This wonky temperature-compensated crystal oscillator is a good example ... and we usually end up learning a thing or two.

Researchers have developed a machine learning workflow to optimize the output force of photo-actuated organic crystals. Using LASSO regression to identify key molecular substructures and Bayesian ...

The proposed method is at least 73 times more efficient than conventional techniques and leads to crystals with a maximum blocking force of 37.0 mN.

Machine learning-driven optimization of the output force in photo-actuated organic crystals. Digital Discovery , 2025; DOI: 10.1039/D4DD00380B Cite This Page : ...

Machine learning techniques have been applied to optimize the output force of photo-actuated organic crystals, achieving a maximum blocking force of 37.0 mN, which is 73 times more efficient than ...