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The selection of time step in Computational Fluid Dynamics (CFD) simulations is a critical step that affects the accuracy and stability of the simulation. The time step should be small enough to capture the important flow features, but not so small that the simulation becomes computationally expensive or unstable.
@cfdanalysis.ir
#engineeredmind
#science #technology #engineering #mechanicalengineering #physics #mathematics #fluidflow
#energy #cleanenergy #techforgood
@cfdanalysis.ir
#engineeredmind
#science #technology #engineering #mechanicalengineering #physics #mathematics #fluidflow
#energy #cleanenergy #techforgood
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CFD Simulations + AI? ๐ป๐ง
Shown is a cylinder Engine simulation in Simcenter STAR-CCM+ which has been used to train a ML algorithm inside of Monolith.
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #monolith #automotive #simcenter #starccm #cfd #simulation #artificialintelligence #machinelearning
Shown is a cylinder Engine simulation in Simcenter STAR-CCM+ which has been used to train a ML algorithm inside of Monolith.
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #monolith #automotive #simcenter #starccm #cfd #simulation #artificialintelligence #machinelearning
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โฝ๏ธ Since the #worldcup2022 is happening, here's one of my favorite projects from my time as an engineer - How does a #ronaldo free kick work?
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #monolith #automotive #simcenter #starccm #cfd #simulation #artificialintelligence #machinelearning #football #siemens #worldcup
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #monolith #automotive #simcenter #starccm #cfd #simulation #artificialintelligence #machinelearning #football #siemens #worldcup
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"The world is non-linear, itโs true.
But fear not, for here is a clue:
When signals are small, and stablโ overall,
x' = Ax will do."
The bar for fidelity in physics simulation is constantly on the rise.
@cfdanalysis.ir
engineeredmind #science #technology #engineering #monolith #automotive #simcenter #starccm #cfd #
#cfd #simcenter
But fear not, for here is a clue:
When signals are small, and stablโ overall,
x' = Ax will do."
The bar for fidelity in physics simulation is constantly on the rise.
@cfdanalysis.ir
engineeredmind #science #technology #engineering #monolith #automotive #simcenter #starccm #cfd #
#cfd #simcenter
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This simulation illustrates the application of electro-osmosis for use with micro-pumps. By creating a series of deep slots in a microchannel, and then applying a potential across the channel, fluid flow can be controlled in a MEMS-scale pump. By adjusting the applied potential, the flow rate can be controlled.
@cfdanalysis.ir
#cfd #computationalfluiddynamics #flow3d #simulation #simulationsoftware #simulations #engineering #technolog #fluiddynamics #fluidflow #turbulence #microfluidics #pump
@cfdanalysis.ir
#cfd #computationalfluiddynamics #flow3d #simulation #simulationsoftware #simulations #engineering #technolog #fluiddynamics #fluidflow #turbulence #microfluidics #pump
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On the same topic of energy dissipation looking back this one is actually already quite old (2016 maybe? guessing I ran this on 16 cores at the time), but this reminds me that with today's relatively easy access to powerful and much faster workstations, CFD has a lot to offer on this topic. This video shows two flow rates, you can see the low flow rate condition might be a bit under-resolved, but with a modern machine, today this could easily be run as a high accuracy model. The interaction with entrained air is of course super-interesting.
@cfdanalysis.ir
#cfd #computationalfluiddynamics #flow3d #simulation #simulationsoftware #simulations #engineering #technolog #fluiddynamics #fluidflow #turbulence #microfluidics #pump #waterinfrastructure
@cfdanalysis.ir
#cfd #computationalfluiddynamics #flow3d #simulation #simulationsoftware #simulations #engineering #technolog #fluiddynamics #fluidflow #turbulence #microfluidics #pump #waterinfrastructure
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๐ฅ Heat vs. Wave Equation ๐
As the prototypical parabolic partial differential equation, the heat equation is among the most widely studied topics in pure mathematics. Its analysis is fundamental to the broader field of partial differential equations.
The wave equation is a second-order linear partial differential equation for describing wavesโas they occur in classical physicsโsuch as mechanical waves (e.g. water waves, sound waves, and seismic waves) or light waves.
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics
As the prototypical parabolic partial differential equation, the heat equation is among the most widely studied topics in pure mathematics. Its analysis is fundamental to the broader field of partial differential equations.
The wave equation is a second-order linear partial differential equation for describing wavesโas they occur in classical physicsโsuch as mechanical waves (e.g. water waves, sound waves, and seismic waves) or light waves.
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics
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๐๐ฎ๐ฅ๐ญ๐ข-๐๐๐ ๐๐จ๐ฅ๐ฏ๐๐ซ โก
~6 million-cell ๐ก๐ฒ๐๐ซ๐ข๐ ๐๐๐๐-๐๐๐ case with the upcoming ๐๐ฅ๐ข๐๐ข๐ง๐ ๐๐๐ฌ๐ก support ๐. With >10๐ speed up over CPUs, the GPU solver delivers results in hours instead of days.
