Abstract: Detection and classification of anomalies for powder bed metal additive manufacturing. Anomalies, such as recoater blade impacts, binder deposition issues, spatter generation, and some porosities, are surface-visible at each layer of the building process. A multi-scaled parallel dynamic segmentation convolutional neural network architecture provides additive manufacturing machine and imaging system agnostic pixel-wise semantic segmentation of layer-wise powder bed image data. Learned knowledge is easily transferrable between different additive manufacturing machines. The anomaly detection can be conducted in real-time and provides accurate and generalizable results.

Abstract: Detection and classification of anomalies for powder bed metal additive manufacturing. Anomalies, such as recoater blade impacts, binder deposition issues, spatter generation, and some porosities, are surface-visible at each layer of the building process. A multi-scaled parallel dynamic segmentation convolutional neural network architecture provides additive manufacturing machine and imaging system agnostic pixel-wise semantic segmentation of layer-wise powder bed image data. Learned knowledge is easily transferrable between different additive manufacturing machines. The anomaly detection can be conducted in real-time and provides accurate and generalizable results.

Abstract: Disclosed is a multilayer panel, comprising: a center layer comprising graphene, wherein the center layer comprises a first surface and an opposing second surface; a first polymer layer deposited on the first surface of the center layer and a second polymer layer deposited on the second surface of the center layer; and a first glass layer deposited on an outer surface of the first polymer layer and a second glass layer deposited on an outer surface of the second polymer layer; wherein the first polymer layer, the second polymer layer, or any combination(s) thereof comprise carbon filler.

Abstract: Detection and classification of anomalies for powder bed metal additive manufacturing. Anomalies, such as recoater blade impacts, binder deposition issues, spatter generation, and some porosities, are surface-visible at each layer of the building process. A multi-scaled parallel dynamic segmentation convolutional neural network architecture provides additive manufacturing machine and imaging system agnostic pixel-wise semantic segmentation of layer-wise powder bed image data. Learned knowledge is easily transferrable between different additive manufacturing machines. The anomaly detection can be conducted in real-time and provides accurate and generalizable results.

Abstract: An alignment device includes a first body and a second body, at least one retention member flexibly coupled to the first body, and a locking member coupled to the first body. The second body has an outer surface and an inner surface defining a cylindrical wall, the cylindrical wall defining a cylindrical opening, a first retention opening extending through the cylindrical wall and a second retention opening extending through the cylindrical wall. The first body translates within the cylindrical opening of the second body and the locking member engages with the first retention opening to position the alignment device in a first position and the locking member engages with the second retention opening to position the alignment device in a second position.

Abstract: Disclosed is a multilayer panel, comprising: a center layer comprising graphene, wherein the center layer comprises a first surface and an opposing second surface; a first polymer layer deposited on the first surface of the center layer and a second polymer layer deposited on the second surface of the center layer; and a first glass layer deposited on an outer surface of the first polymer layer and a second glass layer deposited on an outer surface of the second polymer layer; wherein the first polymer layer, the second polymer layer, or any combination(s) thereof comprise carbon filler.

Abstract: An alignment device includes a first body and a second body, at least one retention member flexibly coupled to the first body, and a locking member coupled to the first body. The second body has an outer surface and an inner surface defining a cylindrical wall, the cylindrical wall defining a cylindrical opening, a first retention opening extending through the cylindrical wall and a second retention opening extending through the cylindrical wall. The first body translates within the cylindrical opening of the second body and the locking member engages with the first retention opening to position the alignment device in a first position and the locking member engages with the second retention opening to position the alignment device in a second position.

Abstract: A vehicle assembly includes a windshield having a fore edge and a body panel having an aft edge. The body panel includes an arm portion protruding from the aft edge and a tapered portion disposed at an interface between the aft edge and the arm portion. The arm portion has a distal end. The assembly further includes a sealing member with a first channel and a second channel. The fore edge is disposed in the first channel and the arm portion is disposed in the second channel. The second channel is defined by a first sidewall, a second sidewall, and an endwall. A protrusion extends from the second sidewall into the second channel and abuts the tapered portion. A band of material extends between the first sidewall and the second sidewall. The distal end abuts the band of material to secure the body panel between the band and the protrusion.

Abstract: A vehicle assembly includes a windshield having a fore edge and a body panel having an aft edge. The body panel includes an arm portion protruding from the aft edge and a tapered portion disposed at an interface between the aft edge and the arm portion. The arm portion has a distal end. The assembly further includes a sealing member with a first channel and a second channel. The fore edge is disposed in the first channel and the arm portion is disposed in the second channel. The second channel is defined by a first sidewall, a second sidewall, and an endwall. A protrusion extends from the second sidewall into the second channel and abuts the tapered portion. A band of material extends between the first sidewall and the second sidewall. The distal end abuts the band of material to secure the body panel between the band and the protrusion.

