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Energy-Efficient Devices and Circuits for Neuromorphic Computing

Editat de Farooq Ahmad Khanday
en Limba Engleză Paperback – 6 oct 2025
In today's world, where the demand for advanced computing systems has skyrocketed, energy efficiency has become a top priority. The development of energy-efficient neuromorphic computing systems has gained significant attention due to their ability to mimic the human brain's low-power, high-performance computing capabilities. The field of neuromorphic computing is at the forefront of research and development in emerging technologies such as artificial intelligence, robotics, and cognitive computing. Energy-Efficient Devices and Circuits for Neuromorphic Computing is an important contribution to the field of neuromorphic computing. The book covers a wide range of topics, from the fundamentals of neuron dynamics to the latest developments in energy-efficient CMOS devices and circuits, emerging post-CMOS devices, and non-volatile memory crossbar arrays for energy-efficient neuromorphic computing. It discusses the theoretical analysis of the learning process in spiking neural networks, two-terminal neuromorphic devices, material-engineered neuromorphic devices, and novel biomimetic Si devices for energy-efficient neuromorphic computing architecture. Overall, it will be an essential resource for researchers, engineers, and students working in the fields of neuromorphic computing and energy-efficient electronics.

  • Comprehensive coverage of neuromorphic computing based upon energy-efficient electronic devices and circuits, providing a deep understanding of the principles and applications of these fields.
  • Practical guidance and numerous examples, making it an excellent resource for researchers, engineers, and students designing energy-efficient neuromorphic computing systems.
  • Detailed coverage of emerging post-CMOS devices such as memristors and MTJs and their potential applications in energy-efficient synapses and neurons, providing readers with a cutting-edge perspective on the latest developments in the field
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Specificații

ISBN-13: 9780443299810
ISBN-10: 0443299811
Pagini: 540
Dimensiuni: 191 x 235 mm
Editura: ELSEVIER SCIENCE

Cuprins

1. Biological neural systems NEW
2. Fundamentals of neuron dynamics and Neural Networks NEW
3. Foundations, recent developments and applications of spiking neural networks (SNNs)
4. Training and learning processes of SNNs
5. Introduction to Neuromorphic Computing
6. The Need for Energy Efficiency in Neuromorphic Computing v Review of Neuromorphic devices and Circuits
7. Energy-efficient devices for Neuromorphic computing
8. Novel biomimetic devices for energy efficient synapses and neurons OLD
9. Analog and Digital CMOS circuits for Energy Efficient Neuromorphic Computing
10. Energy-efficient Neuromorphic computing systems with emerging post-CMOS devices
11. Energy Efficient Neuromorphic Computing Architectures and Processing
12. Nonvolatile memory crossbar arrays for energy efficient neuromorphic computing
13. Energy Efficient Neuromorphic Vision Systems
14. Neuromorphic sensors and in-sensor computing
15. Practical Applications of Energy-Efficient Neuromorphic Computing
16. Current and future challenges of Neuromorphic Computing