A method includes identifying one or more images of a mold of a dental arch, identifying a digital model corresponding to the mold of the dental arch, providing the one or more images and the digital model as input into a trained machine learning model, receiving, from the trained machine learning model, output, and determining, based on the output, whether the mold matches the digital model.

The invention is directed to a thermoforming packaging machine (1) for producing sealed packages (2) having a planar surface (3) and a shaped recess (4) comprising a sealing station (6) with a lower sealing tool (7) comprising of a first part (8) provided with a first seal seam support (8a) for supporting a first sealed seam (9) at the outer perimeter (10) of the planar surface (3) of the moulded product (2a) and a second part (11) provided with a second support (11a) provided with a seal seam support opening (12). The second support (11a) supports a second sealed seam (12a) on the planar surface (3) of the moulded product (2a) following the perimeter (13) of the shaped recess (4). The first part (8) and the second part (11) are separate parts which are detachable connected.

The invention is directed to a thermoforming packaging machine (1) for producing sealed packages (2) having a planar surface (3) and a shaped recess (4) comprising a sealing station (6) with a lower sealing tool (7) comprising of a first part (8) provided with a first seal seam support (8a) for supporting a first sealed seam (9) at the outer perimeter (10) of the planar surface (3) of the moulded product (2a) and a second part (11) provided with a second support (11a) provided with a seal seam support opening (12). The second support (11a) supports a second sealed seam (12a) on the planar surface (3) of the moulded product (2a) following the perimeter (13) of the shaped recess (4). The first part (8) and the second part (11) are separate parts which are detachable connected.

A thermoplastic forming tool includes a wand that includes a handle, a tip, and a conduit coupling the handle to the tip. The tip includes a heating element, a forming shoe, and a forming shoe support. During use, heat from the heating element heats the forming shoe to a temperature at or above the glass transition temperature of a thermoplastic polymer. The thermoplastic forming tool may be used to apply a thermoplastic material to a surface.

A thermoplastic forming tool includes a wand that includes a handle, a tip, and a conduit coupling the handle to the tip. The tip includes a heating element, a forming shoe, and a forming shoe support. During use, heat from the heating element heats the forming shoe to a temperature at or above the glass transition temperature of a thermoplastic polymer. The thermoplastic forming tool may be used to apply a thermoplastic material to a surface.

A hot stamping apparatus and a hot stamping method are for collectively decorating a plurality of decoration objects using a decorative sheet. In a hot stamping apparatus, an upper chamber and a lower chamber are partitioned by a partition sheet and pressing bodies, so that decorative sheet pieces can be used instead of a decorative sheet having a large area. Then, by using the decorative sheet pieces, local thermal deformation can be prevented. A usage amount of the decorative sheet can be reduced, and three-dimensional decoration can be implemented as needed on a portion requiring decoration.

A hot stamping apparatus and a hot stamping method are for collectively decorating a plurality of decoration objects using a decorative sheet. In a hot stamping apparatus, an upper chamber and a lower chamber are partitioned by a partition sheet and pressing bodies, so that decorative sheet pieces can be used instead of a decorative sheet having a large area. Then, by using the decorative sheet pieces, local thermal deformation can be prevented. A usage amount of the decorative sheet can be reduced, and three-dimensional decoration can be implemented as needed on a portion requiring decoration.

A method includes identifying first geometry of a first mold associated with a first dental arch and a second geometry of a second mold associated with a second dental arch. The method further includes determining, based on the first geometry and the second geometry that the first mold and the second mold are to be used for simultaneous forming of a first dental appliance and a second dental appliance on a plate in a dental appliance manufacturing system. The method further includes causing, based on the first geometry and the second geometry, one or more portions of the dental appliance manufacturing system to be configured to form the first dental appliance and the second dental appliance.

A method includes identifying first geometry of a first mold associated with a first dental arch and a second geometry of a second mold associated with a second dental arch. The method further includes determining, based on the first geometry and the second geometry that the first mold and the second mold are to be used for simultaneous forming of a first dental appliance and a second dental appliance on a plate in a dental appliance manufacturing system. The method further includes causing, based on the first geometry and the second geometry, one or more portions of the dental appliance manufacturing system to be configured to form the first dental appliance and the second dental appliance.

Systems and processes for thermoforming an article are disclosed. The system can include a first heating station that can include a first heating zone and a second heating zone. The system can further include a first cooling station for reducing the temperature of the heated article to a range of about 50 C. to about 70 C. while exposing the article to atmospheric pressure. The system can also include a second cooling station that can expose an article to a pressure above atmospheric pressure.