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Dean number

The Dean number (De), named after the British physicist William Reginald Dean, is a dimensionless parameter in fluid mechanics that quantifies the effects of curvature on laminar and transitional flows in pipes and channels. Introduced through Dean's pioneering theoretical analysis of viscous fluid motion in curved conduits, it represents the balance between centrifugal (inertial) forces driving secondary circulation and viscous forces resisting it.^[1] The parameter is formally defined as De = Re \sqrt{\frac{D_h}{2R}}, where Re is the Reynolds number based on the hydraulic diameter D_h, and R is the radius of curvature of the channel centerline; for circular pipes, this simplifies to De = Re \sqrt{\frac{a}{R}}, with a denoting the pipe radius.^[1] In curved flows, the Dean number governs the formation and intensity of Dean vortices—pairs of counter-rotating secondary flows in the cross-sectional plane that arise perpendicular to the primary axial flow due to centrifugal instability. For low values of De (typically below a critical threshold around 30–100, depending on geometry), the flow remains nearly two-dimensional with weak secondary motion; as De increases, vortex strength grows, leading to enhanced radial mixing, altered velocity profiles, and potential transitions to multi-vortex structures or turbulence at higher De (>500).^[1] These dynamics were first derived perturbatively by Dean in the limit of small curvature (large R/a), assuming steady, incompressible, Newtonian fluids in laminar flow.^[2] The Dean number plays a critical role in numerous engineering and scientific applications where curved geometries are prevalent, including heat transfer enhancement in coiled-tube exchangers,^[3] pollutant dispersion in river bends,^[4] and cardiovascular modeling of blood flow in arterial curvatures.^[5] In microfluidics, high-De flows in spiral microchannels exploit Dean vortices for passive particle focusing, size-based cell sorting (e.g., circulating tumor cells from blood with >90% purity), and improved mixing in lab-on-a-chip devices, offering advantages over active methods by reducing fouling and energy costs.^[1] Experimental and numerical studies continue to refine its correlations for non-circular ducts and turbulent regimes, underscoring its enduring relevance in optimizing curved flow systems.^[1]

Fundamentals

Physical context

The Dean number arises in the study of steady, incompressible viscous fluid flow through curved conduits, such as pipes or channels with toroidal or helical geometries, where the curvature significantly alters the flow behavior compared to straight paths. In these configurations, the primary flow direction follows the curved centerline, but the geometry introduces additional effects that drive non-uniform motion across the cross-section. Curvature imposes centrifugal forces on the fluid elements, which act radially outward and generate a secondary circulation perpendicular to the primary flow direction. This secondary motion manifests as counter-rotating vortices in the cross-sectional plane, disrupting the purely axial flow observed in straight conduits. Unlike the axisymmetric velocity profile in straight pipes, where the maximum velocity occurs at the center, the induced asymmetry in curved pipes shifts the velocity maximum toward the outer wall due to these centrifugal effects. The Dean number provides a dimensionless measure of the relative strength of these inertial centrifugal forces to the opposing viscous forces, thereby characterizing the intensity of the secondary flows in curved paths. This parameter is particularly relevant in applications like blood flow through arterial bends, where curvature enhances mixing and affects shear stresses on vessel walls, or in coolant circulation within coiled tubes for heat exchangers, promoting efficient thermal transfer.^[6]

Definition

The Dean number (De), a dimensionless parameter in fluid mechanics, quantifies the relative importance of centrifugal forces to viscous forces in the flow through curved pipes and channels. It was introduced by W. R. Dean in his seminal analysis of steady laminar flow in toroidal pipes. The standard formulation for a circular pipe of diameter d is given by

De = Re \sqrt{\frac{d}{2R}},

where Re is the Reynolds number based on the diameter d and mean axial velocity, and R is the radius of curvature of the pipe centerline. An alternative expression expands the Reynolds number explicitly as

