Physics-Informed Neural Surrogates for Mesh-Invariant Modeling of High-Speed Flows at #AIAA #SciTech!

High-speed flight simulation is computationally brutal. A single CFD run can take hours on a cluster. That's fine for final validation, but not for early design exploration or real-time decision-making.

Neural surrogate that predicts aerodynamic behavior 595x faster than CFD while maintaining ~1% relative error.

Paper: https://lnkd.in/efe2Q_T9

#sciml #Julia #CFD #Hypersonics #AIAASciTech

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Anyone going to the AIAA Scitech conference, Jan. 9-11 in Orlando? I'll be exhibiting - please stop by my booth and say Hi from Mastodon-land! #Aerospace #AIAASciTech #AdditiveManufacturing #Ceramic3DPrinting
Pictured: nerding out a bit too much at #aiaaSciTech
The new version of the Caltech #robot "Leonardo" made its first public debut at the #AIAASciTech aerospace conference today. Backstory: https://spectrum.ieee.org/amp/bipedal-drone-robot-caltech-2655239539
Caltech’s LEO Flying Biped Can Skateboard and Slackline

Two years of progress gives this multimodal robot impressive new capabilities

IEEE Spectrum
One thing I’ve noticed at #aiaaSciTech is an increasing role of #Python in modeling and analysis toolchains. I used to think matlab/simulink had a stranglehold on engineering as a discipline, but that’s really not true anymore
Both Parrish and Michael Meyer, Mars Exploration Program lead scientist, say they expect future robotic Mars spacecraft (beyond sample return) to trend towards smaller, more focused (and cheaper) missions. #AIAASciTech
We were warned to attempt no landings there. (Seen at #AIAASciTech)
See images from the announcement at the #AIAASciTech Forum that @nasa and @DARPA are partnering to to demonstrate a nuclear thermal rocket engine in space. 📷- https://flic.kr/s/aHBqjApp9H
#NASAhqphoto
See images from the announcement at the #AIAASciTech Forum that @nasa and @DARPA are partnering to to demonstrate a nuclear thermal rocket engine in space. 📷- https://flic.kr/s/aHBqjApp9H
#NASAhqphoto
20230124 NASA and DARPA Collaboration on Rocket Propulsion Technology Announcement

Explore this photo album by NASA HQ PHOTO on Flickr!

Flickr
Live from the #AIAASciTech Forum, @SenBillNelson and @Astro_Pam join @DARPA Director Stefanie Tompkins to launch a collaboration to advance space propulsion technology. https://twitter.com/i/broadcasts/1nAKErDABVnGL
#NASA
NASA

NASA and DARPA Announce Collaboration for Rocket Propulsion Technology

Twitter