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Sauter Mean Diameter (SMD)

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lightbulbAbout this topic
Sauter Mean Diameter (SMD) is a measure of the average droplet or particle size in a dispersed system, defined as the diameter of a sphere that has the same volume-to-surface area ratio as the particles in the system. It is commonly used in fluid mechanics and aerosol science to characterize particle distributions.
lightbulbAbout this topic
Sauter Mean Diameter (SMD) is a measure of the average droplet or particle size in a dispersed system, defined as the diameter of a sphere that has the same volume-to-surface area ratio as the particles in the system. It is commonly used in fluid mechanics and aerosol science to characterize particle distributions.

Key research themes

1. How can Sauter Mean Diameter (SMD) be accurately estimated from spray and droplet size measurements under varying spray and flow conditions?

This theme focuses on experimental and numerical methods for measuring and predicting the SMD in sprays. Accurately quantifying SMD is critical for characterizing atomization quality, controlling combustion efficiency, and reducing emissions in engines and spray applications. Research explores direct measurement techniques, empirical and physics-based estimation rules, and the challenges posed by complex spray breakup, fuel type differences, and flow conditions.

Key finding: This study highlights that CFD simulations of ammonia spray reveal challenges in capturing local SMD values across different flash boiling regimes. Established breakup model constants calibrated for hydrocarbon fuels do not... Read more
Key finding: Using advanced in-line holography, the paper demonstrates that different swirl strengths in the airstream dramatically affect the droplet breakup mode and resultant SMD distribution, with high swirl generating smaller... Read more
Key finding: Using CFD spray modeling incorporating breakup correlations, the study predicted SMD distributions for gasoline-ethanol blends. Results showed the impact of fuel properties on droplet size and spray evolution, confirming that... Read more
Key finding: Although the paper primarily addresses numerical solution methods for PDEs, the SM's method includes mesh generation considerations that influence numerical stability and error reduction, which are essential for accurate... Read more
Key finding: This experimental study established a correlation between the SMD measured by laser diffraction and energy levels of acoustic emissions from the atomization process. It developed a diagnostic method to estimate fuel... Read more

2. What influences the accuracy and bias of empirical rules and measurement methods for estimating stand-level quadratic mean diameter, related to SMD in forestry applications?

This theme investigates the use and refinement of empirical sampling rules to estimate the quadratic mean diameter (QMD) of forest stands, which is conceptually linked to SMD in sprays as a size metric derived from distributions. The research critically assesses bias and variability in simple rank-based rules, proposes modifications, and addresses challenges in percentile estimation from limited samples. This area highlights methodological rigor needed for reliable SMD analogs in ecological contexts.

Key finding: By stochastic simulations of European beech stands and sampling, the study found that the classical Weise's rule (measuring the 6th ranked tree diameter) corresponds only approximately to the 55th percentile, not the... Read more

3. How do spray injector design parameters and process conditions affect atomization quality and resulting SMD in combustion applications?

This research area explores how physical injector design features (e.g., nozzle geometry, swirl, multi-channel jets) and process parameters (mass flow rate, layer thickness, injection pressure) impact atomization characteristics such as droplet size distribution, spray angle, and SMD. Understanding these influences underpins the development of advanced injectors to optimize spray quality, combustion, and emissions.

Key finding: Through CFD analysis of multi circular jet (MCJ) plates with varying geometry, this paper demonstrated that changes in orifice angle and MCJ design affect turbulent kinetic energy, velocity profiles, and mixing performance,... Read more
Key finding: Experimental investigations revealed that the mass flow rate in screw conveyor swirl injectors affects atomization quality without significantly changing spray angle but influencing droplet size distribution and thus SMD.... Read more
Key finding: Although focused on selective laser melting (SLM), this study established that process parameters like scanning speed, laser power, and track distance critically affect porosity and thus material density. Higher material... Read more
Key finding: LES simulations demonstrated that nozzle geometry and fuel type impact spray density, injection velocity, and cavitation effects, all of which alter droplet breakup dynamics and hence SMD. Results showed that OME3 fuels have... Read more
Key finding: This work introduces the model-based library (MBL) approach for structural parameter extraction in critical dimension measurements and extends experimental profiles using physics-based Monte Carlo simulations. By accurately... Read more

All papers in Sauter Mean Diameter (SMD)

