Natural Computing Series
cover

Reservoir Computing

Theory, Physical Implementations, and Applications

Herausgeber: Nakajima, Kohei, Fischer, Ingo (Eds.)

  • The first comprehensive book on the exciting field of reservoir computing
  • Provides both an introduction to and cutting-edge research in a wide range of domains
  • Features contributions by leading international researchers in the field
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  • ISBN 978-981-13-1687-6
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Über dieses Buch

The exciting field of reservoir computing, which originated from a pioneering study on echo state networks and liquid state machines in the early 2000s, has emerged as a highly promising and efficient training scheme for recurrent neural networks. Reservoir computing has developed considerably in recent years, in response to demands for increasingly complex real-time signal processing methods based on new technologies for sensing, communication, and the Internet-of-Things. As such, it is becoming increasingly appealing to a broad range of research fields, not only in the neural network/machine-learning community but also in mathematics, physics (e.g., nonlinear physics, quantum physics, and optics), chemistry, nanotechnology, spintronics, and soft robotics.

Reflecting this growing interest, the book covers cutting-edge research in domains ranging from computational neuroscience to quantum systems, lasers, and optics and being pursued around the globe. Reviewing the current state of the art and providing a concise guide to the field, it introduces readers to its basic concepts, theory, techniques, and physical implementation. As such, it offers a valuable resource for practitioners and researchers alike, as well as those readers with a more general interest in the cutting edge of what is one of the most promising and innovative areas in computing today.


Über die Autor*innen

Kohei Nakajima is a project associate professor at the Graduate School of Information Science and Technology in the University of Tokyo.

Ingo Fisher is a professor at the Institute for Cross-Disciplinary Physics and Complex Systems IFISC (UIB-CSIC), Palma de Mallorca, Spain.

Dieses Buch kaufen

eBook  
  • ISBN 978-981-13-1687-6
  • Versehen mit digitalem Wasserzeichen, DRM-frei
  • Erhältliche Formate:
  • eBooks sind auf allen Endgeräten nutzbar
Hardcover ca. 128,39 €
Preis für Deutschland (Brutto)

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Bibliografische Information

Bibliographic Information
Buchtitel
Reservoir Computing
Buchuntertitel
Theory, Physical Implementations, and Applications
Herausgeber
  • Kohei Nakajima
  • Ingo Fischer
Titel der Buchreihe
Natural Computing Series
Copyright
2021
Verlag
Springer Singapore
Copyright Inhaber
Springer Nature Singapore Pte Ltd.
eBook ISBN
978-981-13-1687-6
Hardcover ISBN
978-981-13-1686-9
Buchreihen ISSN
1619-7127
Auflage
1
Themen