Abstract: Techniques are described for automating the design of dental restoration appliances using neural networks. An example computing device receives transform information associated with a current dental anatomy of a dental restoration patient, provides the transform information associated with the current dental anatomy of the dental restoration patient as input to a neural network trained with transform information indicating placement of a dental appliance component with respect to one or more teeth of corresponding dental anatomies, the dental appliance being used for dental restoration treatment for the one or more teeth, and executes the neural network using the input to produce placement information for the dental appliance component with respect to the current dental anatomy of the dental restoration patient.

Abstract: A circuit assembly comprising a sealed interface is configured to isolate one or more electrical components. The assembly comprises a circuit board comprising a substrate and a cover comprising a polycarbonate material in connection with the substrate. The assembly further comprises an adhesive seal disposed around a perimeter surface of the cover. The adhesive seal comprises a UV curable adhesive having a chemical composition. The assembly further comprises a polyamide over-molded coating enclosing at least a portion of the circuit board and covering the adhesive seal.

Abstract: A circuit assembly comprising a sealed interface is configured to isolate one of more electrical components. The assembly comprises a circuit board comprising a substrate and a cover comprising a polycarbonate material in connection with the substrate. The assembly further comprises an adhesive seal disposed around a perimeter surface of the cover. The adhesive seal comprises a UV curable adhesive having a chemical composition. The assembly further comprises a polyamide over-molded coating enclosing at least a portion of the circuit board and covering the adhesive seal.

Abstract: This invention relates to a rotary apparatus and related methods for pressing or cutting articles. More specifically, this invention relates to a rotary pressing assembly configured to reduce the stress upon the pressing member when performing a pressing operation on articles which have a variation in surface area, density or thickness. Even more specifically, this invention relates to a rotary knife assembly configured to reduce the stress upon the knife blade while cutting a plurality of articles from a sheet or web of material.