
Computational Chemistry and Machine Learning | previously: @SchwallerGroup @EPFL | @BASF | @TheorHetCatICIQ | scientific Illustrations when time allows
Lucerne, Switzerland
Joined February 2019
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AutoAdsorbate is out in @ACSCatalysis!
Simple Heuristics for Advanced Sampling of Reactive Species on Surfaces
We demonstrate how to get a holistic and unbiased picture of surface reactive species energetics.
Code: github.com/basf/autoadsorbat…
Paper: pubs.acs.org/doi/10.1021/acs…
Psi-k @Psik_Network was intense & inspiring! Great to meet new & old faces (finally in 3D, not just 2D 😅)! Loved sharing our work on reactive interfaces on the big stage.
Hope our ideas help make sampling complex interfaces a bit easier. Soon more to come from @SchwallerGroup!
Replying to @CatAstro_Piyush
Yes, I made one, but there are for sure more :)
youtube.com/watch?v=aqolcc8Y…
The trick I used was to prepare a xyz trajectory, with aads and ase.mep interpolate. You can find the notebook on git ;)
For more inspiration check out @bradyajohnston
Here is the notebook I used to prepare the frames:
github.com/basf/autoadsorbat…
After that is just a matter of making things look pretty, with #blenderforscience for example...
Here's a tutorial on that:
youtube.com/watch?v=aqolcc8Y…
Enjoy 🫠
Started with some slides for AutoAdsorbate-ended up with an animated deep dive into surface site detection.
It works on any surface, no bulk symmetry needed.
Here’s what this one-liner really does:
s=Surface(slab211)
code: github.com/basf/autoadsorbat…
paper: tinyurl.com/yfbxnbds
Learn how to render multiple molecules from a single multi-frame .xyz file in Blender! 🧪
Hands-on session recording from the AIChemist School: bridging explainable AI and chemistry. @SchwallerGroup
Watch here:
youtube.com/watch?v=aqolcc8Y…
More info:
github.com/schwallergroup/bl…
7/🧵 Let's unpack this dense info.
Each signal in this plot comes from a reasonable initial structure that was relaxed to a local minima using MACE-mpO (energy reference - most stable structure for each empirical formula).
Comparing two PSE diagonal neighbors Cu vs Pd (211):
6/🧵 Why should anyone care?
Cu is *the* metal for het. cat. CO2 reduction. It's safe to say that it's a well studied system.
It turns out that the energetics are more complex than anticipated!
We relaxed ALL intermediates (~100k) to get the FULL picture:
5/🧵 What's new?
We can identify all sites on
🔶️ANY SURFACE🔶️
structure without any additional info.
We can use
🟠*SMILES🟠
to generate
🟧ANY MOLECULAR FRAGMENT🟧
(molecule or intermediate) and sample their conformational space.
No limitaions on size and complexity.
🔥 AutoAdsorbate 🔥 has been the workhorse of high throughput computation in heterogeneous catalysis modeling and ML @BASF for the previous few years. 🧵
Now it is available open source!
#MatSci #CompChem
Preprint: doi.org/10.26434/chemrxiv-20…
Code: github.com/basf/autoadsorbat…



