Abstract: A method developed for predicting brain age of a human subject as an output of a deep learning model trained on resting state EEG data, which is when the brain is not performing any strenuous mental activity. To improve accuracy, resting state may be measured with both the eyes opened and closed. By automatically extracting relevant EEG result features, a deep learning model is used to calculate the brain age based on the certain markers in the EEG recordings. The primary embodiment of the invention uses a cloud-based service to implement the deep learning algorithm, data augmentation, channel rolling, and model attention highlight algorithms to identify and highlight EEG segments that the model uses for predictive purposes.

Abstract: The invention relates to a training device, which can comprise a drive that can be configured for the locomotion of the training device and a control circuit that can comprise an interface configured for receiving a physiological parameter of a user of the training device. The control circuit can be configured to specify a speed of the drive based on the received physiological parameter.

Abstract: The invention relates to a training device, which can comprise a drive that can be configured for the locomotion of the training device and a control circuit that can comprise an interface configured for receiving a physiological parameter of a user of the training device. The control circuit can be configured to specify a speed of the drive based on the received physiological parameter.

Abstract: A threadless connector for cable pipes or electrical conduit that includes two half-couplings having tightening flanges along their lateral edges or faces. Female and male necks and beads extend along the cooperating lateral faces to form longitudinal seals when the half-couplings are clamped together. Internal radial grooves located near the outer parts of both ends of the half-couplings cooperate with split compression rings the outer surface of which compresses against the conic grooves and the inner edges bite into the connected pipe sections to form radial seals therewith. The half-couplings can be either two separate congruent parts or joined along one edge as desired.