A machine learning study of the two states model for lipid bilayer phase transitions

Vivien Walter, Céline Ruscher, Carlos M Marques, Olivier Benzerara, Fabrice Thalmann
Physical Chemistry Chemical Physics 2020, 22, 19147-19154

Knowing the precise thermodynamical state of individual lipids composing a membrane is fundamental to understand the physical properties of membranes at the microscopic scale. To access this information we developed a software using machine learning technics that can discriminate between the different phases while using only configurational information of individual lipids. More details available in our recent PCCP article.