De = \left( \frac{\rho U d}{\mu} \right) \sqrt{\frac{d}{2R}},

with \rho denoting fluid density, U the mean axial velocity, and \mu the dynamic viscosity.^[6] For curved channels with non-circular cross-sections, the pipe diameter d is replaced by the hydraulic diameter D_h. This parameter emerges from scaling the Navier-Stokes equations for flow in a gently curved geometry, where the small curvature ratio \delta = d/(2R) allows approximation of the full three-dimensional equations. The transverse velocity components scale as \sqrt{\delta} times the axial velocity, introducing the factor \sqrt{d/(2R)} that multiplies the Reynolds number to yield the Dean number as the governing parameter.^[6] The Dean number is inherently positive, with its magnitude increasing for tighter curvatures (smaller R) or higher Reynolds numbers, reflecting stronger secondary flows driven by centrifugal effects. As a dimensionless group, it spans from 0 in the straight-pipe limit to values reaching thousands in highly curved, high-speed configurations.

Flow Phenomena

Secondary flows and Dean vortices

In curved pipe flows, Dean vortices manifest as a pair of counter-rotating helical vortices within the cross-section perpendicular to the primary axial flow direction. These structures arise from centrifugal instability induced by the pipe's curvature, perturbing the otherwise axisymmetric laminar flow and generating persistent secondary motions.^[7] The formation of Dean vortices is governed by the interplay between centrifugal forces and pressure gradients. As fluid accelerates along the curved path, higher velocities near the outer wall produce stronger centrifugal forces, displacing fluid outward toward the outer bend. This displacement elevates pressure at the outer wall, establishing a radial pressure gradient that drives compensatory inward flows near the upper and lower walls, while outward flow persists near the centerline, thereby sustaining the counter-rotating vortex pair.^[8] At low Dean numbers, typically in the range of 40 to 100, these vortices exhibit symmetry with respect to the mid-plane and maintain a steady configuration. Perturbation analyses reveal that the intensity of the secondary flow, quantified by transverse velocity components, scales proportionally with the square of the Dean number.^[9]^[10] Qualitatively, the secondary flows alter axial velocity profiles by transporting high-momentum fluid outward, enhancing speeds near the outer bend while depleting them near the inner bend, as observed in time-averaged measurements. Experimentally, these vortices were first visualized through dye-injection techniques in studies conducted after Dean's theoretical framework, revealing clear helical streaklines that trace the counter-rotating patterns.^[9]^[11]

Turbulence transition

In curved pipe flow, the transition from laminar to turbulent regimes is governed by the Dean number (De), which combines the effects of inertial, viscous, and centrifugal forces. For low Dean numbers (De < 40–60), the flow remains fully laminar with no secondary motions, resembling Poiseuille flow in a straight pipe but influenced by mild curvature. As De increases to approximately 40–60, the onset of secondary flows occurs, marking the initial departure from unidirectional laminar flow through the development of small-amplitude instabilities. These secondary flows serve as precursors to further instability, with initial Dean vortices forming symmetrically around De ≈ 64–75, leading to the establishment of paired counter-rotating structures across the pipe cross-section.^[9] Further elevation of De to 200–400 introduces secondary instabilities, such as vortex undulations, twisting, splitting, and merging, often manifesting as wandering or intermittent behaviors that disrupt the steady vortex pairs. These phenomena intensify turbulence locally, particularly in upwash regions between vortices, and represent the transitional regime. Full turbulence emerges for De > 400–1000, where chaotic motions dominate the entire cross-section, with broad-band velocity fluctuation spectra confirming the breakdown of coherent structures; the exact upper threshold varies with pipe aspect ratio, as higher aspect ratios (e.g., rectangular channels with width-to-height ratios of 40) delay complete turbulence to De ≈ 435. Unlike straight pipes, where laminar-turbulent transition occurs at a Reynolds number (Re) of approximately 2300, curved pipes exhibit a delayed onset of turbulence due to the stabilizing influence of curvature-induced secondary flows, often requiring Re > 3000–5000 depending on the curvature ratio. This delay is attributed to the centrifugal barrier that suppresses puff and slug formations typical in straight pipes.^[9]^[12] Several factors modulate these thresholds, including entrance effects that allow vortices to develop over 115°–145° downstream of the curve onset, pipe roughness which accelerates transition by amplifying instabilities at lower De, and the choice of Dean number formulation—local curvature (based on instantaneous radius) versus global (mean radius)—which can shift critical values by up to 20% in non-uniform bends. Experimental studies from the 1990s, such as flow visualization and pressure measurements in curved rectangular channels, established these De ranges through direct observation of vortex evolution up to De = 430, while modern computational fluid dynamics (CFD) validations using k-ε turbulence models confirm the thresholds in 90° bends, showing Dean vortex persistence into turbulent regimes with quantitative agreement on instability frequencies (e.g., 55–100 Hz for twisting modes).^[9]^[13] In helical coils, which introduce torsion alongside curvature, the transition to turbulence shifts to higher Dean numbers compared to purely toroidal (zero-torsion) pipes, as the torsional component stabilizes the flow by modifying secondary vortex patterns—often reducing from two to one vortex pair and delaying chaotic breakdown. This effect is captured by additional parameters like the Germano number (Gn), with critical Re reaching ≈ 5200 for coil radius ratios of 0.04, versus lower values in torsion-free curved pipes.^[14]

