The IRMA Community
Newsletters
Research IRM
Click a keyword to search titles using our InfoSci-OnDemand powered search:
|
Low-Power High-Speed Neuromorphic Integrated Circuits
|
|
Author(s): Ramesh Kumar (National Institute of Technology, Patna, India)and Bal Chand Nagar (National Institute of Technology, Patna, India)
Copyright: 2025
Pages: 28
Source title:
Exploring the Intricacies of Digital and Analog VLSI
Source Author(s)/Editor(s): Koushik Guha (National Institute of Technology, Silchar, India), Jyoti Kandpal (Graphic Era Hill University, Dehradun, India)and Swagata Devi (Faculty of Engineering, Assam Down Town University, India)
DOI: 10.4018/979-8-3693-8084-0.ch008
Purchase
|
Abstract
The term neuromorphic is the biological activity of neurons. Neuromorphic integrated circuits (ICs) mimic the biological characteristics of the nervous system. The neural networks inspire neuromorphic IC creation in the brain to construct hardware suitable for the current need for high-speed data processing. Memristor is a fourth fundamental element proposed by Leon O. Chua in 1971 and physically fabricated by HP lab in 2008. It is the most suitable candidate for neuromorphic computing. Memristor uses considerable promise in synaptic circuits in neuromorphic systems by providing energy-efficient memory and processing capabilities. Understanding the electrical properties of neuronal membranes allows neurons to retain their resting potential and generate spikes. A neuron circuit provides the underlying mechanisms of the action potentials, including signal production and membrane potential function. This chapter describes the fundamental implementation of neuron models and their applications in spiking neural networks (SNNs). It also highlights challenges in designing neuromorphic ICs.
Related Content
|
R. N. Ravikumar, S. Aarthi, Yulduz Urazbaeva, Zamira Atamuratova, Sadullayeva Moxinur, Jakhongir Shaturaev.
© 2026.
32 pages.
|
|
Arjun Bali, Siddharth Kashiramka, Anshuman Guha, Prashant Gupta.
© 2026.
30 pages.
|
|
Vishal Jain, Archan Mitra, Sanchita Paul.
© 2026.
32 pages.
|
|
Krithikaa Venket.
© 2026.
26 pages.
|
|
Nuraisa Novia Hidayati, Agung Santosa, Elvira Nurfadhilah, Andi Djalal Latief, Kokoy Siti Komariah, Asril Jarin, Siska Pebiana, Yuyun Wabula, Radhiyatul Fajri, Tri Sampurno.
© 2026.
50 pages.
|
|
Piyush Amol Bhosale, Shravani Kulkarni, Amna Kausar, Aditya Shrivastav, Susanta Das.
© 2026.
26 pages.
|
|
Vishal Jain, Archan Mitra.
© 2026.
22 pages.
|
|
|