Abstract: A sub-vocal speech recognition (SVSR) apparatus includes a headset that is worn over an ear and electromyography (EMG) electrodes and an Inertial Measurement Unit (IMU) in contact with a user's skin in a position over the neck, under the chin and behind the ear. When a user speaks or mouths words, the EMG and IMU signals are recorded by sensors and amplified and filtered, before being divided in multi-millisecond time windows. These time windows are then transmitted to the interface computing device for Mel Frequency Cepstral Coefficients (MFCC) conversion into aggregated vector representation (AVR). The AVR is the input to the SVSR system, which utilizes a neural network, CTC function, and language model to classify the phoneme. The phonemes are then combined into words and sent back to the interface computing device, where they are played either as audible output, such as from a speaker, or non-audible output, such as text.

Abstract: A device for automatically maintaining tire pressure is adapted to pump air into a tire up to two times per wheel revolution. Embodiments of the device include a flexible compression strip adapted for attachment to an inner peripheral surface of a tire. Opposing compression faces on the compression strip apply pressure to a compression tube attached to the compression strip. Air in an air reservoir inside the compression tube is expelled from a collapsible segment of the compression tube pressed on by the compression faces and into accumulator segments extending beyond the edges of the compression strip. A ratio of the combined volumes of the collapsible and accumulator segments to the volume of the collapsible segment determines a set point pressure. Air is expelled into a tire having an inflation pressure less than the set point pressure but is not expelled into a tire having pressure greater than the set point pressure.

Abstract: A device for automatically maintaining tire pressure is adapted to pump air into a tire up to two times per wheel revolution. Embodiments of the device include a flexible compression strip adapted for attachment to an inner peripheral surface of a tire. Opposing compression faces on the compression strip apply pressure to a compression tube attached to the compression strip. Air in an air reservoir inside the compression tube is expelled from a collapsible segment of the compression tube pressed on by the compression faces and into accumulator segments extending beyond the edges of the compression strip. A ratio of the combined volumes of the collapsible and accumulator segments to the volume of the collapsible segment determines a set point pressure. Air is expelled into a tire having an inflation pressure less than the set point pressure but is not expelled into a tire having pressure greater than the set point pressure.