Home Automation by Speech Detection System using Deep Learning

Priya, S. Shanmuga; P, Rachana; Manoj, B M; Aramoti, Shradda; Fathima, Shifa

doi:10.1109/icstsn53084.2022.9761303

Cited by 13 publications

(2 citation statements)

References 20 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…Wired or wireless links connect devices to hardware languages termed home automation protocols or home control technologies [5]. Multiple communication protocols exist for home automation.…”

Section: Introductionmentioning

confidence: 99%

Towards Comprehensive Home Automation: Leveraging the IoT, Node-RED, and Wireless Sensor Networks for Enhanced Control and Connectivity

Thomas,

MV,

et al. 2024

RAiSE-2023

View full text Add to dashboard Cite

show abstract

Section: Introductionmentioning

confidence: 99%

Towards Comprehensive Home Automation: Leveraging the IoT, Node-RED, and Wireless Sensor Networks for Enhanced Control and Connectivity

Thomas,

MV,

et al. 2024

RAiSE-2023

View full text Add to dashboard Cite

show abstract

“…Benefit from the multi-channel parallel processing feature, the organisms could process and perceive complex audio signals with high efficiency ( Luo, 2021 ). Inspired by the biological cochlea, artificial cochleas have been widely used in mobile devices ( Geronazzo et al, 2020 ; Zheng et al, 2021 ), smart homes ( Mondal and Barman, 2022 ; Priya et al, 2022 ), biomedical healthcare system ( Islam et al, 2022 ; Wang et al, 2022 ), and other voice interaction interfaces to perform assigned tasks ( Eichenauer et al, 2021 ; Ghosh et al, 2022 ). However, the artificial cochlear system based on complementary metal-oxide-semiconductor (CMOS) technology, with the advent of the post-Moore era, presents challenges on system complexity, energy consumption, scalability and configurability ( Xu et al, 2018 ; Wang et al, 2021 ; Ding et al, 2022 ).…”

Section: Introductionmentioning

confidence: 99%

A bioinspired configurable cochlea based on memristors

et al. 2022

View full text Add to dashboard Cite

Cochleas are the basis for biology to process and recognize speech information, emulating which with electronic devices helps us construct high-efficient intelligent voice systems. Memristor provides novel physics for performing neuromorphic engineering beyond complementary metal-oxide-semiconductor technology. This work presents an artificial cochlea based on the shallen-key filter model configured with memristors, in which one filter emulates one channel. We first fabricate a memristor with the TiN/HfOx/TaOx/TiN structure to implement such a cochlea and demonstrate the non-volatile multilevel states through electrical operations. Then, we build the shallen-key filter circuit and experimentally demonstrate the frequency-selection function of cochlea’s five channels, whose central frequency is determined by the memristor’s resistance. To further demonstrate the feasibility of the cochlea for system applications, we use it to extract the speech signal features and then combine it with a convolutional neural network to recognize the Free Spoken Digit Dataset. The recognition accuracy reaches 92% with 64 channels, compatible with the traditional 64 Fourier transform transformation points of mel-frequency cepstral coefficients method with 95% recognition accuracy. This work provides a novel strategy for building cochleas, which has a great potential to conduct configurable, high-parallel, and high-efficient auditory systems for neuromorphic robots.

show abstract

Deep Learning Implemented Communication System for the Auditory and Verbally Challenged

Sundaram,

Shaynam

et al. 2023

2023 3rd International Conference on Intelligent Technologies (CONIT)

View full text Add to dashboard Cite

Home Automation by Speech Detection System using Deep Learning

Cited by 13 publications

References 20 publications

Towards Comprehensive Home Automation: Leveraging the IoT, Node-RED, and Wireless Sensor Networks for Enhanced Control and Connectivity

Towards Comprehensive Home Automation: Leveraging the IoT, Node-RED, and Wireless Sensor Networks for Enhanced Control and Connectivity

A bioinspired configurable cochlea based on memristors

Deep Learning Implemented Communication System for the Auditory and Verbally Challenged

Contact Info

Product

Resources

About