This review paper will deal with capabilities and limitations of available diagnostics and recent advancements of new methods used in spray characterization. Emphasis will be placed upon the quality of measured results when applied to... more
With the aim of expanding the knowledge on liquid ammonia sprays, this paper investigates the injection process of ammonia through Computational Fluid Dynamics (CFD) using the Lagrangian particle method, within the Reynolds Averaged... more
A survey of recent research at UTA on detonation waves related to propulsion is presented in this paper. A brief historical review of the early pulse detonation engine (PDE) research at UTA is provided to lay the background for the... more
This experimental study presents an analysis of the air-water flow in rectangular free-falling jets. The measurements were obtained downstream of a 1.05 m wide sharp-crested weir. The properties of the air-water flow were registered in... more
Since the first meeting in Lyon in 1986, the biannual European Turbulence Conferences have provided an informative survey of the international efforts in understanding turbulence in its fundamental and applied aspects. Now integrated into... more
We investigated experimentally the shape of the final size PDF(D) resulting from the breakup of an air bubble injected into the fully developed region of a high Reynolds number turbulent water jet. It is shown that the PDF(D̂) of the... more
Self-excited thermo-acoustic instabilities (sometimes known as rumble) have impeded the development of lean burn low NOx gas turbine combustors. Acoustic waves in the combustor interact with the fuel/air mixing process to modulate fuel... more
Flow characteristics of bidisperse mixtures of particles fluidized by a gas predicted by the mixture based kinetic theory of Garzo ´et al. (2007a,b) and the species based kinetic theory model of are compared. Simulations were carried out... more
affecting the combustion performance and emissions of the internal mixing air-assisted atomizers. Air-assisted atomizers are introduced to counter the low-pressure differential of a simplex nozzle, which reduces the atomization quality.... more
This study investigates numerically the atomization process occurring in a plain jet airblast atomizer. The population balance equation is solved for the dispersed phase coupled with a CFD Eulerian multi-fluid model. The Sauter mean... more
Premix emulsification was investigated using packed beds consisting of micron-sized glass beads; a system that avoids fouling issues, unlike traditional premix membrane emulsification. The effects of emulsion formulation were... more
The weaknesses of liquid propellants have led to special attention to gelled propellants in the last two decades as a way to overcome the weaknesses of these propellants. Previous studies have shown that the addition of gel-forming agents... more
We investigated experimentally the shape of the final size PDF(D) resulting from the breakup of an air bubble injected into the fully developed region of a high Reynolds number turbulent water jet. It is shown that the PDF(D̂) of the... more
The accurate prediction of droplet sizes is fundamental in many industrial applications. In order to be able to simulate the evolution of a size distribution, suitable kernels should be used in the population balance. In this paper we... more
The efficiency of liquid/liquid dispersion is an important sake in numerous sectors, such as the chemical, food, cosmetic and environmental industries. In the present study, dispersion is achieved in an open-loop reactor consisting of... more
The efficiency of liquid/liquid dispersion is an important sake in numerous sectors, such as the chemical, food, cosmetic and environmental industries. In the present study, dispersion is achieved in an open-loop reactor consisting of... more
With the aim of expanding the knowledge on liquid ammonia sprays, this paper investigates the injection process of ammonia through Computational Fluid Dynamics (CFD) using the Lagrangian particle method, within the Reynolds Averaged... more
Spray drying is widely applied in many industries, such as the pharmaceutical, food, detergents, polymers, to convert liquids in solid particles. However, it still requires continuous innovation in order to provide more sophisticated... more
Spray drying is widely applied in many industries, such as the pharmaceutical, food, detergents, polymers, to convert liquids in solid particles. However, it still requires continuous innovation in order to provide more sophisticated... more
The effects of air temperature and air pressure on spray quality of a moderately high capacity pressure swirl atomizer (127 kg/h MPa or 23.3 lbm/h psid) spraying jet-A and No. 2 diesel fuel have been examined. Drop-size distributions, in... more
When an oil-in-water emulsion is utilized for application in a flat-fan spray, micrometer-sized oil droplets are thought to facilitate hole formation on the spray lamella, leading to an earlier breakup of the spray sheet and an increase... more
Modelling of gas-liquid bubbly flows is achieved by coupling a population balance equation with the three-dimensional, two-fluid, hydrodynamic model. For gas-liquid bubbly flows, an average bubble number density transport equation has... more
Complete modeling of a new ultrasonic atomizer, the Spray On Demand (SOD) printhead, was carried out to enable its optimization. The modeling was focused on various factors, including nozzle vibrations and a theoretical prediction of the... more
BIODIESEL SPRAY CHARACTERISTICS. This paper presents analytical evaluation of biodiesel blends with diesel filels using indirect injection spray injector. The biodieselunder study is a 60:40 blend of used frying oil (from palm) and... more