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics
~6 million-cell ๐ก๐ฒ๐๐ซ๐ข๐ ๐๐๐๐-๐๐๐ case with the upcoming ๐๐ฅ๐ข๐๐ข๐ง๐ ๐๐๐ฌ๐ก support ๐. With >10๐ speed up over CPUs, the GPU solver delivers results in hours instead of days.
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics
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๐ ๐ฉ๐ถ๐๐ฐ๐ผ๐๐ถ๐๐-๐ฒ๐ป๐ต๐ฎ๐ป๐ฐ๐ฒ๐ฑ ๐ ๐ฒ๐ฐ๐ต๐ฎ๐ป๐ถ๐๐บ ๐ณ๐ผ๐ฟ ๐ฏ๐ถ๐ผ๐ด๐ฒ๐ป๐ถ๐ฐ ๐ผ๐ฐ๐ฒ๐ฎ๐ป ๐บ๐ถ๐
๐ถ๐ป๐ด ๐
Recent observations of biologically generated turbulence in the ocean have led to conflicting conclusions regarding the significance of the contribution of animal swimming to ocean mixing. Measurements indicate elevated turbulent dissipationโcomparable with levels caused by winds and tidesโin the vicinity of large populations of planktonic animals swimming together
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics #vortex #turbulence
Recent observations of biologically generated turbulence in the ocean have led to conflicting conclusions regarding the significance of the contribution of animal swimming to ocean mixing. Measurements indicate elevated turbulent dissipationโcomparable with levels caused by winds and tidesโin the vicinity of large populations of planktonic animals swimming together
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics #vortex #turbulence
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โค๏ธ Love Your Heart: Personalized Digital Human Heart Models โค๏ธ
The Living Heart Project by Dassault Systรจmes
These models will establish a unified foundation for cardiovascular in silico medicine and serve as a common technology base for education and training, medical device design, testing, clinical diagnosis and regulatory scienceโall creating an effective path for rapidly translating current and future cutting edge innovations directly into improved patient care.
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics #simulation #cae #cardiology #finiteelementanalysis
The Living Heart Project by Dassault Systรจmes
These models will establish a unified foundation for cardiovascular in silico medicine and serve as a common technology base for education and training, medical device design, testing, clinical diagnosis and regulatory scienceโall creating an effective path for rapidly translating current and future cutting edge innovations directly into improved patient care.
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics #simulation #cae #cardiology #finiteelementanalysis
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๐ Fluidic Oscillator ๐
A fluidic oscillator is a device with no moving parts that sprays a fluid from side to side. A nozzle funnels a fluid jet through a chamber with two feedback channels. When the jet sweeps close to one side of the chamber, part of the fluid is directed along the feedback channel and back toward the inlet. That flow feeds into a recirculating separation bubble in the middle of the chamber. As that bubble grows, it pushes the jet back toward the other feedback channel, continuing the cycle.
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics #fluidmechanics #cfd #fluidflow #turbulence
A fluidic oscillator is a device with no moving parts that sprays a fluid from side to side. A nozzle funnels a fluid jet through a chamber with two feedback channels. When the jet sweeps close to one side of the chamber, part of the fluid is directed along the feedback channel and back toward the inlet. That flow feeds into a recirculating separation bubble in the middle of the chamber. As that bubble grows, it pushes the jet back toward the other feedback channel, continuing the cycle.
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics #fluidmechanics #cfd #fluidflow #turbulence
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Francis Turbine CFD & FEA + FSI simulation. Standard Navier-Stokes equations. Visualization of particle-like flow to enhance the flow details. Imaginary particles enter the spiral approximately at the same time in two emissions. Nice to see how the runner swallows them gradually. Did you know that some particles stay in the turbine 5 times longer than the fastest ones?
@cfdanalysis.ir
#engineeredmind
#science #technology #engineering #mechanicalengineering #physics #mathematics
#fluidmechanics #cfd #fluidflow #turbulence
@cfdanalysis.ir
#engineeredmind
#science #technology #engineering #mechanicalengineering #physics #mathematics
#fluidmechanics #cfd #fluidflow #turbulence
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โก ๐ฃ๐ฟ๐ฒ๐ฑ๐ถ๐ฐ๐๐ถ๐ป๐ด ๐๐ฒ๐ ๐ก๐ผ๐ถ๐๐ฒ ๐ณ๐ผ๐ฟ ๐๐๐น๐น-๐ฆ๐ฐ๐ฎ๐น๐ฒ ๐๐ผ๐-๐๐ผ๐ผ๐บ ๐๐ถ๐ฟ๐ฐ๐ฟ๐ฎ๐ณ๐โก
NASA - National Aeronautics and Space Administration achieved a successful prediction of jet noise as well as jet surface interaction noise.
Findings from these simulations have already resulted in new insights and additional experimental investigations of certain flow phenomena. Gaining confidence in the predictive capabilities of hybrid RANS/LES for jet noise is another step toward vehicle certification by analysis.
@cfdanalysis.ir
#engineeredmind #science #nasa #fluidflow #hypersonic #cfd #simulation
NASA - National Aeronautics and Space Administration achieved a successful prediction of jet noise as well as jet surface interaction noise.
