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The paper describes application of CNN with memristive units to simple movement recognition. Each cell of CNN comprised input and output template connected to voltage controlled memristor. The experimental results were obtained by using simulation software. The proposed model proved to be capable of recognizing simple pixel trajectories over a two-dimensional grid.
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