Uniformly sized droplets of soybean oil, MCT (medium-chain fatty acid triglyceride) oil and n-tetradecane with a Sauter mean diameter of d 3,2 = 26-35 µm and a distribution span of 0.21-0.25 have been produced at high throughputs using a... more
In spray studies related to selective catalytic reduction (SCR) systems a common approach is to replace the urea–water solution (UWS) with pure water, even though there is very limited detailed information on the spray properties for... more
There have been continuing efforts in the Engine Combustion Network (ECN) community to understand the detailed spray characteristics by investigating several standard diesel injectors. With the increasing interest in the use of... more
We investigated experimentally the shape of the final size PDF(D) resulting from the breakup of an air bubble injected into the fully developed region of a high Reynolds number turbulent water jet. It is shown that the PDF(D̂) of the... more
The aim of this paper is to investigate the influence of physico-chemical parameters on liquid-liquid dispersion at high dispersed phase concentration in Sulzer SMV TM mixer. Four different oil-in-water systems involving two different... more
A series of studies were undertaken to measure various parameters such as velocity, species concentration, and temperature downstream of a shear coaxial injector in an optically accessible uni-element rocket chamber. Techniques applied... more
A single-hole effervescent atomizer spraying light heating oil (LHO) with air as atomizing medium in “outside-in” gas injection configuration was studied using PIV-PLIF. Influence of operation conditions and atomizer internal design on 2D... more
An analysis is conducted on the effective mean diameter for fluidized beds and other two-phase flows for which the drag and gravitational forces are the primary determinants of particle motion. This work was motivated by Eulerian-based... more
Experiments were conducted in 0.05 m ID and 0.23 m ID by 3 m tall bubble columns with different types of molten waxes as the liquid medium and nitrogen as the gas, under processing conditions typical or Fischer-Tropsch synthesis over iron... more
The work presents a numerical investigation of gasoline direct injection and the resulting early development of spray plumes from an eight-hole injector (Engine Combustion Network Spray G). The objective is to evaluate the impact on the... more
A stochastic subgrid model for the droplet breakup in large eddy simulation is developed. An Eulerian description of the continuous phase is adopted and fully coupled with a Lagrangian definition of the dispersed phase. A stochastic model... more
A nondimensionalized plot, obtained by normalizing the drop‐size distribution in the hydrocarbon phase using the Sauter mean diameter, shows a tendency towards self‐preservation of the distribution. Changes of distribution in time during... more
There have been continuing efforts in the Engine Combustion Network (ECN) community to understand the detailed spray characteristics by investigating several standard diesel injectors. With the increasing interest in the use of... more
Particle size is a key design variable in minerals beneficiation. Given declining grades in mineral ore reserves, finer grinding is being used to increase mineral liberation, leading to increased milling energy input. The particle size... more
Bubble point (L + V f L) and dew point (L + V f V) pressures were measured for the binary system CO 2 + CHF 3 , using Cailletet equipment. The measurements were carried out for the whole mole fraction range and for temperatures from 263 K... more
Summary In this study we present a review of fluid–particle–size prediction models and a comprehensive database acquired from the open literature. The study is restricted to bubbles and droplets that are also called fluid particles. The... more
A critical review on the improvement of penetration theory is presented in this work. The volumetric liquid-phase mass transfer coefficients kLa in seven different liquids (1-butanol, 2-propanol, anilin, decalin, nitrobenzene, tetralin,... more
Planar droplet sizing (PDS) is a technique relying on the assumption that laserinduced fluorescence (LIF) and Mie scattering optical signals from spherical droplets depend on their volume and surface area, respectively. In this article,... more
In this study, we report on the 3D (three-dimensional) characterization of a spray in terms of its droplet SMD (Sauter Mean Diameter) using the LIF (Laser-Induced Fluorescence)/Mie ratio technique. The spray structure is analyzed for a... more
This paper reports on the spray structure of the biofuels, ethanol, and butanol generated by a multihole direct-injection spark-ignition injector, which is studied in a constant volume chamber. The spray shape and structure are analyzed... more
3D droplet sizing and 2D optical depth measurements in sprays using SLIPI based techniques. In 18th International Symposium on the Application of Laser and Imaging Techniques to Fluid Mechanics (pp. 01). Article 04.7_3_172 Lisbon Symposium.
In this work, we report an original experimental approach for measuring the two-dimensional distribution of the droplets Sauter Mean Diameter (SMD) using the SLIPI-LIF/MIE technique. A hollow-cone spray is formed by continuously injecting... more
This paper reports on the first realization of two-phase SLIPI (Structured Laser Illumination Planar Imaging) in combination with LIF/Mie ratio imaging for a single shot mapping of relative SMD (Sauter Mean Diameter) in a transient fuel... more
We demonstrate the use of Light Sheet Fluorescence Microscopic (LSFM) imaging for viewing the dynamic of atomizing sprays with high contrast and resolution. The technique presents several advantages: first liquid fluorescence gives a more... more
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