuzzo and Johann Herault

Phys. Rev. Fluids 11, 044805 (2026) - Published 29 April, 2026

Surface-swimming organisms generate a rich variety of wave patterns. By studying the wakes produced by two juvenile snakes, we show that their surface waves strongly deviate from classical predictions for uniform straight-line motion. A simple slaloming-source model reproduces these patterns and shows they emerge from the superposition of translating, pulsating wave sources. Overall, our results provide a new framework for understanding capillary-gravity waves generated by non-uniform motion and enable the construction of a phase diagram describing these regimes.

Methods: New Experiments, Algorithms, and Theory (NEAT)

Particle-resolved LBM-DEM simulations of sheared suspensions using Lees–Edwards boundary conditions

Yasushi Mino, Hazuki Tanaka, Koichi Nakaso, Kuniaki Gotoh, and Rei Tatsumi

Phys. Rev. Fluids 11, 044901 (2026) - Published 1 April, 2026

Numerical simulations of sheared particle suspensions often require large domains to avoid wall effects. We implement Lees–Edwards boundary conditions in particle-resolved Lattice Boltzmann Method–Discrete Element Method (LBM–DEM) simulations to model homogeneous shear flows without physical boundaries. The method enables computationally efficient simulations while resolving particle-scale hydrodynamic interactions. It provides a practical tool for studying suspension rheology quantitatively by capturing how particles interact with the surrounding fluid and with each other across a range of concentrations.

VIVALDy: A hybrid generative reduced-order model for turbulent flows, applied to vortex-induced vibrations

Niccolò Tonioni, Lionel Agostini, Franck Kerhervé, Laurent Cordier, and Ricardo Vinuesa

Phys. Rev. Fluids 11, 044902 (2026) - Published 3 April, 2026

Sparse-sensing reconstruction of turbulent flows remains challenging due to high sensor requirements and poor fidelity near solid interfaces. VIVALDy, a machine learning framework, addresses these limitations through a hybrid β-Variational Autoencoder-Generative Adversarial Network (β-VAE-GAN) and a bidirectional transformer to compress flow fields into a compact latent space and predict temporal evolution from minimal inputs. Masked convolutions are used to enhance fidelity at solid boundaries. Validated against experimental data for a moving cylinder, the framework reconstructs diverse fluid-structure interaction regimes using only cylinder displacement.

Stabilizing Rayleigh-Bénard convection with reinforcement learning trained on a reduced-order model

Qiwei Chen and C. Ricardo Constante-Amores

Phys. Rev. Fluids 11, 044903 (2026) - Published 6 April, 2026

Rayleigh–Bénard convection is a canonical system for studying turbulent heat transport, yet controlling it at high Rayleigh numbers remains computationally prohibitive. Here, we combine data-driven manifold dynamics with reinforcement learning to construct a reduced-order environment that enables efficient training of control policies. When deployed in direct numerical simulations, the learned strategies achieve up to 23% reduction in heat transfer by stabilizing near-wall dynamics and suppressing plume emission. This work establishes a scalable and physically interpretable route to controlling high-dimensional turbulent flows.

Lattice Boltzmann approaches to the Euler-Euler equations for two-phase flows

Githin Tom Zachariah and Harry E. A. Van den Akker

Phys. Rev. Fluids 11, 044904 (2026) - Published 6 April, 2026

The Lattice Boltzmann Method (LBM) exploits its nearly incompressible nature to relate local density to pressure, avoiding iterative Poisson solvers. However, this pressure–density coupling makes robust extension of LBM to the Two-Fluid equations particularly challenging. In this work, we propose two complementary approaches to address this problem: a mixture model for dilute suspensions prioritizing computational efficiency, and a well-balanced formulation employing a pressure-free LBM with an explicit Poisson solver for maximum accuracy. Both methods are validated on standard benchmarks and isotropic turbulent flows, demonstrating accuracy and robustness across challenging flow regimes.