Theoretical Developments

Historical background

The concept of the Dean number originated with the work of William Reginald Dean (1896–1973), a British applied mathematician and fluid dynamicist whose research focused on viscous flows and elasticity. Dean introduced the dimensionless parameter in his investigations of laminar flow through bent tubes, building on earlier experimental observations of secondary circulations in curved conduits. His studies were part of early 20th-century efforts to quantify inertial effects in non-straight geometries, predating the routine application of such numbers in fluid mechanics and influencing subsequent analyses of swirling and vortical motions, including Theodore von Kármán's contemporary research on rotating disk flows in the 1920s. In his foundational 1927 paper, "Note on the motion of fluid in a curved pipe," published in The Philosophical Magazine and Journal of Science, Dean derived analytical solutions for steady, incompressible laminar flow in a toroidal pipe of circular cross-section, assuming weak curvature to enable a perturbation expansion.^[15] This work addressed the emergence of secondary flows driven by centrifugal forces, with implicit relevance to physiological problems like blood circulation in arterial bends, as highlighted in prior experiments by J. Eustice that explored streamline distortions in curved tubes for biomedical insights.^[16] Dean's analysis revealed how curvature alters the axial velocity profile and induces paired counter-rotating vortices, providing a theoretical framework absent in earlier empirical studies. Dean extended these results in a 1928 follow-up paper, "The stream-line motion of fluid in a curved pipe (Second paper)," also in The Philosophical Magazine, by incorporating higher-order terms in the curvature expansion to improve accuracy for moderate bends. This refinement quantified the parameter now termed the Dean number, which scales the ratio of centrifugal to viscous forces, enabling predictions of flow resistance and vortex strength. Early extensions broadened Dean's circular-pipe model to more general configurations. In 1934, Max Adler generalized the theory to steady laminar flow in curved conduits of arbitrary but constant cross-section, deriving similar perturbation solutions for non-circular ducts like rectangles and ellipses. Decades later, in 1968, D. J. McConalogue and R. S. Srivastava employed numerical methods to solve the full Navier-Stokes equations for toroidal pipe flow, extending validity to higher Dean numbers (up to approximately 600) and validating Dean's approximations while revealing deviations in vortex asymmetry and friction factors.^[17] These advancements underscored Dean's pioneering role in establishing dimensionless analysis for curved flows, paving the way for applications in biomechanics, such as arterial hemodynamics, and heat transfer in coiled-tube exchangers.

