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Future Internet, Volume 14, Issue 12

2022 December - 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
2,944 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...

(This article belongs to the Special Issue Machine Learning Perspective in the Convolutional Neural Network Era)
  • Article
  • Open Access
4 Citations
3,887 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...

(This article belongs to the Section Big Data and Augmented Intelligence)
  • Editorial
  • Open Access
5 Citations
2,581 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 and ,
  • Al-Sakib Khan Pathan and
  • Zhaolong Ning
  • + 1 author+ 0 author

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 [...]

(This article belongs to the Section Cybersecurity)
  • Article
  • Open Access
16 Citations
6,807 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...

(This article belongs to the Special Issue State-of-the-Art Future Internet Technology in Italy 2022–2023)
  • Article
  • Open Access
128 Citations
26,037 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...

(This article belongs to the Special Issue Developments of Computer Vision and Image Processing: Methodologies and Applications)
  • Editorial
  • Open Access
6 Citations
3,440 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...

(This article belongs to the Special Issue 6G Wireless Communication Systems: Applications, Opportunities and Challenges)
  • Article
  • Open Access
6 Citations
7,217 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
17 Citations
4,831 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...

(This article belongs to the Special Issue Edge-Cloud Computing and Federated-Split Learning in the Internet of Things)
  • Article
  • Open Access
3 Citations
3,305 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...

(This article belongs to the Section Internet of Things)
  • Article
  • Open Access
9 Citations
3,668 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...

(This article belongs to the Collection Machine Learning Approaches for User Identity)
  • Review
  • Open Access
26 Citations
7,070 Views
16 Pages

Gamification with Scratch or App Inventor in Higher Education: A Systematic Review

  • David Pérez-Jorge and
  • María Carmen Martínez-Murciano

13 December 2022

Programming skills should be taught and developed; Scratch and App Inventor are two tools that can contribute significantly to developing this competence in university students. This study aims to investigate the use and effect of the programming lan...

(This article belongs to the Section Big Data and Augmented Intelligence)
  • Article
  • Open Access
10 Citations
2,778 Views
26 Pages

Joint Random Forest and Particle Swarm Optimization for Predictive Pathloss Modeling of Wireless Signals from Cellular Networks

  • Okiemute Roberts Omasheye,
  • Samuel Azi,
  • Joseph Isabona,
  • Agbotiname Lucky Imoize and ,
  • Chun-Ta Li and
  • Cheng-Chi Lee
  • + 1 author+ 0 author

12 December 2022

The accurate and reliable predictive estimation of signal attenuation loss is of prime importance in radio resource management. During wireless network design and planning, a reliable path loss model is required for optimal predictive estimation of t...

(This article belongs to the Section Big Data and Augmented Intelligence)
  • Editorial
  • Open Access
2 Citations
2,964 Views
2 Pages

Information and Future Internet Security, Trust and Privacy

  • Weizhi Meng,
  • Thanassis Giannetsos and
  • Christian D. Jensen

12 December 2022

The Internet has rapidly grown into a distributed and collaborative network with over one billion users, e.g., the Internet of Things (IoT). The future Internet will become the core of the next information infrastructure in regard to computation and...

(This article belongs to the Special Issue Information and Future Internet Security, Trust and Privacy)
  • Article
  • Open Access
10 Citations
6,990 Views
12 Pages

11 December 2022

Edge detectors are widely used in computer vision applications to locate sharp intensity changes and find object boundaries in an image. The Canny edge detector is the most popular edge detector, and it uses a multi-step process, including the first...

(This article belongs to the Collection Computer Vision, Deep Learning and Machine Learning with Applications)
  • Article
  • Open Access
4 Citations
3,584 Views
19 Pages

8 December 2022

As information technology advances quickly, so does the 5G–6G network management system, which is moving toward greater integration, decentralization, diversity, and intelligence. As flexibility is a crucial criterion for 5G–6G network ar...

