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This paper elucidates a model for acoustic single and multi-tone classification in resource constrained edge devices. The proposed model is of State-of-the-art Fast Accurate Stable Tiny Gated Recurrent Neural Network. This model has…

Machine Learning · Computer Science 2021-12-07 Raghav Rawat , Shreyash Gupta , Shreyas Mohapatra , Sujata Priyambada Mishra , Sreesankar Rajagopal

Everything in the world is being connected, and things are becoming interactive. The future of the interactive world depends on the future Internet of Things (IoT). Software-defined networking (SDN) technology, a new paradigm in the…

Networking and Internet Architecture · Computer Science 2017-01-20 Mohammad Arif Hossain , Amirul Islam , Nam Tuan Le , Yong Tae Lee , Hyun Woo Lee , Yeong Min Jang

Effective wireless communications are increasingly important in maintaining the successful closed-loop operation of mission-critical industrial Internet-of-Things (IIoT) applications. To meet the ever-increasing demands on better wireless…

Signal Processing · Electrical Eng. & Systems 2021-11-09 Kai Wu , J. Andrew Zhang , Xiaojing Huang , Y. Jay Guo

Despite research advocating the Internet of Things (IoT) as an effective in-office monitoring system, little research has presented societal and climate centric discussions. Whereas the United Nations (UN) and other development agencies…

Human-Computer Interaction · Computer Science 2022-06-09 Syeda Nishat Tasnim , Md Taimur Ahad

The Internet of Things (IoT) is set to occupy a substantial component of future Internet. The IoT connects sensors and devices that record physical observations to applications and services of the Internet. As a successor to technologies…

Networking and Internet Architecture · Computer Science 2014-10-21 Pratikkumar Desai , Amit Sheth , Pramod Anantharam

IoT applications usually rely on cloud computing services to perform data analysis such as filtering, aggregation, classification, pattern detection, and prediction. When applied to specific domains, the IoT needs to deal with unique…

Signal Processing · Electrical Eng. & Systems 2022-05-09 Márcio Miguel Gomes , Rodrigo da Rosa Righi , Cristiano André da Costa , Dalvan Griebler

This paper presents SONIC, an embedded real-time noise suppression system implemented on the ARM Cortex-M7-based STM32H753ZI microcontroller. Using adaptive filtering (LMS), the system improves speech intelligibility in noisy environments.…

Sound · Computer Science 2025-06-17 Pranav M N , Gandham Sai Santhosh , Tejas Joshi , S Sriniketh Desikan , Eswar Gupta

This paper presents a keyword spotting (KWS) system implemented on the NXP MCXN947 microcontroller with an integrated Neural Processing Unit (NPU), enabling real-time voice interaction on resource-constrained devices. The system combines…

Human-Computer Interaction · Computer Science 2025-06-23 Petar Jakuš , Hrvoje Džapo

The majority of IoT devices like smartwatches, smart plugs, HVAC controllers, etc., are powered by hardware with a constrained specification (low memory, clock speed and processor) which is insufficient to accommodate and execute large,…

The popularity of voice-controlled smart speakers with intelligent personal assistants (IPAs) like the Amazon Echo and their increasing use as an interface for other Internet of Things (IoT) technologies in the home provides opportunities…

Human-Computer Interaction · Computer Science 2019-10-07 Mirzel Avdic , Jo Vermeulen

The Internet of Things (IoT) has the potential to transform many industries. This includes harnessing real-time intelligence to improve risk-based decision making and supporting adaptive processes from core to edge. For example, modern…

Cryptography and Security · Computer Science 2019-08-28 Francesco Schiliro

We present a machine learning based method for noise classification using a low-power and inexpensive IoT unit. We use Mel-frequency cepstral coefficients for audio feature extraction and supervised classification algorithms (that is,…

Sound · Computer Science 2018-09-05 Yasser Alsouda , Sabri Pllana , Arianit Kurti

The next-generation Industrial Internet of Things (IIoT) inherently requires smart devices featuring rich connectivity, local intelligence, and autonomous behavior. Emerging Multiprocessor System-on-Chip (MPSoC) platforms along with…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-21 Alessandro Cilardo , Marcello Cinque , Luigi De Simone , Nicola Mazzocca

Internet of Things (IoT) is very attractive because of its promises. However, it brings many challenges, mainly issues about privacy preserving and lightweight cryptography. Many schemes have been designed so far but none of them…

Cryptography and Security · Computer Science 2019-04-18 Ibou Sene , Abdoul Aziz Ciss , Oumar Niang

Split Learning (SL) recently emerged as an efficient paradigm for distributed Machine Learning (ML) suitable for the Internet Of Things (IoT)-Cloud systems. However, deploying SL on resource-constrained edge IoT platforms poses a…

Machine Learning · Computer Science 2025-02-14 Romina Soledad Molina , Vukan Ninkovic , Dejan Vukobratovic , Maria Liz Crespo , Marco Zennaro

The recent ubiquitous adoption of remote conferencing has been accompanied by omnipresent frustration with distorted or otherwise unclear voice communication. Audio enhancement can compensate for low-quality input signals from, for example,…

Audio and Speech Processing · Electrical Eng. & Systems 2023-09-06 Philipp Schilk , Niccolò Polvani , Andrea Ronco , Milos Cernak , Michele Magno

Deep learning-based machine listening is broadening the scope of industrial acoustic analysis for applications like anomaly detection and predictive maintenance, thereby improving manufacturing efficiency and reliability. Nevertheless, its…

Sound · Computer Science 2025-07-14 Changheon Han , Yun Seok Kang , Yuseop Sim , Hyung Wook Park , Martin Byung-Guk Jun

The Internet of Things (IoT) is a dynamic global information network consisting of Internet-connected objects, such as RFIDs, sensors, actuators, as well as other instruments and smart appliances that are becoming an integral component of…

Networking and Internet Architecture · Computer Science 2013-11-12 Charith Perera , Prem Jayaraman , Arkady Zaslavsky , Peter Christen , Dimitrios Georgakopoulos

In-home IoT devices play a major role in healthcare systems as smart personal assistants. They usually come with a voice-enabled feature to add an extra level of usability and convenience to elderly, disabled people, and patients. In this…

Cryptography and Security · Computer Science 2018-09-13 Mohammad Hadian , Thamer Altuwaiyan , Xiaohui Liang , Wei Li

The rapid development of deep learning (DL) and widespread applications of Internet-of-Things (IoT) have made the devices smarter than before, and enabled them to perform more intelligent tasks. However, it is challenging for any IoT device…

Signal Processing · Electrical Eng. & Systems 2020-11-26 Huiqiang Xie , Zhijin Qin
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