Dean equations

The Dean equations represent the approximated governing equations for steady, incompressible laminar flow of a Newtonian fluid in a curved pipe with circular cross-section, derived under the assumption of small curvature ratio \delta = a/R \ll 1, where a is the pipe radius and R is the radius of curvature of the pipe centerline. These equations are obtained by transforming the Navier-Stokes equations into toroidal coordinates (r, \theta, \phi), where r and \theta span the pipe cross-section and \phi is the axial direction along the curved path, followed by non-dimensionalization using scales based on the pipe radius a, mean axial velocity U, and kinematic viscosity \nu. The non-dimensional velocities are the axial component w (in the \phi-direction), and secondary flow components u (radial) and v (azimuthal in the cross-section); the pressure is scaled accordingly, with a constant unit driving gradient in the axial direction.^[18] For fully developed flow, axial derivatives vanish, and the system reduces to coupled partial differential equations in the cross-section (r, \theta). The continuity equation is

\frac{\partial (r u)}{\partial r} + \frac{\partial v}{\partial \theta} = 0,

or equivalently \frac{1}{r} \frac{\partial (r u)}{\partial r} + \frac{1}{r} \frac{\partial v}{\partial \theta} = 0. The axial momentum equation is

u \frac{\partial w}{\partial r} + \frac{v}{r} \frac{\partial w}{\partial \theta} = 1 + \frac{1}{\mathrm{Re}} \nabla^2 w,

where \mathrm{Re} = U a / \nu is the Reynolds number, \nabla^2 is the Laplacian in the cross-section, and the constant 1 represents the normalized pressure gradient \partial p / \partial \phi = -1. The radial and azimuthal momentum equations incorporate curvature effects, with the dominant centrifugal term \frac{\mathrm{De}^2 w^2}{r} (where \mathrm{De} = \mathrm{Re} \sqrt{\delta}) in the radial direction driving the secondary flow, balanced by viscous diffusion and pressure gradients. No-slip boundary conditions apply at the pipe wall: u = v = w = 0 for r = 1. When \mathrm{De} = 0, the equations simplify to the Poiseuille flow profile for a straight pipe, w = 1 - r^2 (normalized such that the centerline value is 1), with no secondary flow.^[19] The derivation employs a perturbation expansion in powers of \sqrt{\delta} (or equivalently \mathrm{De}/\mathrm{Re}), treating the curvature as a small parameter to separate the leading-order unidirectional axial flow from higher-order corrections induced by centrifugal forces. The secondary flow emerges at order \mathrm{De}, driven by the pressure gradient imbalance from the centrifugal term, while the axial velocity correction appears at order \mathrm{De}^2. For steady laminar flow at moderate Dean numbers, the approximate axial velocity profile is w \approx 1 - r^2 + \frac{\mathrm{De}^2}{6} (1 - r^2)^2 \left( \frac{r^2}{4} - \frac{1}{2} \right), flattening the profile and shifting the maximum toward the outer wall. This approximation holds typically for \mathrm{De} < 100, beyond which nonlinear effects lead to bifurcations in the solution structure, such as symmetric two-vortex to asymmetric patterns, requiring numerical solution of the full coupled system.^[20]^[21] Exact solutions to the Dean equations are often obtained using a stream function \psi for the secondary flow, defined such that u = -\frac{1}{r} \frac{\partial \psi}{\partial \theta}, v = \frac{\partial \psi}{\partial r}, satisfying a biharmonic vorticity equation \nabla^4 \psi = \mathrm{Re} \left[ \frac{\partial (\psi, \nabla^2 \psi)}{\partial (r, \theta)} \right] - 2 \mathrm{De} \frac{\partial w^2}{\partial \theta} (in vorticity form), coupled to the axial momentum; these were first computed up to order \delta^2 by Dean using infinite series truncated numerically. Numerical methods, including finite differences or spectral techniques, are employed for higher Dean numbers to enforce boundary conditions and analyze bifurcations, revealing multiple steady states for \mathrm{De} > 30 or so.^[18]^[21] These equations originated from Dean's investigation of streamline motion in curved pipes, motivated by the need to understand secondary flows beyond straight-pipe assumptions.