Findings from these simulations have already resulted in new insights and additional experimental investigations of certain flow phenomena. Gaining confidence in the predictive capabilities of hybrid RANS/LES for jet noise is another step toward vehicle certification by analysis.
@cfdanalysis.ir
#engineeredmind #science #nasa #fluidflow #hypersonic #cfd #simulation
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I am hoping to put together some lunch and learn materials this year for anyone interested in CFD for water infrastructure applications. Does anyone have any favorite CFD topics you'd like us to present on? Don't be shy please comment in or message me your topics related to water modeling, chances are CFD has a role to play that I'd love to explore. For instance in this video, the topic would be modeling scour and mitigation through roughness elements behind outfalls... you get the idea, all topics related to dams & spillway hydraulics, bridge hydraulics, scour, storm water, wastewater, coastal protection... produced water and any others... all welcome!
@cfdanalysis.ir
#engineeredmind
#science #fluidflow#cfd #simulation #waterinfrastructure #cfd #hydro
@cfdanalysis.ir
#engineeredmind
#science #fluidflow#cfd #simulation #waterinfrastructure #cfd #hydro
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โกHigh Fidelity CFD Simulation of a Helicopter Rotor โก
Hybrid RANS-LES simulation using chimera method performed on the 7A helicopter rotor in high speed forward flight (mu = 0.4, Mtip = 0.6462).
Each blade mesh contains 5 million points and the background grid contains 4.1 billion points. 1536 CPU cores were used to run this simulation. A revolution is achieved in 24h. The video shows a Q criteria iso surface of value 5000 colored with vorticity magnitude.
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics #cfd #simulation
Hybrid RANS-LES simulation using chimera method performed on the 7A helicopter rotor in high speed forward flight (mu = 0.4, Mtip = 0.6462).
Each blade mesh contains 5 million points and the background grid contains 4.1 billion points. 1536 CPU cores were used to run this simulation. A revolution is achieved in 24h. The video shows a Q criteria iso surface of value 5000 colored with vorticity magnitude.
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics #cfd #simulation
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an analysis for hydrophobic and hydrophilic fluids
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics #cfd #simulation
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics #cfd #simulation
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Centrifugal pump CFD, FEA+FSI. Impeller deformation.
@cfdanalysis.ir
#Simulation #CAE #CFD #FEA #FSI #CAA #Optimization #HPC #engineering #turbomachinery
@cfdanalysis.ir
#Simulation #CAE #CFD #FEA #FSI #CAA #Optimization #HPC #engineering #turbomachinery
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VoF to Lagrangian modell for OpenFOAM
Dear friends, we have recently presented our work for a transformation model from #VoF to #Lagrangian approach for #atomisation, disintegration and #spray applications.
the video here shows the jet break-up from a swirl nozzle: red the liquid phase modelled with VoF, green the droplets as Lagrangian particles.
Enjoy
@cfdanalysis.ir
#engineeredmind
#science #technology #engineering #mechanicalengineering #physics #mathematics
#cfd #simulation
Dear friends, we have recently presented our work for a transformation model from #VoF to #Lagrangian approach for #atomisation, disintegration and #spray applications.
the video here shows the jet break-up from a swirl nozzle: red the liquid phase modelled with VoF, green the droplets as Lagrangian particles.
Enjoy
@cfdanalysis.ir
#engineeredmind
#science #technology #engineering #mechanicalengineering #physics #mathematics
#cfd #simulation
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โกThe Magnus Effectโก
The Magnus (sometimes Robins) effect, the curvature of trajectory and the first explanation of the lateral deflection on a spinning object has already been observed around 1671 by Sir Issac Newton.
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics
The Magnus (sometimes Robins) effect, the curvature of trajectory and the first explanation of the lateral deflection on a spinning object has already been observed around 1671 by Sir Issac Newton.
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics
โกDerivatives of the position vector (x) with respect to time have interesting names๐
Velocity (v) = dx/dt
Acceleration (a) = dยฒx/dtยฒ
Jerk (j) = dยณx/dtยณ
Snap (s) = dโดx/dtโด
Crackle (c) = dโตx/dtโต
Pop (p) = dโถx/dtโถ
Did you know all of them? ๐ค
@cfdanalysis.ir
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Velocity (v) = dx/dt
Acceleration (a) = dยฒx/dtยฒ
Jerk (j) = dยณx/dtยณ
Snap (s) = dโดx/dtโด
Crackle (c) = dโตx/dtโต
Pop (p) = dโถx/dtโถ
Did you know all of them? ๐ค
@cfdanalysis.ir
#engineeredmind #science #technology #engineering #mechanicalengineering #physics #mathematics
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Did you know that minimum water splash in driverโs line of sight is a crucial aspect of vehicle safety ? CFD can accurately predict ๐ฐ๐๐ญ๐๐ซ ๐ฌ๐ฉ๐ฅ๐๐ฌ๐ก๐ข๐ง๐ and used to analyze splash angle and intensity, obtain droplet statistics for a soiling analysis, predict water loads and ingress, and much more.
@cfdanalysis.ir
#automotive #Safety #simulation #innovation #driving #CFD
@cfdanalysis.ir
#automotive #Safety #simulation #innovation #driving #CFD