@inproceedings{093d84930ec3499c978bd98a87d4bbdd,
title = "Neuromorphic Computing in Speech Recognition Using Nano-devices",
abstract = "Neuromorphic computing has become very essential with increase in human demands for advanced computation systems. The paper intends to take cues from the functioning of neurons as memristors to replace the conventional Von Neumann architecture with data-driven cognitive computing. The main objective is to add the dynamics of magnetization in spin electronics such as spikes. Moreover, the paper aims to integrate and connect the recognition system with nano-scale oscillators to make bio-inspired artificial synapse devices that can recognize speech. This will mean making nano-neurons using nano-devices. A nano-scale oscillator or spintronic is a device that plays a crucial role in the audio recognition process improving it by 70–80%. Furthermore, it reduces error factor and is on a par with complex electronic or optical systems that are used to replicate the cochlear model. This can be observed by control trials where input audio signals, after filtering to frequency channels like the cochlear model or spectrogram, are made to pass through pre-processed input without a spintronic oscillator. The output is directly reconstructed by the computer. The study demonstrates that nano-magnetism and spintronics can be used to perform complex cognitive tasks with key applications in various fields through its speech recognizing capabilities. By using the neuromorphic chips which recognize speech and consume less power, robots will be able to work efficiently and respond to the spoken commands. It will also make smartphones better to understand and anticipate one{\textquoteright}s intentions needs.",
keywords = "Memristors, Neuromorphic computing, Speech recognition, Spintronics",
author = "Vishva Bhatt and Hetvi Shah and Kathan Shah and Jigarkumar Shah and Manan Shah",
note = "Publisher Copyright: {\textcopyright} 2021, Springer Nature Singapore Pte Ltd.; 43rd National Systems Conference on Innovative and Emerging Trends in Engineering Systems, NSC 2019 ; Conference date: 06-12-2019 Through 08-12-2019",
year = "2021",
doi = "10.1007/978-981-15-8025-3_6",
language = "English",
isbn = "9789811580246",
series = "Lecture Notes in Mechanical Engineering",
publisher = "Springer Science and Business Media Deutschland GmbH",
pages = "45--53",
editor = "Saran, {V. H.} and Misra, {Rakesh Kumar}",
booktitle = "Advances in Systems Engineering - Select Proceedings of NSC 2019",
address = "Germany",
}