Hilbert proper orthogonal decomposition: A tool for educing advective wave packets from flow field data

Marco Raiola and Jochen Kriegseis

Phys. Rev. Fluids 11, 044905 (2026) - Published 6 April, 2026

Advective flows are often characterized by wavepackets. Hilbert proper orthogonal decomposition (HPOD) extracts these coherent structures from flow field data by exploiting their representation as modulated traveling waves. HPOD is a complex valued extension of proper orthogonal decomposition, where the analytic signal is obtained via a Hilbert transform applied either in time (conventional HPOD) or along the advection direction (space-only HPOD). Both HPOD formulations yield equivalent decompositions for advecting wavepackets. The resulting modes exhibit amplitude and frequency modulation in space and time, enabling instantaneous, local flow analysis.

Quantifying the impact of coherent structures on the turbulent kinetic energy decay rate: A Proper Orthogonal Decomposition approach

Ankit Gautam and Tim Berk

Phys. Rev. Fluids 11, 044906 (2026) - Published 6 April, 2026

The decay of turbulent kinetic energy is strongly influenced by large-scale coherent structures. Using a synthetic-jet-driven turbulence facility and the Proper Orthogonal Decomposition (POD) method, we show that slowly decaying modes persistent across repeated experiments bias the observed decay rates. Removing these modes reveals a stochastic turbulence field with decay consistent with classical theory. This framework helps resolve discrepancies in reported decay rates and distinguishes whether variations arise from specific coherent modes or changes in the underlying stochastic turbulence.

Sharper predictions: The role of loss functions for enhanced turbulent-flow sensing

A. G. Balasubramanian, A. Cremades, R. Vinuesa, and O. Tammisola

Phys. Rev. Fluids 11, 044907 (2026) - Published 16 April, 2026

Accurate reconstruction of near-wall turbulence from limited wallmeasurements remains a central challenge in non-intrusive flow sensing, especially because conventional learning approaches often sacrifice small-scale fidelity. Building on recent data-driven advances, this study shows that a spectrally informed composite loss can markedly outperform standard mean-squared-error training for reconstructing velocity fluctuations from wall-shear and pressure signals. The method improves statistical and spectral accuracy, preserves fine-scale energy, and remains robust under noisy and coarse inputs, strengthening the case for practical turbulence sensing with neural networks.

Ray-tracing image simulations of transparent objects with complex shape and inhomogeneous refractive index

Armin Kalita, Bryan Oller, Thomas Paula, Alexander Bußmann, Sebastian Marte, Gabriel Blaj, Raymond G. Sierra, Sandra Mous, Kirk A. Larsen, Xinxin Cheng, Matt J. Hayes, Kelsey Banta, Stella Lisova, Peter Nguyen, Serge A. H. Guillet, Divya Thanasekaran, Silke Nelson, Mengning Liang, Stefan Adami, Nikolaus A. Adams, and Claudiu A. Stan

Phys. Rev. Fluids 11, 044908 (2026) - Published 20 April, 2026

Optical images of transparent objects depend in a complicated way on their three-dimensional properties, which made it difficult to simulate such images accurately. Using ray tracing with calibrated illumination, we simulated with high fidelity images of drops with complex shapes, and images of pressure waves inside drops. The simulated images can be used to visualize, validate, and refine fluid dynamics models. They can also be used to determine multiple three-dimensional properties from experimental images.

ERRATA

Erratum: Can we predict the weather? New tools for an old problem [Phys. Rev. Fluids 10, 083801 (2025)]

Bérengère Dubrulle, Antoine Barlet, Amaury Barral, Adam Cheminet, Guillaume Costa, Pietro Dragoni, Abhishek Harikrishnan, Adrien Lopez, Kirone Mallick, and Quentin Pikeroen

Phys. Rev. Fluids 11, 049901 (2026) - Published 17 April, 2026

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