Abstract: A system to aid in design for manufacturing an object includes a processor and a memory configured to store instructions. The processor is configured to receive first data representing a design of the object to be manufactured and second data representing a machine-learning model. The processor is configured to execute the instructions to generate third data using the first data and the second data. The third data indicates at least one of a modification to the design of the object or process conditions for production of the object. The processor is configured to send the design of the object, the process conditions, or both, to a manufacturing tool to enable production of the object. The machine-learning model is representative of production data and based at least partially on one or more of: object features, process parameters, environmental factors, and quality data.

Abstract: A system to aid in design for manufacturing an object includes a processor and a memory configured to store instructions. The processor is configured to receive first data representing a design of the object to be manufactured and second data representing a machine-learning model. The processor is configured to execute the instructions to generate third data using the first data and the second data. The third data indicates at least one of a modification to the design of the object or process conditions for production of the object. The processor is configured to send the design of the object, the process conditions, or both, to a manufacturing tool to enable production of the object. The machine-learning model is representative of production data and based at least partially on one or more of: object features, process parameters, environmental factors, and quality data.

Abstract: A device for frequency-selective silencing of medical device alarms. The device removes the alarm sounds present in the environment while transmitting other sounds to the patient without distortion. This allows patients to hear everything occurring around them and to communicate effectively without experiencing the negative consequences of audible alarms. The device includes a housing, a microphone, a controller, a filter, and an output circuit. The controller receives the environmental sound including a plurality of frequencies, determines whether a frequency associated with the audible medical alarm is one of the plurality of frequencies in the environmental sound, applies the filter for filtering the frequency associated with the audible medical alarm to the environmental sound, and outputs a filtered version of the environmental sound to a user.

Abstract: The present invention provides for a tufted foam insole for use in slippers or other footwear. The present invention also provides for tufted footwear. A plurality of tufts in a foam pad provide for a firm but yet cushy feel to a user's foot.