Abstract: In an approach to outlier channel identification and correction on a bin-by-bin basis for real time artifact correction, a system includes a computing device. The computing device is configured to: receive data; select a next bin of the data; for each bin of the data: identify one or more outlier channels; determine an artifact weighting of the one or more outlier channels; subtract the artifact weighting from one or more remaining features of the data; and replace the one or more outlier channels with interpolated data.

Abstract: A device is provided for overcoming freezing of gait. Suitably, the device includes a sleeve sized and shaped to be worn on a leg of a human subject, an array of electrodes carried by the sleeve and positioned to make surface contact with a skin of the leg when the sleeve is worn on by the human subject, and a controller in communication with the array of electrodes. The controller is operative to receive muscle activity data from the array of electrodes indicative of muscle activity in the leg, identify an onset of a freezing of gait episode based on the received muscle activity data, and trigger energization of one or more targeted electrodes in response to identification of the onset of the freezing of gait episode to mitigate against the freezing of gait episode.

Abstract: A device is provided for overcoming freezing of gait. Suitably, the device includes a sleeve sized and shaped to be worn on a leg of a human subject, an array of electrodes carried by the sleeve and positioned to make surface contact with a skin of the leg when the sleeve is worn on by the human subject, and a controller in communication with the array of electrodes. The controller is operative to receive muscle activity data from the array of electrodes indicative of muscle activity in the leg, identify an onset of a freezing of gait episode based on the received muscle activity data, and trigger energization of one or more targeted electrodes in response to identification of the onset of the freezing of gait episode to mitigate against the freezing of gait episode.