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The Grassberger-Procaccia method is revisited in this paper with a modified approach to compute the correlation integral through a Euclidean distance measure normalized by the embedding dimension. The performance of the suggested modification is assessed using three different types of signals, including Lorenz attractor, mechanical vibrations of helicopter flight, and biological data of animal sleep...