The invention discloses a DTWICA-based thought typewriting character
signal template construction method, and relates to construction of a thought typewriting character
signal template, which comprises the following steps of: firstly, constructing preprocessing, DTWICA and template construction on equipment, and visualizing and classifying aligned data; the electroencephalogram signals are sent into a DTWICA model, the model constructs a
distortion function for the EEG signals of each trial through FastDTW, and
signal decomposition is carried out based on
FastICA to obtain time factors and
neuron factors; carrying out mapping deformation on the decomposed
time factor through a
distortion function, and combining the
time factor with a
neuron factor to form a new EEG signal; then, a
sliding time window is used for carrying out self-adaptive
processing on the new EEG signal, and a deformed EEG signal is obtained; finally, averaging the deformed EEG signals of different test times to obtain each type of character signal template; according to the method, the performance of the template is verified in the imaginary
sentence data set, and
technical support is provided for real-time imaginary
handwriting typing.