Memristive Neural Networks for Predicting Seizure Activity.

Journal: Sovremennye tekhnologii v meditsine
PMID:

Abstract

UNLABELLED: is to assess the possibilities of predicting epileptiform activity using the neuronal activity data recorded from the hippocampus and medial entorhinal cortex of mice with chronic epileptiform activity. To reach this goal, a deep artificial neural network (ANN) has been developed and its implementation based on memristive devices has been demonstrated.

Authors

  • S A Gerasimova
    Researcher, Research Laboratory of Perspective Methods of Multidimensional Data Analysis, Institute of Information Technologies, Mathematics, and Mechanics; National Research Lobachevsky State University of Nizhny Novgorod, 23 Prospekt Gagarina, Nizhny Novgorod, 603022, Russia.
  • A V Lebedeva
    Associate Professor, Department of Neurotechnologies, Institute of Biology and Biomedicine; National Research Lobachevsky State University of Nizhny Novgorod, 23 Prospekt Gagarina, Nizhny Novgorod, 603022, Russia.
  • N V Gromov
    Laboratory Research Assistant, Research Laboratory of Perspective Methods of Multidimensional Data Analysis, Institute of Information Technologies, Mathematics, and Mechanics; National Research Lobachevsky State University of Nizhny Novgorod, 23 Prospekt Gagarina, Nizhny Novgorod, 603022, Russia.
  • A E Malkov
    Senior Researcher, Laboratory of Systemic Organization of Neurons; Institute of Theoretical and Experimental Biophysics of Russian Academy of Sciences, 3 Institutskaya St., Puschino, Moscow Region, 142290, Russia.
  • А А Fedulina
    Junior Researcher, Laboratory of Brain Development Genetics, Research Institute of Neurosciences; National Research Lobachevsky State University of Nizhny Novgorod, 23 Prospekt Gagarina, Nizhny Novgorod, 603022, Russia.
  • T A Levanova
    Associate Professor, Department of System Dynamics and Control Theory, Institute of Information Technologies, Mathematics, and Mechanics; National Research Lobachevsky State University of Nizhny Novgorod, 23 Prospekt Gagarina, Nizhny Novgorod, 603022, Russia.
  • A N Pisarchik
    Head of the Laboratory of Computational Biology, Center for Biomedical Technology; Universidad Politécnica de Madrid, Madrid, 28223, Spain.