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Fundamentals of Organic Neuromorphic Systems

Autor Victor Erokhin
en Limba Engleză Paperback – 28 aug 2022
This book describes the essential requirements for the realization of neuromorphic systems, where memristive devices play a key role. A comprehensive description to organic memristive devices, including working principles and models of the function, preparation methods, properties and different applications is presented. A comparative analysis of organic and inorganic systems is given. The author discusses all aspects of current research in organic memristive devices: fabrication techniques, properties, synapse mimicking circuits, and neuromorphic systems (including perceptrons), etc.
  • Describes requirements of electronic circuits and systems to be considered as neuromorphic systems;
  • Provides a single-source reference to the state-of-the-art in memristive devices as key elements of neuromorphic systems;
  • Provides a comparative analysis of advantages and drawbacks between organic and inorganic devices and systems;
  • Includes a systematic overviewof organic memristive devices, including fabrication methods, properties, synapse mimicking circuits, and neuromorphic systems;
  • Discusses a variety of unconventional applications, based on bio-inspired circuits and neuromorphic systems.
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Specificații

ISBN-13: 9783030794941
ISBN-10: 3030794946
Pagini: 259
Ilustrații: XIX, 259 p. 179 illus., 98 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.4 kg
Ediția:1st ed. 2022
Editura: Springer International Publishing
Colecția Springer
Locul publicării:Cham, Switzerland

Cuprins

Chapter 1 Memristive devices and circuits.- Chapter 2: Organic memristive device.- Chapter 3: Oscillators based on organic memristive devices.- Chapter 4: Models.- Chapter 5: Logic elements and neuron networks.- Chapter 6: Neuromorphic systems.- Chapter 7: 3D systems with stochastic architecture.


Notă biografică

Victor Erokhin received his MS degree in physics and engineering in 1983 in Moscow Institute of Physics and Technology; PhD in Physical and Mathematical Sciences in 1990 in the Institute of Crystallography, Russian Academy of Sciences. After MS degree (1983-1987) he worked as an engineer in the applied research institute “Delta” (Moscow, Russia). In the period 1990-1992 (after PhD thesis) he was a researcher in the Institute of Crystallography, Russian Academy of Sciences. In 1992 he was invited to work in Genoa University (Italy) and during the period 1992-2003 he worked in different industry-oriented companies, nucleated around Genoa University (initially, senior scientist, later head of research units). After the Genoa period, during 2003-2011 he was leading scientist in INFM (National Institute of Physics of Matter) and visiting professor of Parma University (Italy). Since 2011 he works in the Institute of Materials for Electronics and Magnetism, Italian National Research Council (Parma, Italy). His current position is Director of Research and Head of the Research unit “Smart and Neuromorphic Biointerfacing Systems” in the same institute. Victor Erokhin is an author of more than 200 research papers in international referred scientific journals, 19 book chapters and 13 patents. He is an editor-in-chief of BioNanoScience (Springer Nature); member of editorial board: International Journal of Parallel, Emergent and Distributed Systems; Electronics. Victor Erokhin was principal investigator in numerous national and international research projects, chairman and co-chairman of International Symposia, and member of numerous national and international committees, including evaluation panels of ESRF (European Synchrotron Radiation Facilities, Grenoble, France) and Nano-Tera Projects (Switzerland).

Textul de pe ultima copertă

This book describes the essential requirements for the realization of neuromorphic systems, where memristive devices play a key role. A comprehensive description to organic memristive devices, including working principles and models of the function, preparation methods, properties and different applications is presented. A comparative analysis of organic and inorganic systems is given. The author discusses all aspects of current research in organic memristive devices: fabrication techniques, properties, synapse mimicking circuits, and neuromorphic systems (including perceptrons), etc.
  • Describes requirements of electronic circuits and systems to be considered as neuromorphic systems;
  • Provides a single-source reference to the state-of-the-art in memristive devices as key elements of neuromorphic systems;
  • Provides a comparative analysis of advantages and drawbacks between organic and inorganic devices and systems;
  • Includes a systematic overview of organic memristive devices, including fabrication methods, properties, synapse mimicking circuits, and neuromorphic systems;
  • Discusses a variety of unconventional applications, based on bio-inspired circuits and neuromorphic systems.

Caracteristici

Describes requirements of electronic circuits and systems to be considered as neuromorphic systems; Provides a single-source reference to the state-of-the-art in memristive devices as key elements of neuromorphic systems; Provides a comparative analysis of advantages and drawbacks between organic and inorganic devices and systems; Includes a systematic overview of organic memristive devices, including fabrication methods, properties, synapse mimicking circuits, and neuromorphic systems; Discusses a variety of unconventional applications, based on bio-inspired circuits and neuromorphic systems.