Applications and Extensions

Engineering uses

In heat exchangers, coiled or helical tubes leverage the Dean number to promote Dean vortices, which enhance radial mixing and convective heat transfer compared to straight tubes. For Dean numbers in the range of 50 to 200, these secondary flows can improve heat transfer coefficients by 20-50%, as observed in experimental studies on spiral tubes where the Nusselt number increased by approximately 33.7% at De ≈ 190 relative to straight configurations.^[22] This enhancement arises from the centrifugal forces driving fluid from the core to the walls, making helical designs compact and efficient for applications like refrigeration and process heating.^[23] In chemical reactors, helical pipes utilize the Dean number to achieve better dispersion of viscous fluids, where secondary flows induced by moderate Dean numbers (typically 150-600) optimize mixing efficiency while minimizing pressure drops. For instance, in polymer processing, the Dean number governs residence time distribution in coiled tubular reactors, narrowing it for pseudoplastic non-Newtonian liquids under laminar conditions at low De, which ensures uniform reaction conversion and reduces byproducts.^[24] Coiled flow inverters further exploit this for viscoelastic polymer flows, enhancing radial mixing at De values tied to curvature ratios of 10-20, thereby controlling residence time and improving product quality.^[25] In biomechanics, the Dean number characterizes secondary flows in curved arterial blood vessels, with typical values of 100-500 predicting elevated risks of aneurysm formation or rupture due to intensified radial velocities and vortex instability. Higher De in these ranges can increase aneurysm inflow due to intensified secondary flows, potentially elevating rupture risk and compromising vessel wall integrity in intracranial arteries, while reduced flow conditions promote thrombus formation.^[5] In HVAC systems, bent ducts employ the Dean number to forecast pressure drops from secondary flows in elbows, where design guidelines recommend limiting De below 300 to maintain laminar operation and avoid excessive energy losses from Dean vortices. This threshold ensures predictable friction factors and minimizes turbulence transition, facilitating efficient air distribution in building ventilation.^[26] For oil transport in curved pipelines, the Dean number assesses pressure drops in laminar flow through bends, where it quantifies curvature effects on viscous oils, enabling optimized routing to reduce pumping costs without phase separation.^[27] In microfluidics for lab-on-chip devices, the Dean number guides particle focusing and separation in spiral channels, with low to moderate De (e.g., 37) generating secondary vortices that trap microparticles near walls for size-based sorting of cells or biomolecules. This passive technique enhances efficiency in diagnostic assays, balancing inertial lift and Dean drag forces without external fields.^[1] Engineers reference critical Dean numbers for transition to unstable flows, often in the range of several hundred to thousands depending on geometry, to set safe operational limits in these systems.

Modern research and validations

Recent advancements in numerical simulations have employed direct numerical simulation (DNS) and large eddy simulation (LES) to investigate Dean flows at high Dean numbers (De), revealing detailed structures of secondary flows and turbulence in curved geometries. For instance, simulations of turbulent Dean vortex evolution in a 90° pipe bend demonstrate the formation and persistence of counter-rotating vortices, providing insights into instability mechanisms beyond classical laminar assumptions. These methods have confirmed turbulence transitions in three-dimensional coiled pipes around De ≈ 350, aligning with theoretical stability predictions from the 1980s.^[13]^[28] Experimental validations using particle image velocimetry (PIV) and laser Doppler velocimetry (LDV) have corroborated the asymmetry of Dean vortices in curved channels, capturing non-uniform velocity profiles and vortex pair distortions at moderate to high Reynolds numbers. PIV measurements in a 180° curved pipe, for example, illustrate how increasing Reynolds number enhances vortex strength and asymmetry, leading to enhanced mixing. A 2023 study on microscale Dean flows in microfluidic devices for biomedical applications utilized PIV to quantify vortex dynamics in spiral channels, demonstrating efficient particle focusing at De > 100 despite scale reduction. Similarly, LDV experiments in curved tubes have measured axial and secondary velocity components, confirming theoretical vortex patterns under steady and unsteady conditions.^[29]^[8]^[30] Extensions of the Dean number concept to variable curvature profiles introduce a Dean number gradient, accounting for spatially varying radii in spiral or bending channels, which alters vortex formation and flow stability. In such configurations, numerical models show that gradual curvature changes can suppress or amplify secondary flows compared to constant curvature cases. In biomedical contexts, pulsatile flows with time-varying Dean numbers—driven by cardiac cycles—have been analyzed in arterial models, revealing dynamic shifts between Dean and Lyne-type vortices that influence wall shear stress and mass transport. These time-dependent effects are critical for understanding hemodynamics in curved vessels.^[1]^[28]^[5] Comparisons between theory and experiment in transitional regimes validate empirical correlations for the friction factor that account for curvature effects, showing enhancements scaling with \sqrt{\mathrm{[De](/page/DE)}}. This aligns experimental data from coiled tubes with theoretical expectations, showing deviations from straight-pipe behavior that scale with \sqrt{\mathrm{[De](/page/DE)}}.^[31]^[32]

