The method includes using known compositions to train the convolutional neural network, a loss function being minimized for the training; examining whether the value of a loss function meets a predefined criterion, the following steps being carried out selectively in the case where the criterion is not met—selecting a test composition from a set of predefined test compositions by an active learning module; activating a chemical apparatus for producing and examining compositions for paints, varnishes, printing inks, grinding resins, pigment concentrates or other coating substances for the purpose of producing and examining the selected test composition; training the convolutional neural network, using the selected test composition and the properties thereof detected by the apparatus; generating a prediction composition for paints, varnishes, printing inks, grinding resins, pigment concentrates or other coating substances by inputting an input vector into the convolutional neural network; and outputting the prediction composition.

A method for producing a cellulose and/or synthetic fibre-based support of which at least one surface is coated with a layer containing at least one water-soluble polymer comprising: hydroxyl or primary-secondary amino functional groups, at least some of which have been functionalized beforehand with at least one organic compound comprising at least one epoxy functional group, and at least one R.sup.1 group wherein R.sup.1 is a vinyl functional group or at least one Si(R.sup.2).sub.3 functional group and wherein R.sup.2=hydrogen atom, hydroxyl, alkoxy, alkyl, and combinations thereof.

Apparatus, systems and methods that add pigment/colorant to a two-part reactive resin coating formulation without deleteriously affecting the stoichiometric ratio of resin-to-hardener in the two-part reactive resin coating formulation (2K coating). Two-component apparatus and systems are provided that include a first compartment having a pigmented resinous composition and a second compartment having a hardener composition. The pigmented resinous and hardener compositions are discharged from the two-component apparatus/systems in a mixed or unmixed state to render a dual pigmented resin-hardener composition having a stoichiometric ratio of resin-to-hardener substantially the same as that of the 2K coating, such that when mixed therewith, the dual pigmented resin-hardener composition avoids altering the stoichiometric ratio of resin-to-hardener of the 2K coating.

Apparatus, systems and methods that add pigment/colorant to a two-part reactive resin coating formulation without deleteriously affecting the stoichiometric ratio of resin-to-hardener in the two-part reactive resin coating formulation (2K coating). Two-component apparatus and systems are provided that include a first compartment having a pigmented resinous composition and a second compartment having a hardener composition. The pigmented resinous and hardener compositions are discharged from the two-component apparatus/systems in a mixed or unmixed state to render a dual pigmented resin-hardener composition having a stoichiometric ratio of resin-to-hardener substantially the same as that of the 2K coating, such that when mixed therewith, the dual pigmented resin-hardener composition avoids altering the stoichiometric ratio of resin-to-hardener of the 2K coating.

The method includes inputting a specification of a desired combination of a first component and a second component of a composition, wherein the components are a solid and a dispersant, via a user interface of a computer system; carrying out a database query with the desired combination of the first component and the second component as the search criterion, wherein in the case where the database query supplies a known composition that meets the search criterion, the known composition is output, wherein in the opposite case, a further database query of a composition including the first component and the second component, serving as the search criterion, is carried out to find a candidate composition that includes one of the two components as well as a substitute component instead of the other component; and carrying out further steps for generating the formulation and outputting the composition.

The method includes inputting a specification of a desired combination of a first component and a second component of a composition, wherein the components are a solid and a dispersant, via a user interface of a computer system; carrying out a database query with the desired combination of the first component and the second component as the search criterion, wherein in the case where the database query supplies a known composition that meets the search criterion, the known composition is output, wherein in the opposite case, a further database query of a composition including the first component and the second component, serving as the search criterion, is carried out to find a candidate composition that includes one of the two components as well as a substitute component instead of the other component; and carrying out further steps for generating the formulation and outputting the composition.

Embodiments described herein relate to non-oxidized graphene-based anti-viral surfaces, and methods of producing the same. In some embodiments, a method of forming an anti-viral surface can include mixing a non-oxidized edge-functionalized graphene with a catalyst and a thermoset material to form a mixture, applying a high-shear mixing process to the mixture to form a mixed liquid, and coating the mixed liquid onto a base surface to form the anti-viral surface. In some embodiments, the method can further include chemically treating the graphene to produce the non-oxidized edge-functionalized graphene. In some embodiments, the thermoset material can include a thermoset matrix. In some embodiments, the method can include dispersing the non-oxidized edge-functionalized graphene into the thermoset matrix via the high-shear mixing. In some embodiments, dispersing the non-oxidized edge-functionalized graphene into the thermoset matrix can be via a ball mill, a high-shear mixer, and/or a homogenizer.

Embodiments described herein relate to non-oxidized graphene-based anti-viral surfaces, and methods of producing the same. In some embodiments, a method of forming an anti-viral surface can include mixing a non-oxidized edge-functionalized graphene with a catalyst and a thermoset material to form a mixture, applying a high-shear mixing process to the mixture to form a mixed liquid, and coating the mixed liquid onto a base surface to form the anti-viral surface. In some embodiments, the method can further include chemically treating the graphene to produce the non-oxidized edge-functionalized graphene. In some embodiments, the thermoset material can include a thermoset matrix. In some embodiments, the method can include dispersing the non-oxidized edge-functionalized graphene into the thermoset matrix via the high-shear mixing. In some embodiments, dispersing the non-oxidized edge-functionalized graphene into the thermoset matrix can be via a ball mill, a high-shear mixer, and/or a homogenizer.

Disclosed is a method for forming a sensory textile. The method includes: providing a conductive polymer, a dopant and a solvent; mixing the conductive polymer, dopant and solvent to form a mixture having a predetermined ratio of the conductive polymer and the dopant, and a predetermined concentration of the conductive polymer; contacting a fabric with the mixture to coat the fabric with the conductive polymer and dopant; and drying the coated fabric. Also disclosed is a sensory textile device that includes such a sensory textile, a conductive backing layer and a spacer layer disposed between the sensory textile and conductive backing layer.

Disclosed is a method for forming a sensory textile. The method includes: providing a conductive polymer, a dopant and a solvent; mixing the conductive polymer, dopant and solvent to form a mixture having a predetermined ratio of the conductive polymer and the dopant, and a predetermined concentration of the conductive polymer; contacting a fabric with the mixture to coat the fabric with the conductive polymer and dopant; and drying the coated fabric. Also disclosed is a sensory textile device that includes such a sensory textile, a conductive backing layer and a spacer layer disposed between the sensory textile and conductive backing layer.