Steven Brunton @eigensteve
Teaches math to engineers: https://t.co/TJ5i3Pg678 Professor @UW researching #MachineLearning for #Dynamics and #Control, especially for #FluidDynamics. eigensteve.com Joined April 2016-
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Like having a song stuck in my head that won’t go away unless I sing it to someone, except the song is a giant metal insect
Like having a song stuck in my head that won’t go away unless I sing it to someone, except the song is a giant metal insect https://t.co/rdKHX17UGF
There ain’t no party like a mathematicians party… dressed to the nines to celebrate the start of the Tom Rocks Maths world tour. First stop: Thailand. I can’t wait to meet you all!
That was fun
🎉 SFI External Professor Karen Willcox has been awarded the 2024 Theodore von Kármán Prize by @TheSIAMNews! She is being recognized for her contributions to computational science and engineering, from work in model reduction methods to digital twins. ow.ly/IYuJ50RmrOt
We made it! check our recent work on the cover page of @NatMachIntell using #GenerativeAI and #DiffusionModels to create realistic trajectories of particles in #turbulence nature.com/articles/s4225… #SmartTurb @ERC_Research @Michele_Buzz @scarpma @TianyiL04581536
New pre-print from the lab, led by the amazing @Saumya_Gupta1 ! We found that swarming mosquitoes integrate acoustic and visual information to recognize mates and for collision avoidance—a great collaboration with @floriantm's group and Olivier Roux. biorxiv.org/content/10.110…
How do neuromuscular delays limit the speed and robustness of behavior? We built a multi-layered 3D model of fly walking to investigate what happens when delays exceed the physiological range. biorxiv.org/content/10.110… Led by Lili Karashchuk and Lisa Li, in collabo w @bingbrunton.
Congrats to ME Assistant Professor Lucas Meza, who received an @NSF CAREER Award to study how to create tough, sustainable materials using nanoengineering. me.washington.edu/news/article/2… @UWNanoES @uwengineering
Orbits. Made with #python, #matplotlib and #numpy.
Polaroid drone.
Google scholar removed our @CambridgeUP book "Data-Driven Science and Engineering" and now it points to a book review instead of the actual book. Has this happened to anyone else? Any ideas to fix this? I've contacted scholar support a couple times this month, but no help yet.
Natural Language Processing allows machines to communicate with and learn from humans. A Language Model (LM) assigns probabilities to sentences. It can be use to fix typos and grammar or respond to questions. Using n-grams allows us to create simple statistical LMs.
Join Powers et al. on an exciting journey as they delve into the heart of stars and planets to find out how internal heating sources influence convective dynamics! Their study lightens up our understanding of the force behind astrophysical convection. @ go.aps.org/3vM2P0A
In November, I got quietly interested in randomized Numerical Linear Algebra. But I'm not actually quiet, so here's the video: youtu.be/6htbyY3rH1w?si…
Very curious... Which of these two principles do you most align with: * Software should be open source and free * Work should be compensated
Full GPT integration in @CollimatorAI 2.0!!! Use GPT as a co-pilot to design controllers, create and analyze block diagrams, derive equations of motion, and much more! Try it out at collimator.ai
Breaking: Tuthill lab takes 1st place in the high-school-student judged "reverse science fair" at the @UW Brain Awareness Open House. Moonwalking flies poster by @sarahpugliese.
Announcing Collimator 2.0!!! New features: * Powered by JAX * Generative AI * AutoDifferentiation * PID AutoTune * SINDy blocks * Model Predictive Control * Real-Time Collaboration * Hardware in the Loop Kudos to the amazing team @CollimatorAI Try it @ collimator.ai
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Very serious question: for people who make art, who feel like they need to make art, what does that feel like? I've never really felt I had a message I was desperate to express, so I am trying to understand what that feels like for you.
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There ain’t no party like a mathematicians party… dressed to the nines to celebrate the start of the Tom Rocks Maths world tour. First stop: Thailand. I can’t wait to meet you all!
wish arXiv (@arxiv) had the option to add comments. Sometimes you just need to point out things like, "Watch out for the sign error in Eq. X"
That was fun
“In nature and in artificial intelligence, there are two key functions to learn: perception and prediction. And I believe prediction is the real driver of what we’d define as intelligence.” Guillaume Lajoie, Core Academic Member at Mila, in a tech talk at #WSAIAM24. @g_lajoie_
🎉 SFI External Professor Karen Willcox has been awarded the 2024 Theodore von Kármán Prize by @TheSIAMNews! She is being recognized for her contributions to computational science and engineering, from work in model reduction methods to digital twins. ow.ly/IYuJ50RmrOt
We made it! check our recent work on the cover page of @NatMachIntell using #GenerativeAI and #DiffusionModels to create realistic trajectories of particles in #turbulence nature.com/articles/s4225… #SmartTurb @ERC_Research @Michele_Buzz @scarpma @TianyiL04581536
@frau_gygax @eigensteve i think so, tbh i cant remember which video it was.
@Ethan_smith_20 @eigensteve woah that’s cool. is the idea from his physics-informed ml series?
a video by @eigensteve suggested that a system like a pendulum that can be described with a single parameter (angle), we could potentially learn an autoencoder with only a single latent variable and it could recover that role. after 5k steps it looks like it did pretty solid
New pre-print from the lab, led by the amazing @Saumya_Gupta1 ! We found that swarming mosquitoes integrate acoustic and visual information to recognize mates and for collision avoidance—a great collaboration with @floriantm's group and Olivier Roux. biorxiv.org/content/10.110…
Orbits. Made with #python, #matplotlib and #numpy.
Congratulations to Ph.D. student Alyssa Giedd for receiving the @NSF Graduate Research Fellowship Program (GRFP) award! In the AIR Lab, Giedd will track dragonflies using insect sensor backpacks. The goal is to use the data to inform control design & AI training for drone flight.
How do neuromuscular delays limit the speed and robustness of behavior? We built a multi-layered 3D model of fly walking to investigate what happens when delays exceed the physiological range. biorxiv.org/content/10.110… Led by Lili Karashchuk and Lisa Li, in collabo w @bingbrunton.
Congrats to ME Assistant Professor Lucas Meza, who received an @NSF CAREER Award to study how to create tough, sustainable materials using nanoengineering. me.washington.edu/news/article/2… @UWNanoES @uwengineering
Learning for dynamics and control is an exciting emerging field (@l4dc_conf), which speaks to techniques such as reverse-correlation (@SchynsPhilippe), symbolic regression methods (@eigensteve), dynamic mode decomposition (@bingbrunton) and RNNs (@DurstewitzLab).
i find it funny that there's frustration over the RL community not crediting optimal control. It's because controls are often taught in a complex way, making beginners gravitate towards training Gym environments with PPO instead of reading intricate proofs. For example, I love…
Orbits. Made with #python, #matplotlib and #numpy.