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Fundamentals of Spiking Neural P Systems

  • Gexiang Zhang,
  • Sergey Verlan,
  • Tingfang Wu,
  • Francis George C. Cabarle,
  • Jie Xue,
  • David Orellana-Martín,
  • Jianping Dong,
  • Luis Valencia-Cabrera,
  • Mario J. Pérez-Jiménez

摘要

This chapter opens the first part Theoretical aspects of spiking neural P systems of this book. This chapter introduces the model of spiking neural P systems. It describes the motivation for the introduction of the SNP systems model as well as its relation to the area of P systems. The basic definition of the SNP systems model is given as well as several examples explaining its functioning. The most common variants of SNP systems (extended rules, tree/tissue structure, etc.) are presented. The formal framework for SNP systems is introduced and a formal definition of the SNP systems model is provided. The chapter also investigates the links between SNP systems and variants of P systems, Petri nets, spiking neural networks, and deep learning neural networks.