(This article belongs to the Special Issue 6G Wireless Communication Systems: Applications, Opportunities and Challenges II)
  • Article
  • Open Access
2 Citations
3,139 Views
21 Pages

Holistic Utility Satisfaction in Cloud Data Centre Network Using Reinforcement Learning

  • Pejman Goudarzi,
  • Mehdi Hosseinpour,
  • Roham Goudarzi and
  • Jaime Lloret

8 December 2022

Cloud computing leads to efficient resource allocation for network users. In order to achieve efficient allocation, many research activities have been conducted so far. Some researchers focus on classical optimisation theory techniques (such as multi...

(This article belongs to the Special Issue Featured Papers in the Section Internet of Things)
  • Article
  • Open Access
2 Citations
2,563 Views
14 Pages

7 December 2022

The stability of physicians’ authority over patients despite decades of changes in medicine conflicts with newer institutionalist accounts of professionals as change agents rather than instruments of reproduction. We analyzed whether the cultur...

(This article belongs to the Special Issue Challenges and Opportunities in Electronic Medical Record (EMR))
  • Article
  • Open Access
9 Citations
4,725 Views
18 Pages

A Low-Cost Open-Source Architecture for a Digital Signage Emergency Evacuation System for Cruise Ships, Based on IoT and LTE/4G Technologies

  • Vasileios Cheimaras,
  • Athanasios Trigkas,
  • Panagiotis Papageorgas,
  • Dimitrios Piromalis and
  • Emmanouil Sofianopoulos

7 December 2022

During a ship evacuation, many people panic as they do not know the direction that leads to the emergency muster station. Moreover, sometimes passengers get crowded in corridors or stairs, so they cannot save their lives. This paper proposes an IoT-e...

(This article belongs to the Special Issue Future Communication Networks for the Internet of Things (IoT))
  • Article
  • Open Access
20 Citations
3,749 Views
17 Pages

Enhancing the Lifetime and Energy Efficiency of Wireless Sensor Networks Using Aquila Optimizer Algorithm

  • Ashraf A. Taha,
  • Hagar O. Abouroumia,
  • Shimaa A. Mohamed and
  • Lamiaa A. Amar

7 December 2022

As sensors are distributed among wireless sensor networks (WSNs), ensuring that the batteries and processing power last for a long time, to improve energy consumption and extend the lifetime of the WSN, is a significant challenge in the design of net...

(This article belongs to the Section Internet of Things)
  • Article
  • Open Access
7 Citations
6,287 Views
23 Pages

Internet Video Delivery Improved by Super-Resolution with GAN

  • Joao da Mata Liborio,
  • Cesar Melo and
  • Marcos Silva

6 December 2022

In recent years, image and video super-resolution have gained attention outside the computer vision community due to the outstanding results produced by applying deep-learning models to solve the super-resolution problem. These models have been used...

(This article belongs to the Section Smart System Infrastructure and Applications)
  • Review
  • Open Access
  • Best Paper Award
219 Citations
51,681 Views
45 Pages

TinyML for Ultra-Low Power AI and Large Scale IoT Deployments: A Systematic Review

  • Nikolaos Schizas,
  • Aristeidis Karras,
  • Christos Karras and
  • Spyros Sioutas

6 December 2022

The rapid emergence of low-power embedded devices and modern machine learning (ML) algorithms has created a new Internet of Things (IoT) era where lightweight ML frameworks such as TinyML have created new opportunities for ML algorithms running withi...

(This article belongs to the Section Network Virtualization and Edge/Fog Computing)
  • Article
  • Open Access
11 Citations
3,394 Views
15 Pages

30 November 2022

Cybersecurity plays an increasing role in today’s digital space, and its methods must keep pace with the changes. Both public and private sector researchers have put efforts into strengthening the security of networks by proposing new approache...

