Spintronic magnetic tunnel junctions for artificial synapses – Complete Phd and Masters Thesis

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Introduction:

Spintronic magnetic tunnel junctions have gained significant attention in recent years due to their potential applications in artificial synapses. These devices have the ability to mimic the synaptic connections in the human brain, offering a promising solution for neuromorphic computing. This thesis aims to explore the use of spintronic magnetic tunnel junctions for artificial synapses, investigating their properties, design considerations, and potential applications.

Table of Contents:

Chapter 1: Introduction
1.1 Introduction
1.2 Background of Study
1.3 Problem Statement
1.4 Objective of Study
1.5 Limitation of Study
1.6 Scope of Study
1.7 Significance of Study
1.8 Structure of the Thesis
1.9 Definition of Terms

Chapter 2: Literature Review
2.1 Overview of Spintronics
2.2 Magnetic Tunnel Junctions
2.3 Artificial Synapses
2.4 Neuromorphic Computing
2.5 Spin-Transfer Torque
2.6 Spin Hall Effect
2.7 Spin Orbit Coupling
2.8 Memristors
2.9 Synaptic Plasticity
2.10 Current State of Research

Chapter 3: System Design and Methodology
3.1 Selection of Materials
3.2 Design Considerations
3.3 Fabrication Techniques
3.4 Characterization Methods
3.5 Simulation Tools
3.6 Measurement Setup
3.7 Data Analysis
3.8 Validation Process

Chapter 4: System Implementation
4.1 Device Fabrication
4.2 Device Characterization
4.3 Measurement Results
4.4 Data Analysis
4.5 Performance Evaluation
4.6 Comparison with Existing Solutions
4.7 Optimization Strategies
4.8 Future Work

Chapter 5: Conclusion and Summary
5.1 Summary of Findings
5.2 Contribution to the Field
5.3 Implications for Future Research
5.4 Conclusion

Thesis Overview:

The emergence of spintronic magnetic tunnel junctions has opened up new possibilities for the development of artificial synapses. This thesis aims to investigate the potential of these devices for neuromorphic computing applications.

Chapter 1 provides an introduction to the topic, outlining the background of the study, problem statement, objectives, limitations, scope, significance, and structure of the thesis. Chapter 2 presents a comprehensive literature review on spintronics, magnetic tunnel junctions, artificial synapses, and current research in the field.

Chapter 3 focuses on the system design and methodology, covering material selection, design considerations, fabrication techniques, characterization methods, simulation tools, measurement setup, data analysis, and validation processes. Chapter 4 details the system implementation, including device fabrication, characterization, measurement results, performance evaluation, comparison with existing solutions, and optimization strategies.

Finally, Chapter 5 concludes the thesis with a summary of findings, the contribution to the field, implications for future research, and a conclusion. Overall, this thesis aims to advance the understanding of spintronic magnetic tunnel junctions for artificial synapses and contribute to the development of neuromorphic computing technologies.

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