References

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Dean Flow Dynamics in Low-Aspect Ratio Spiral Microchannels
Mar 10, 2017 · De can be defined as a control parameter for the secondary flow which directly represents the Dean force or force due to secondary flow in ...<|control11|><|separator|>
[2]
https://apps.dtic.mil/sti/tr/pdf/AD0854775.pdf
[3]
[PDF] M4A33: Flow in curved pipes: the Dean equations
There is one parameter in the problem, K, which is known as the Dean number and defined in (7). It is a Reynolds number modified by the pipe curvature, (a/b).
[4]
[PDF] A Study of Dean Vortex Development and Structure in a Curved ...
The material presented in this report represents technical contributions by a number of individuals at the Naval Postgraduate School over a six year period. The.
[5]
Fluid motion in a curved channel | Proceedings of the Royal Society ...
Experimental work due to Prof. J. Eustice has shown that there is no marked critical velocity for a fluid flowing through a curved pipe.
[6]
The Physics and Manipulation of Dean Vortices in Single - PMC - NIH
The initial Dean number of a single curve is in the same area and about half of the initial Dean number of a spiral. This means that the Dean vortices can be ...
[7]
[PDF] Flow in pipes with non-uniform curvature and torsion
Dean (1927, 1928) analysed steady flow in a loosely coiled pipe and showed that, when the Dean number is sufficiently small, the secondary flow consists of a ...
[8]
Visualization of Taylor–Dean flow in a curved duct of square cross ...
The dye in the dye reservoir is injected continuously through the dye injection tube , creating a thin streak, just before the inlet pipe in the settling ...
[9]
Subcritical versus supercritical transition to turbulence in curved pipes
Apr 8, 2015 · The dependence of the critical Reynolds number on the pipe curvature ... Figure 1 shows critical Reynolds numbers for the transition to turbulence ...
[10]
The effect of Dean, Reynolds, and Womersley number on the flow in ...
Flow in a curved pipe is known to depend on the Dean number De, combining the effects of Reynolds number, Re, and of the curvature along the pipe centreline, κ.
[11]
Numerical investigation of Dean vortex evolution in turbulent flow ...
Mar 3, 2025 · This study presents numerical results aimed at providing insights into the behaviour of Dean vortices and the formation of secondary flow in a 90° pipe bend.<|control11|><|separator|>
[12]
Fluid Flow in Helically Coiled Pipes - MDPI
There is fairly good agreement that the transition to turbulence in helical pipes occurs at high values of Re. As was observed by White [11] and then ...
[13]
XVI. Note on the motion of fluid in a curved pipe
Note on the motion of fluid in a curved pipe. WR Dean MA Imperial College of Science. Pages 208-223 | Published online: 01 Apr 2009.
[14]
Experiments on stream-line motion in curved pipes - Journals
It was shown that even a small curvature in the length of a cylindrical pipe affected the quantity of flow of water through the pipe.
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(2015) Numerical Investigation on Fluid Flow in a 90-Degree Curved Pipe with Large Curvature Ratio, Mathematical Problems in Engineering, 10.1155/2015/548262, ...
[16]
The Dean equations extended to a helical pipe flow
Apr 26, 2006 · In this paper the Dean (1928) equations are extended to the case of a helical pipe flow, and it is shown that they depend not only on the Dean number K but ...<|control11|><|separator|>
[17]
An analytical solution for Dean flow in curved ducts with rectangular ...
May 7, 2013 · In this paper, a full analytical solution for incompressible flow inside the curved ducts with rectangular cross-section is presented for the first time.<|control11|><|separator|>
[18]
