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Spintronics-Based Neuromorphic Computing [electronic resource] / by Debanjan Bhowmik.

By: Bhowmik, Debanjan [author.].
Contributor(s): SpringerLink (Online service).
Material type: materialTypeLabelBookSeries: Springer Tracts in Electrical and Electronics Engineering: Publisher: Singapore : Springer Nature Singapore : Imprint: Springer, 2024Edition: 1st ed. 2024.Description: XV, 126 p. 64 illus., 56 illus. in color. online resource.Content type: text Media type: computer Carrier type: online resourceISBN: 9789819744459.Subject(s): Artificial intelligence | Control engineering | Robotics | Automation | Spintronics | Neural networks (Computer science)  | Artificial Intelligence | Control, Robotics, Automation | Spintronics | Mathematical Models of Cognitive Processes and Neural NetworksAdditional physical formats: Printed edition:: No title; Printed edition:: No title; Printed edition:: No titleDDC classification: 006.3 Online resources: Click here to access online
Contents:
Why Spintronics-Based Neuromorphic Computing? -- Introduction to Nanomagnetism and Spintronics -- Introduction to Computing -- Introduction to Neural Networks -- Ferromagnetic Domain-Wall Devices as Synapses and Neurons -- Design of Non-Spiking Neural Networks with Domain-Wall Devices -- Design of Spiking Neural Networks with Domain-Wall Devices -- Spintronic Oscillators and Their Synchronization Properties -- Neuromorphic Computing using Spintronic Oscillators -- Neural Networks and Probabilistic Computing Through Stochastic Magnetic Switching.
In: Springer Nature eBookSummary: The book discusses almost all aspects of spintronics-based neuromorphic computing, starting from a very basic level, and will be of interest to both spintronics and neuromorphic computing communities. The chapters also cover most simulation and experimental studies reported recently by various researchers across the world on this topic. The book includes an introductory chapter on nanomagnetism and spin physics and another one on neural network algorithms (covering both the machine-learning and neuroscience aspects of these algorithms). These introductory chapters will help the readers build their background and truly appreciate the recent research results on spintronics-based neuromorphic computing, presented in the later chapters of the book. Various numerical simulation exercises are also provided in the book.
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Why Spintronics-Based Neuromorphic Computing? -- Introduction to Nanomagnetism and Spintronics -- Introduction to Computing -- Introduction to Neural Networks -- Ferromagnetic Domain-Wall Devices as Synapses and Neurons -- Design of Non-Spiking Neural Networks with Domain-Wall Devices -- Design of Spiking Neural Networks with Domain-Wall Devices -- Spintronic Oscillators and Their Synchronization Properties -- Neuromorphic Computing using Spintronic Oscillators -- Neural Networks and Probabilistic Computing Through Stochastic Magnetic Switching.

The book discusses almost all aspects of spintronics-based neuromorphic computing, starting from a very basic level, and will be of interest to both spintronics and neuromorphic computing communities. The chapters also cover most simulation and experimental studies reported recently by various researchers across the world on this topic. The book includes an introductory chapter on nanomagnetism and spin physics and another one on neural network algorithms (covering both the machine-learning and neuroscience aspects of these algorithms). These introductory chapters will help the readers build their background and truly appreciate the recent research results on spintronics-based neuromorphic computing, presented in the later chapters of the book. Various numerical simulation exercises are also provided in the book.

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