Abstract: Historical in-process machining information can be used to make machining process parameter recommendations. The disclosed systems and methods enable continuous learning for machining parameter selection using aggregated in-process machining information. The systems and methods save in-process machining data in a database using a standardized format, use data augmentation outlier detection, aggregation, and clustering algorithms to make machining process parameter recommendations and expected cut time predictions based on user inputs. The system can include a front-end dashboard to facilitate visualization and interpret results.

Abstract: An assembly for providing an indicator includes a light source, a stationary member, a first optical fiber coupled to the light source and to the stationary member, a movable panel, and a first latch assembly coupling the stationary member and the movable panel. The latch assembly has an unlatched position and a latched position. The assembly further includes a second optical fiber coupled to the movable panel, an indicator coupled to the movable panel, and a second optical fiber whereby in the last position, light from the first optical fiber is coupled to the second optical fiber differently than in the latched position.

Abstract: An aircraft stowage bin assembly includes shear fittings configured to route a content load from the bucket of the bin assembly to the airframe in the event of a forward load condition, such as a crash or severe turbulence. When the forward inertial load factor on the stowage bin is greater than about 1 g, the shear fittings create an efficient load path from the bucket to the airframe which bypasses the large metallic or composite endframes required by the designs of many conventional overhead stowage bins. As a result, significant reductions in overall bulk and weight, as well as lower manufacturing costs, can be realized.