Complex solutions of the Dean equations and non-uniqueness at all ...
Mar 29, 2017 · Explicitly, we construct close initial approximations to solutions of the full Dean equations (2.2) and (2.3) by applying (4.3) to solutions on ...
[19]
[PDF] Experimental study on the heat transfer enhancement by Dean ...
where De denotes the Dean number, Re means the Reynolds number, r and Rc indicate the radius and curvature radius of the tube(m), respectively. And the symbols ...<|control11|><|separator|>
[20]
[PDF] Helically Coiled Heat Exchangers - IntechOpen
Mar 9, 2012 · Similar to Reynolds number for flow in pipes, Dean number is used to characterise the flow in a helical pipe. 1.2 Review of single-phase flow ...
[21]
THE RESIDENCE TIME DISTRIBUTION FOR LAMINAR FLOW OF ...
The residence time distribution in a helically coiled tubular reactor is computed for laminar flow of inelastic non-Newtonian liquid at small Dean number.
[22]
Mixing of Viscoelastic Fluid Flows in a Coiled Flow Inverter
Feb 10, 2020 · The residence time distribution ... Generally-valid optimal Reynolds and Dean numbers for efficient liquid-liquid mixing in helical pipes.
[23]
The effect of Dean, Reynolds and Womersley numbers on the flow in ...
In Dean flows, the radial velocity at the centre of the vessel increases with increasing De due to the radial pressure gradient and inertial instability.
[24]
Laminar and turbulent flow development study in a rectangular duct ...
It has been found that at Dean number,. Dn¼ 300, flow behavior changes considerably with increasing curva- ture to a critical value. Proskurin26 numerically ...<|separator|>
[25]
Pressure drop of laminar oil-flow in curved rectangular channels
Dean number was applied to describe the influence of the channel curvature. The results obtained are in accordance with those of other authors. An original ...
[26]
Generally-valid optimal Reynolds and Dean numbers for efficient ...
Jun 29, 2019 · Additionally, 47 different values of the Reynolds number have been considered within the laminar range of 5–4000, which corresponds to a Dean ...
[27]
Flow instability and development of dean vortices in a bending ...
Investigated here are flow instability and the development of Dean vortices with convective heat transfer in a curved rectangular channel of aspect ratio 2.
[28]
Effects of Reynolds number on dean vortices flow of a 180° curved ...
Aiming at the complex flow characteristics and the Dean vortex phenomenon in the 180° curved pipe, the internal flow field in the curved pipe were measured ...
[29]
Experimental and numerical investigation on inspiration and ...
Both the steady inspiration and expiration flows are comprehensively studied using laser Doppler velocimetry technique and computational fluid dynamics method.
[30]
Approach to predicting extreme events in time series of chaotic ...
Jul 10, 2025 · This work proposes an innovative approach using machine learning to predict extreme events in time series of chaotic dynamical systems.
[31]
Machine learning predictions from unpredictable chaos - PubMed
Oct 1, 2025 · In this work, we introduce, for the first time, chaotic learning, a novel multiscale topological paradigm that enables accurate predictions from ...Missing: Dean flows 2020s
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Friction Factor for Flow in Coils and Curved Pipe - Neutrium
May 12, 2012 · ... transitional or turbulent flow regime. R e c = 2100 ( 1 + 12 D 2 R ) ... To determine the friction factor in the coil the Dean number is required:.Missing: formula | Show results with:formula
[33]
Experimental study of the transitional flow regime in coiled tubes by ...
The friction factor presents a first inflection point in correspondence of: Re cr , I = 12 , 500 · δ 0.31 . Beyond this point, the friction factor profile ...Missing: formula | Show results with:formula