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Future Internet, Volume 14, Issue 12

December 2022 - 39 articles

Cover Story: Low-power embedded devices and modern machine learning (ML) algorithms have established a new Internet of Things (IoT) era where lightweight ML frameworks such as TinyML have offered a new potential for ML algorithms operating in edge devices. TinyML seeks to minimize latency, bandwidth, and overall node costs in the cloud. The ability to allow IoT devices to run without constant cloud access while offering accurate ML models provides a cost-effective option for IoT applications as TinyML aims to integrate on-premises analytics to IoT services. This article defines TinyML, describes its features and usage, and gives relevant background information. Additionally, TensorFlow Lite is presented along with ML model development. Lastly, TinyML is integrated with network technologies such as 5G and LPWAN. View this paper
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Articles (39)

  • Article
  • Open Access
2 Citations
2,405 Views
15 Pages

19 December 2022

Head detection is a fundamental task, and it plays an important role in many head-related problems. The difficulty in creating the local and global context in the face of significant lighting, orientation, and occlusion uncertainty, among other facto...

  • Article
  • Open Access
4 Citations
3,045 Views
22 Pages

Graph-Based Taxonomic Semantic Class Labeling

  • Tajana Ban Kirigin,
  • Sanda Bujačić Babić and
  • Benedikt Perak

19 December 2022

We present a graph-based method for the lexical task of labeling senses of polysemous lexemes. The labeling task aims at generalizing sense features of a lexical item in a corpus using more abstract concepts. In this method, a coordination dependency...

  • Editorial
  • Open Access
2 Citations
2,122 Views
2 Pages

Cyber-Physical Systems: Prospects, Challenges and Role in Software-Defined Networking and Blockchains

  • Uttam Ghosh,
  • Deepak Tosh,
  • Nawab Muhammad Faseeh Qureshi,
  • Ali Kashif Bashir,
  • Al-Sakib Khan Pathan and
  • Zhaolong Ning

18 December 2022

In recent years, cyber-physical systems (CPSs) have gained a lot of attention from academia, industry and government agencies, considered to be the world’s third wave of information technology, following computers and the internet [...]

  • Article
  • Open Access
13 Citations
5,173 Views
12 Pages

A Multi-Sensory In-Store Virtual Reality Customer Journey for Retailing: A Field Study in a Furniture Flagship Store

  • Michele Fiorentino,
  • Marina Ricci,
  • Alessandro Evangelista,
  • Vito Modesto Manghisi and
  • Antonio Emmanuele Uva

16 December 2022

The choice of furniture in a retail store is usually based on a product catalog and simplistic product renderings with different configurations. We present a preliminary field study that tests a Multi-Sensory In-Store Virtual Reality Customer Journey...

  • Article
  • Open Access
84 Citations
20,326 Views
19 Pages

Comparative Analysis of Skeleton-Based Human Pose Estimation

  • Jen-Li Chung,
  • Lee-Yeng Ong and
  • Meng-Chew Leow

15 December 2022

Human pose estimation (HPE) has become a prevalent research topic in computer vision. The technology can be applied in many areas, such as video surveillance, medical assistance, and sport motion analysis. Due to higher demand for HPE, many HPE libra...

  • Editorial
  • Open Access
4 Citations
2,799 Views
4 Pages

6G Wireless Communication Systems: Applications, Opportunities and Challenges

  • Kelvin Anoh,
  • Chan Hwang See,
  • Yousef Dama,
  • Raed A. Abd-Alhameed and
  • Simeon Keates

15 December 2022

As the technical specifications of the 5th Generation (5G) wireless communication standard are being wrapped up, there are growing efforts amongst researchers, industrialists, and standardisation bodies on the enabling technologies of a 6G standard o...

  • Article
  • Open Access
4 Citations
5,492 Views
22 Pages

14 December 2022

Digitalization is one of the factors that affects the acceleration of the application of telecommunications technologies such as 5G. The 5G technology that has been developed today does not yet meet different performance and manageability standards,...

  • Article
  • Open Access
12 Citations
3,878 Views
27 Pages

FedCO: Communication-Efficient Federated Learning via Clustering Optimization

  • Ahmed A. Al-Saedi,
  • Veselka Boeva and
  • Emiliano Casalicchio

13 December 2022

Federated Learning (FL) provides a promising solution for preserving privacy in learning shared models on distributed devices without sharing local data on a central server. However, most existing work shows that FL incurs high communication costs. T...

  • Article
  • Open Access
2 Citations
2,708 Views
12 Pages

13 December 2022

Reasoning on temporal knowledge graphs, which aims to infer new facts from existing knowledge, has attracted extensive attention and in-depth research recently. One of the important tasks of reasoning on temporal knowledge graphs is entity prediction...

  • Article
  • Open Access
6 Citations
3,055 Views
18 Pages

13 December 2022

Image recognition technology systems have existed in the realm of computer security since nearly the inception of electronics, and have seen vast improvements in recent years. Currently implemented facial detection systems regularly achieve accuracy...

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Future Internet - ISSN 1999-5903Creative Common CC BY license