Fx Lab at Stanford

The Laboratory of Fluids in Complex Environments, Stanford Mechanical Engineering @StanfordEng. PI: Matthias Ihme.

[Fx Lab at Stanford @FxLabStanford]

While you're taking a break from all the holiday parties, check out our recent paper on the health-impact analysis of the LA wildfires by combining satellite and simulation data!
More details here: https://t.co/ExjVxB5fM3

[Fx Lab at Stanford @FxLabStanford]

Experimenting on solid-liquid phase transition to wrap up our Fall quarter! We're wishing everyone happy holidays and a restful break ⛸️

[Fx Lab at Stanford @FxLabStanford]

This paves the way for breakthroughs in pressure-gain combustion by fusing limited experimental diagnostics with high-fidelity numerical simulations.

[Fx Lab at Stanford @FxLabStanford]

New paper alert!

Here, we demonstrate assimilating sparse experimental data into detonation wave simulations using a two-step LETKF which allows robust reconstruction of key detonation structures.

https://t.co/qFbEInR3yd

[Fx Lab at Stanford @FxLabStanford]

Proud to share our recent work, as the first experimental demonstration of a reinforcement-learning based method to control thermoacoustic instabilities! This offers a promising path towards efficient and adaptive control of thermoacoustic instabilities

https://t.co/vadLHvq6cc

[Fx Lab at Stanford @FxLabStanford]

Throwback to yesterday, with our very own @MatthewBonanni in his PhD Defense!

We congratulate him for this tremendous achievement and wish him all the best for the future!

[Fx Lab at Stanford @FxLabStanford]

Check out our recent publication on using physics-informed #MachineLearning to study #Hydrogen jet flames! This novel framework enhances predictive accuracy for chemically reacting flows by integrating low-resolution physics models with neural networks.
https://t.co/Qb5KHgHeAt

[Fx Lab at Stanford @FxLabStanford]

We are proud to have our work featured in Stanford Report! Check out how altering burn conditions in prescribed forest fires makes it safer and cleaner:

https://t.co/2ZhDnYNM5K

[Fx Lab at Stanford @FxLabStanford]

Check out this article about our collaboration with @SLAClab in investigating supercritical fluids!

https://t.co/XxIbFj556l

[Fx Lab at Stanford @FxLabStanford]

Check out the paper here!
Link: https://t.co/wVQTMeReQM

[Fx Lab at Stanford @FxLabStanford]

In our recent work in PRL, we present a physical model to elucidate the relation between energy exchange and heterogeneous cluster dynamics during the supercritical transition, revealing the mechanism behind the nonlinear thermodynamic behavior of supercritical fluids:

[Fx Lab at Stanford @FxLabStanford]

In our most recent paper, we reveal the ultrafast dynamics of molecular clusters in supercritical CO₂, bridging the gap between ballistic & diffusive motion. Using XPCS & MD simulations, we uncover how cluster dynamics impact transport properties

Link: https://t.co/4Tx9eBfOt9

[Fx Lab at Stanford @FxLabStanford]

Don't miss our new study on the interfacial dynamics of immiscible propellants at #supercritical pressures!

We are able to resolve liquid/vapor interfacial dynamics that significantly impacts atomization and mixing in LOX/GH2 #combustion systems.

Link: https://t.co/5mfYHvBOc8

[Fx Lab at Stanford @FxLabStanford]

This dataset is part of the research by Roshan Samuel and Mathis Bode -- Dive deeper into their work (https://t.co/ESdZopiVxW)

[Fx Lab at Stanford @FxLabStanford]

🚀New Addition to #BLASTNet! 🔥

We’ve just added 7.2 TB (!) of Rayleigh-Bénard Convection #DNS data to BLASTNet—a goldmine for #turbulence researchers & #ML enthusiasts. Dive into high-fidelity simulations and push the boundaries of predictive modeling!

https://t.co/5iLycPslG1

[Fx Lab at Stanford @FxLabStanford]

Congrats, Dr. Muhunthan! 🎓

Throwback to Priyanka's PhD Defense last Tuesday, where she presented her work on understanding #Supercritical #Fluids using #XRay techniques and atomistic simulations.

We wish her all the best for the future! 🎉

[Fx Lab at Stanford @FxLabStanford]

Exciting news!

In our recent paper, we showed that #ReactingFlows in #PorousMedia exhibit feature that parallels #Turbulence in unconfined flows, providing theoretical underpinning of enhanced mixing and #Combustion efficiencies at these conditions.

https://t.co/txHflZu6Jb

[Fx Lab at Stanford @FxLabStanford]

We would also like to thank #Google for sharing and helping us postprocess the #FireBench dataset:

https://t.co/BWPjbeXKKq

This high-fidelity simulation data was the backbone of the challenge.

[Fx Lab at Stanford @FxLabStanford]

The #FLAMEAI 2024 Challenge has concluded! We were blown away by the reception of the event, with more than 400 participants and 2500 #ML model submissions on Kaggle...

[Fx Lab at Stanford @FxLabStanford]

Kaggle’s support in this challenge has also been vital as they not only sponsored the prize pool but have also given invaluable support in the setup of the challenge. First place will be awarded $2,500, second place $1,500 and third place $1,000!

[Fx Lab at Stanford @FxLabStanford]

We deeply thank all the speakers who gave wonderful talks highlighting the need for accurate models for environmental flows, covering a diverse range of topics in this challenge!
@ymatias @MarshallBBurke @ricardovinuesa @russpoldrack @AmirBaratiF @BenBlaiszik @WalterReade