Abstract: An elastic alignment assembly includes a first component having a first engagement surface. Also included is a second component having a second engagement surface and is configured to be mated with the first component. Further included is a receiving feature formed in at least one of the first engagement surface and the second engagement surface. Yet further included is a protrusion comprising a first sidewall and a second sidewall, the protrusion extending away from at least one of the first engagement surface and the second engagement surface, the protrusion formed of an elastically deformable material to elastically deform at a first interface and a second interface upon contact with the receiving feature, wherein the first interface is located proximate the first sidewall and the receiving feature, and wherein the second interface is located proximate the second sidewall and the receiving feature.

Abstract: An elastically deformable flange locator arrangement includes a first component having a first engagement surface. Also included is a second component configured to be mated with the first component. Further included is a first portion of the second component. Yet further included is a second portion of the second component extending relatively perpendicularly from the first portion proximate a perimeter of the first portion, the second portion having a second engagement surface, wherein the second portion is configured to elastically deform at a first interface upon contact between the first engagement surface and the second engagement surface.

Abstract: An elastic tube alignment system for the mating an emblem lens to an outer bezel utilizing the principle of elastic averaging. A plurality of geometrically separated elastic tube (male) alignment features are disposed on a first side of the emblem lens, while a plurality of one-to-one corresponding aperture (female) alignment features are provided in the outer bezel. During the mating, each elastic tube and its respective aperture provide elastic deformation, which, on average, precisely aligns the emblem lens with respect to the outer bezel.

Abstract: An elastically deformable flange locator arrangement includes a first component having a first engagement surface. Also included is a second component configured to be mated with the first component. Further included is a first portion of the second component. Yet further included is a second portion of the second component extending relatively perpendicularly from the first portion proximate a perimeter of the first portion, the second portion having a second engagement surface, wherein the second portion is configured to elastically deform at a first interface upon contact between the first engagement surface and the second engagement surface.

Abstract: An elastic alignment assembly includes a first component having a first engagement surface. Also included is a second component having a second engagement surface and is configured to be mated with the first component. Further included is a receiving feature formed in at least one of the first engagement surface and the second engagement surface. Yet further included is a protrusion comprising a first sidewall and a second sidewall, the protrusion extending away from at least one of the first engagement surface and the second engagement surface, the protrusion formed of an elastically deformable material to elastically deform at a first interface and a second interface upon contact with the receiving feature, wherein the first interface is located proximate the first sidewall and the receiving feature, and wherein the second interface is located proximate the second sidewall and the receiving feature.

Abstract: An elastic insert assembly for aligning components to each other includes a first component having a first surface and a second surface. Also included is a second component. Further included is a pocket portion of the second component configured to receive the first component therein, the pocket portion defined by at least one sidewall and a base wall, wherein the at least one sidewall extends from the base wall in an angularly outward direction. Yet further included is at least one elastically deformable perimeter wall of the first component, the at least one elastically deformable perimeter wall tapered inwardly from the first surface to the second surface, the at least one elastically deformable perimeter wall formed of an elastically deformable material to elastically deform at an interface between the at least one elastically deformable perimeter wall and the at least one sidewall.

Abstract: A container for food and beverages with a fully opening end panel is provided. An end closure of the container has a generally circular end panel defined by a score line. A rotational opening tool is providing for contacting the end panel and separating the end panel from the score line upon rotation of the tool.

Abstract: An elastic convex wall alignment system for aligning components includes a first component and a second component. The system also has a plurality of upstanding elastic convex walls disposed on at least one of the components, the convex walls each having a convex wall surface and a non-convex wall surface. The system further has a plurality of apertures formed in at least one of the components, each aperture having an aperture wall, the plurality of apertures geometrically distributed in coordinated relationship to a geometrical distribution of the plurality of elastic convex walls such that each elastic convex wall is receivable into a respective aperture, wherein when each elastic convex wall is received into its respective aperture an elastic deformation occurs at an interface between the convex wall and the aperture wall, and wherein the elastic deformation is elastically averaged over the plurality of elastic convex walls.

Abstract: A multiple-link tool assembly includes an elongated handle, an exchangeable extension link, and an exchangeable tool link. The exchangeable extension link has a first connecting end removably linked to the handle, and a second connecting end defining a sectioned cavity. The sectioned cavity includes an internally serrated cavity section and a non-serrated cavity section. An adjustable geometric connector having an externally serrated base is received and retained within the sectioned cavity. A spring is located within the non-serrated cavity section, and is adapted for normally urging the externally serrated base of the geometric connector into the internally serrated cavity section. The exchangeable tool link has a proximal end removably joined to the geometric connector of the extension link, and a fastener-engaging distal end adapted for engaging a threaded fastener.

Abstract: A container for food and beverages with a fully opening end panel is provided. An end closure of the container has a generally circular end panel defined by a score line. A rotational opening tool is providing for contacting the end panel and separating the end panel from the score line upon rotation of the tool.

Abstract: An elastic tube alignment system for the mating an emblem lens to an outer bezel utilizing the principle of elastic averaging. A plurality of geometrically separated elastic tube (male) alignment features are disposed on a first side of the emblem lens, while a plurality of one-to-one corresponding aperture (female) alignment features are provided in the outer bezel. During the mating, each elastic tube and its respective aperture provide elastic deformation, which, on average, precisely aligns the emblem lens with respect to the outer bezel.