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Kevin Ferguson

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Open access Oct 2026

Machine Learning Regression-Enhanced Property Prediction of Brush Particle Solids

The development of advanced hybrid materials such as polymer-grafted nanoparticles (aka “brush” or “hairy” particles) hinges on the ability to accurately predict suitable compositions to realize desired functionalities. Such systems are characterized by expensive synthesis, sparse data, and large parameter spaces tha...

Kevin Ferguson, Ayesha Abdullah, Yu-Qi Zhao et al. · 0 citations

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