Using the Processing environment for Java, a program was created that converts the live EEG data into spectrogram-like images. These images represent a three second sliding window of each bandwidth amplitude at each electrode. This method both visually represents the data, and converts it to a format that a convolutional neural network can understand. See image attached.