(This article belongs to the Section Cybersecurity)
  • Article
  • Open Access
24 Citations
4,208 Views
20 Pages

A Novel Strategy for VNF Placement in Edge Computing Environments

  • Anselmo Luiz Éden Battisti,
  • Evandro Luiz Cardoso Macedo,
  • Marina Ivanov Pereira Josué,
  • Hugo Barbalho and ,
  • Flávia C. Delicato,
  • Débora Christina Muchaluat-Saade,
  • Paulo F. Pires,
  • Douglas Paulo de Mattos and
  • Ana Cristina Bernardo de Oliveira
  • + 4 authors+ 0 author

30 November 2022

Network function virtualization (NFV) is a novel technology that virtualizes computing, network, and storage resources to decouple the network functions from the underlying hardware, thus allowing the software implementation of such functions to run...

(This article belongs to the Special Issue Distributed Systems for Emerging Computing: Platform and Application)
  • Article
  • Open Access
9 Citations
5,628 Views
29 Pages

30 November 2022

Serverless computing hides infrastructure management from developers and runs code on-demand automatically scaled and billed during the code’s execution time. One of the most popular serverless backend services is called Function-as-a-Service (...

(This article belongs to the Special Issue Distributed Systems for Emerging Computing: Platform and Application)
  • Article
  • Open Access
5 Citations
4,053 Views
26 Pages

30 November 2022

The study examines the cumulative impact of factors that affect usability testing for user-centered web design, namely the so-called ‘contextual fidelity model’ factors that include product properties, task features, user traits, and envi...

(This article belongs to the Special Issue Advances and Perspectives in Human-Computer Interaction)
  • Article
  • Open Access
6 Citations
4,451 Views
30 Pages

Detection of Malicious Websites Using Symbolic Classifier

  • Nikola Anđelić,
  • Sandi Baressi Šegota,
  • Ivan Lorencin and
  • Matko Glučina

29 November 2022

Malicious websites are web locations that attempt to install malware, which is the general term for anything that will cause problems in computer operation, gather confidential information, or gain total control over the computer. In this paper, a no...

(This article belongs to the Special Issue Trends of Data Science and Knowledge Discovery)
  • Article
  • Open Access
4 Citations
3,172 Views
29 Pages

Integrating ISA and Part-of Domain Knowledge into Process Model Discovery

  • Alessio Bottrighi,
  • Marco Guazzone,
  • Giorgio Leonardi,
  • Stefania Montani and ,
  • Manuel Striani and
  • Paolo Terenziani
  • + 1 author+ 0 author

28 November 2022

The traces of process executions are a strategic source of information, from which a model of the process can be mined. In our recent work, we have proposed SIM (semantic interactive miner), an innovative process mining tool to discover the process m...

(This article belongs to the Special Issue Trends of Data Science and Knowledge Discovery)
  • Review
  • Open Access
25 Citations
4,741 Views
17 Pages

28 November 2022

The development of nanomedicine involves complex nanomaterial research involving magnetic nanomaterials and their use in magnetic hyperthermia. The selection of the optimal treatment strategies is time-consuming, expensive, unpredictable, and not con...

(This article belongs to the Section Big Data and Augmented Intelligence)
  • Article
  • Open Access
11 Citations
4,204 Views
16 Pages

28 November 2022

Object detection is a computer vision task of detecting instances of objects of a certain class, identifying types of objects, determining its location, and accurately labelling them in an input image or a video. The scope of the work presented withi...

(This article belongs to the Special Issue Developments of Computer Vision and Image Processing: Methodologies and Applications)
  • Article
  • Open Access
8 Citations
3,457 Views
18 Pages

28 November 2022

The rapid development of three-dimensional (3D) acquisition technology based on 3D sensors provides a large volume of data, which are often represented in the form of point clouds. Point cloud representation can preserve the original geometric inform...

