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Sid Kumar

@sid-kumar.bsky.social
119 followers 282 following 3 posts

Doing professor things @ TU Delft | mechanics, materials, machine learning & in-betweens | previously at ETHZ and Caltech Lab: www.mech-mat.com

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Sid Kumar @sid-kumar.bsky.social · 07/01/2025
Check out our paper on designing spinodal metamaterials by directly using a small set of experimental data! We introduce physics-enhanced ML strategies to compensate for the small amount of data and simulation-experiment gap.👇 doi.org/10.1016/j.em...
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Sid Kumar @sid-kumar.bsky.social · 17/12/2024
Interested in designing recyclable polymers with human-in-the-loop ML — from computational predictions all the way to lab synthesis? Check out our latest paper 👇 doi.org/10.1002/advs... Great collaboration with Aniruddh Vashisth and group @ University of Washington!
doi.org
AI‐Guided Inverse Design and Discovery of Recyclable Vitrimeric Polymers
This study presents a molecular dynamics (MD) - machine learning (ML) framework for inverse design of vitrimers with targeted glass transition temperature (Tg). A variational autoencoder model with d...
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Sid Kumar @sid-kumar.bsky.social · 25/11/2024
Interested in designing curvature-based morphologies for bio-mimetic applications? Or bridging curvature and mechanics for stronger metamaterials? Check out our recent paper👇 Link: doi.org/10.1002/aisy... Great work by Yaqi Guo and @saurav-sharma.bsky.social
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