The software model of the Mirakyan’s “Perceptron” I Afanasyev, S Artemenkov |
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Information Technologies faculty, MGPPU/MSUPE, Russian Federation
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| The work is focused on the computer model of the coding device (homothetic to “Perceptron” in the sense of implementation of theoretical principles), which had been developed by Russian psychologist Prof. A.I. Mirakyan on the basis of Transcendental Psychology approach [Artemenkov and Harris, 2005, Journal of Integrative Neuroscience, 4 (4), 523–536] about 25 years ago. The model represents a unified generative process of form code creation of images shown on the receptive field layer and implements dynamic formation of symmetric bi-united relations and their memorization within discrete logical spatial-temporal system. The output layers include a reduced number of active elements and provides for spontaneous selection of separate objects, separation of the objects in the frame without preliminary description of objects' features and certain stability of identification in the presence of changing surroundings. Produced program was developed using NI LabView 2010 and simulates the behavior of Mirakyan’s Perceptron when images with different size and form are applied to the receptive field. The results received for receptive field 64x64 elements are consistent with theoretical predictions. The model is possible to use for classification and evaluation of the symmetry properties of various geometric objects in robotic or other artificial visual systems. |
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