Abstract: A system includes an input device in operable communication with a processor. The input device generates a plurality of signals representing an intended control of a prosthesis. The processor executes a predetermined pattern recognition (PR) control method that applies the plurality of input signals to at least one machine learning model trained using a training data set augmented with synthetic noise. The at least one machine learning model is configured to align the plurality of input signals to a low-dimensional manifold defining features and classify the features to identify a command for moving the prosthesis. The predetermined PR control method leverages the deep learning of the at least one machine learning model and the augmented training data to improve noise tolerance.

Abstract: A stent for placement in a blood vessel with a wall having an aneurysm including an endovascular graft having a first end, a second end, and a tubular body that is expandable and extends from the first end to the second end. The stent also includes a coagulation apparatus attached to the tubular body between the first and second ends. The coagulation apparatus has a frame and a coagulant attached to the frame. When the stent is deployed within the blood vessel, the tubular body extends across the aneurysm and expands at the first and second ends to seal against the wall of the blood vessel such that blood is channeled across the aneurysm through the tubular body such that a pocket of blood is defined external to the tubular body. The frame expands into the pocket to orient the coagulant therein and promote coagulation of blood within the pocket.

Abstract: A stent for placement in a blood vessel with a wall having an aneurysm including an endovascular graft having a first end, a second end, and a tubular body that is expandable and extends from the first end to the second end. The stent also includes a coagulation apparatus attached to the tubular body between the first and second ends. The coagulation apparatus has a frame and a coagulant attached to the frame. When the stent is deployed within the blood vessel, the tubular body extends across the aneurysm and expands at the first and second ends to seal against the wall of the blood vessel such that blood is channeled across the aneurysm through the tubular body such that a pocket of blood is defined external to the tubular body. The frame expands into the pocket to orient the coagulant therein and promote coagulation of blood within the pocket.