(This article belongs to the Special Issue Security and Privacy in Blockchains and the IoT II)
  • Article
  • Open Access
3 Citations
3,835 Views
18 Pages

Analysis and Prediction of the IPv6 Traffic over Campus Networks in Shanghai

  • Zhiyang Sun,
  • Hui Ruan,
  • Yixin Cao,
  • Yang Chen and
  • Xin Wang

27 November 2022

With the exhaustion of IPv4 addresses, research on the adoption, deployment, and prediction of IPv6 networks becomes more and more significant. This paper analyzes the IPv6 traffic of two campus networks in Shanghai, China. We first conduct a series...

(This article belongs to the Topic Big Data and Artificial Intelligence)
  • Article
  • Open Access
26 Citations
3,718 Views
18 Pages

Recursive Feature Elimination for Improving Learning Points on Hand-Sign Recognition

  • Rung-Ching Chen,
  • William Eric Manongga and
  • Christine Dewi

26 November 2022

Hand gestures and poses allow us to perform non-verbal communication. Sign language is becoming more important with the increase in the number of deaf and hard-of-hearing communities. However, learning to understand sign language is very difficult an...

(This article belongs to the Special Issue Trends of Data Science and Knowledge Discovery)
  • Review
  • Open Access
28 Citations
11,306 Views
33 Pages

A Systematic Literature Review on Applications of GAN-Synthesized Images for Brain MRI

  • Sampada Tavse,
  • Vijayakumar Varadarajan,
  • Mrinal Bachute,
  • Shilpa Gite and
  • Ketan Kotecha

25 November 2022

With the advances in brain imaging, magnetic resonance imaging (MRI) is evolving as a popular radiological tool in clinical diagnosis. Deep learning (DL) methods can detect abnormalities in brain images without an extensive manual feature extraction...

(This article belongs to the Special Issue Trends of Data Science and Knowledge Discovery)
  • Article
  • Open Access
9 Citations
13,763 Views
22 Pages

COVID-Related Misinformation Migration to BitChute and Odysee

  • Olga Papadopoulou,
  • Evangelia Kartsounidou and
  • Symeon Papadopoulos

23 November 2022

The overwhelming amount of information and misinformation on social media platforms has created a new role that these platforms are inclined to take on, that of the Internet custodian. Mainstream platforms, such as Facebook, Twitter and YouTube, are...

(This article belongs to the Collection Innovative People-Centered Solutions Applied to Industries, Cities and Societies)
  • Article
  • Open Access
11 Citations
3,573 Views
12 Pages

23 November 2022

This paper proposes the You Only Look Once (YOLO) dependency fusing attention network (DFAN) detection algorithm, improved based on the lightweight network YOLOv4-tiny. It combines the advantages of fast speed of traditional lightweight networks and...

(This article belongs to the Special Issue Developments of Computer Vision and Image Processing: Methodologies and Applications)
  • Article
  • Open Access
8 Citations
2,833 Views
17 Pages

rl4dtn: Q-Learning for Opportunistic Networks

  • Jorge Visca and
  • Javier Baliosian

23 November 2022

Opportunistic networks are highly stochastic networks supported by sporadic encounters between mobile devices. To route data efficiently, opportunistic-routing algorithms must capitalize on devices’ movement and data transmission patterns. This...

(This article belongs to the Section Smart System Infrastructure and Applications)
  • Article
  • Open Access
3 Citations
2,221 Views
15 Pages

22 November 2022

Concentric circular antenna arrays (CCAAs) can obtain better performance than other antenna arrays. However, high overhead and excessive sidelobes still make its application difficult. In this paper, we consider the sparse synthesis optimization of C...

(This article belongs to the Topic Antennas)
  • Editorial
  • Open Access
5 Citations
2,403 Views
2 Pages

22 November 2022

This Special Issue presents some of the most recent innovations in cloud-native software and system engineering practices providing a broad and well-grounded picture of what the more and more frequently used term “Cloud-native” is current...

(This article belongs to the Special Issue Cloud-Native Applications and Services)
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Future Internet - ISSN 1999-5903