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Titlebook: Spintronics-Based Neuromorphic Computing; Debanjan Bhowmik Book 2024 The Editor(s) (if applicable) and The Author(s), under exclusive lice

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Introduction to Nanomagnetism and Spintronicsic Random Access Memory (SOTMRAM), Spin-Orbit-Torque-Driven Domain-Wall device, and Spin Hall Nano-Oscillator (SHNO). In this chapter, we first discuss the commonalities of these devices in terms of their material structure and operating physics. Next, we discuss phenomenological modelling technique
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Introduction to Artificial Neural Networks (ANN) and Spiking Neural Networks (SNN)ng this kind of algorithms (and its variations) while consuming low energy, it’s important to know these ML/NN basics. Based on whether information is encoded in NN as floating point numbers or spikes, NNs can be divided into two types: artificial neural networks (ANN) and spiking neural networks (S
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The Ferromagnetic Domain-Wall Synapse Devicewall device. We first describe the working principle of the device and then show micromagnetics-based simulations of the same. Next, we discuss recent experimental demonstrations of the device and how the experimentally observed synaptic characteristic deviates from the micromagnetic-simulation-base
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Design of Spiking Neural Networks (SNN) with Domain-Wall Devicesng neural networks (SNN), introduced in a previous chapter. We first show how a capacitor-charging-discharging-based analog circuit can be coupled to the same domain-wall device discussed in earlier chapters to make it implement spike-time-dependent plasticity (STDP), as opposed to just long-term po
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Spintronic Oscillators, Their Synchronization Properties, and Applications in Oscillatory Neural Netc moments in it can be modelled using the macro-spin model (Landau–Lifschitz–Gilbert–Slonczweski (LLGS) equations) and micromagnetic model discussed earlier in the book. Next, we discuss how multiple SHNOs can be synchronized using dipole field, spin waves, electrical coupling, etc., and review some
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Introduction to Nanomagnetism and Spintronicss that can capture this physics to a large degree: single-domain model, micromagnetic model, and spin-orbit-torque-driven magnetization dynamics based on Landau–Lifschitz–Gilbert–Slonczewski equations.
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