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Predicting Energy Budgets in Droplet Dynamics: A Recurrent Neural Network Approach

https://doi.org/10.2139/ssrn.4796545
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A machine learning strategy for computing interface curvature in Front-Tracking methods
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Numerical investigation of shear-thinning and viscoelastic binary droplet collision
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Universal Model for Predicting Maximum Spreading of Drop Impact on a Smooth Surface Developed Using Boosting Machine Learning Models
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Uncovering the Effect of Physical Conditions and Surface Roughness on the Maximum Spreading Factor of Impinging Droplets Using a Supervised Artificial Neural Network Model
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Predicting Impact Outcomes and Maximum Spreading of Drop Impact on Heated Nanostructures Using Machine Learning
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Energy Budget of Liquid Drop Impact at Maximum Spreading: Numerical Simulations and Experiments
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Modeling the Maximum Spreading of Liquid Droplets Impacting Wetting and Nonwetting Surfaces
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On the Maximum Spreading Diameter of Impacting Droplets on Well-Prepared Solid Surfaces
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Hydrodynamic constraints on the energy efficiency of droplet electricity generators
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The role of drop shape in impact and splash
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Dynamic contact angle of spreading droplets: Experiments and simulations
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Numerical simulation of binary liquid droplet collision
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An energy balance approach of the dynamics of drop impact on a solid surface
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Experimental and mechanistic description of merging and bouncing in head-on binary droplet collision
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Inertia dominated drop collisions. II. An analytical solution of the Navier–Stokes equations for a spreading viscous film
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Drop dynamics after impact on a solid wall: Theory and simulations
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The Collision of a Droplet with a Solid Surface
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Kinetic energy recovery and interface hysteresis of bouncing droplets after inelastic head-on collision
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A new model for the bouncing regime boundary in binary droplet collisions
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Impact of capillary drops of complex fluids on a solid surface
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Wetting effects on the spreading of a liquid droplet colliding with a flat surface: Experiment and modeling
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Capillary effects during droplet impact on a solid surface
inferredcites →https://doi.org/10.1063/5.0077050openalex-extracted
Image features of a splashing drop on a solid surface extracted using a feedforward neural network
inferredcites →https://doi.org/10.1063/5.0082568openalex-extracted
BPNN and CNN-based AI modeling of spreading and icing pattern of a water droplet impact on a supercooled surface
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Analysis of the spreading radius in droplet impact: The two-dimensional case
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Prediction of the morphological evolution of a splashing drop using an encoder–decoder
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On the collision of a droplet with a solid surface
inferredcites →https://doi.org/10.1103/physrevapplied.2.044018openalex-extracted
Maximum Diameter of Impacting Liquid Droplets
inferredcites →https://doi.org/10.1103/physrevlett.104.034504openalex-extracted
Impact of a Viscous Liquid Drop
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Estimating the Maximum Splat Diameter of a Solidifying Droplet
inferredcites →https://doi.org/10.1126/sciadv.aba4330openalex-extracted
Lifting a sessile oil drop from a superamphiphobic surface with an impacting one
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Fundamental Fluid Dynamics Challenges in Inkjet Printing
inferredcites →https://doi.org/10.1146/annurev-fluid-122316-045034openalex-extracted
Numerical Models of Surface Tension
inferredcites →https://doi.org/10.1146/annurev-fluid-122414-034401openalex-extracted
Drop Impact on a Solid Surface
inferredcites →https://doi.org/10.1146/annurev.fl.26.010194.000433openalex-extracted
Dynamics of Drop Deformation and Breakup in Viscous Fluids
inferredcites →https://doi.org/10.1146/annurev.fluid.38.050304.092144openalex-extracted
DROP IMPACT DYNAMICS: Splashing, Spreading, Receding, Bouncing…
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Long Short-Term Memory
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An experimental and computational study of bouncing and deformation in droplet collision
inferredcites →https://doi.org/10.3390/info12110442openalex-extracted
Analysis of Gradient Vanishing of RNNs and Performance Comparison
inferredcites →https://doi.org/10.3390/pr10061141openalex-extracted
A Machine Learning Approach for Predicting the Maximum Spreading Factor of Droplets upon Impact on Surfaces with Various Wettabilities
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Correlation between morphological evolution of splashing drop and exerted impact force revealed by interpretation of explainable artificial intelligence
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