Dow Global Technolgoies LLC

Paul Cookson

Sukrit Mukhopadhyay

Scott T Matteucci

Valeriy V Ginzburg

Kefu Sun

Fabio Aguirre Vargas

Beata A Kilos

Jerome Claracq

Alix Schmidt

Praveenkumar Boopalachandran

Bart Rijksen

Shachit Shankaran Iyer

Daniel G Abebe

A method for producing zeolite embedded polyolefin films for packaging polyurethane foams also embedded with zeolite.

Zeolite containing polyolefins films

Methods include training a machine learning module to predict one or more target product properties for a prospective chemical formulation, including (a) constructing or updating a training data set from one or more variable parameters; (b) performing feature selection on the training data set; (c) building one or more machine learning models using one or more model architectures; (d) validating the one or more machine learning models; (e) selecting at least one of the one or more machine learning models and generating prediction intervals; (g) interpreting the one or more machine learning models; and (h) determining if the one or more target product properties calculated are acceptable and deploying one or more trained machine learning models, or optimizing the one or more machine learning models by repeating steps (b) to (g). Methods also include application of trained machine learning modules to predict formulation properties from prospective data.

Hybrid machine learning methods of training and using models to predict formulation properties

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Cheadle, United Kingdom

Paul Cookson