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Future Internet, Volume 16, Issue 2

2024 February - 31 articles

Cover Story: Tiny Machine Learning (TinyML) and Big Data, enhanced by Edge Artificial Intelligence, are essential for effectively managing the extensive data produced by numerous connected devices. Our study introduces a set of TinyML algorithms designed and developed to improve Big Data management in large-scale IoT systems. These algorithms, named TinyCleanEDF, EdgeClusterML, CompressEdgeML, CacheEdgeML, and TinyHybridSenseQ, operate together to enhance data processing, storage, and quality control in IoT networks, utilizing the capabilities of Edge AI. Our experimental evaluation of the proposed techniques includes executing all the algorithms in various numbers of Raspberry Pi devices ranging from one to ten. Ultimately, we anticipate that the proposed algorithms will offer a comprehensive and efficient approach to managing the complexities of IoT, Big Data, and Edge AI. View this paper
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Articles (31)

  • Article
  • Open Access
8 Citations
2,869 Views
21 Pages

Energy-Efficient De-Duplication Mechanism for Healthcare Data Aggregation in IoT

  • Muhammad Nafees Ulfat Khan,
  • Weiping Cao,
  • Zhiling Tang,
  • Ata Ullah and
  • Wanghua Pan

19 February 2024

The rapid development of the Internet of Things (IoT) has opened the way for transformative advances in numerous fields, including healthcare. IoT-based healthcare systems provide unprecedented opportunities to gather patients’ real-time data a...

  • Article
  • Open Access
14 Citations
4,012 Views
18 Pages

17 February 2024

A Digital Twin (DT) refers to a virtual representation or digital replica of a physical object, system, process, or entity. This concept involves creating a detailed, real-time digital counterpart that mimics the behavior, characteristics, and attrib...

  • Article
  • Open Access
5 Citations
3,223 Views
20 Pages

17 February 2024

Audio inpainting plays an important role in addressing incomplete, damaged, or missing audio signals, contributing to improved quality of service and overall user experience in multimedia communications over the Internet and mobile networks. This pap...

  • Article
  • Open Access
2 Citations
2,594 Views
15 Pages

17 February 2024

A pickup and delivery problem by multiple agents has many applications, such as food delivery service and disaster rescue. In this problem, there are cases where fuels must be considered (e.g., the case of using drones as agents). In addition, there...

  • Article
  • Open Access
1 Citations
3,009 Views
16 Pages

Merging Ontologies and Data from Electronic Health Records

  • Salvatore Calcagno,
  • Andrea Calvagna,
  • Emiliano Tramontana and
  • Gabriella Verga

17 February 2024

The Electronic Health Record (EHR) is a system for collecting and storing patient medical records as data that can be mechanically accessed, hence facilitating and assisting the medical decision-making process. EHRs exist in several formats, and each...

  • Article
  • Open Access
3 Citations
2,712 Views
24 Pages

Enhancing Energy Efficiency in IoT-NDN via Parameter Optimization

  • Dennis Papenfuß,
  • Bennet Gerlach,
  • Stefan Fischer and
  • Mohamed Ahmed Hail

16 February 2024

The IoT encompasses objects, sensors, and everyday items not typically considered computers. IoT devices are subject to severe energy, memory, and computation power constraints. Employing NDN for the IoT is a recent approach to accommodate these issu...

  • Article
  • Open Access
30 Citations
5,736 Views
18 Pages

The Microverse: A Task-Oriented Edge-Scale Metaverse

  • Qian Qu,
  • Mohsen Hatami,
  • Ronghua Xu,
  • Deeraj Nagothu,
  • Yu Chen,
  • Xiaohua Li,
  • Erik Blasch,
  • Erika Ardiles-Cruz and
  • Genshe Chen

13 February 2024

Over the past decade, there has been a remarkable acceleration in the evolution of smart cities and intelligent spaces, driven by breakthroughs in technologies such as the Internet of Things (IoT), edge–fog–cloud computing, and machine le...

  • Article
  • Open Access
3 Citations
3,080 Views
16 Pages

Digital-Twin-Based Monitoring System for Slab Production Process

  • Tianjie Fu,
  • Peiyu Li,
  • Chenke Shi and
  • Youzhu Liu

13 February 2024

The growing demand for high-quality steel across various industries has led to an increasing need for superior-grade steel. The quality of slab ingots is a pivotal factor influencing the final quality of steel production. However, the current level o...

  • Article
  • Open Access
3 Citations
2,563 Views
16 Pages

11 February 2024

This paper tackles the challenges inherent in crowdsourcing dynamics by introducing the CROWDMATCH mechanism. Aimed at enabling crowdworkers to strategically select suitable crowdsourcers while contributing information to crowdsourcing tasks, CROWDMA...

  • Article
  • Open Access
4 Citations
2,966 Views
26 Pages

10 February 2024

Named Data Networking (NDN) has emerged as a promising architecture to overcome the limitations of the conventional Internet Protocol (IP) architecture, particularly in terms of mobility, security, and data availability. However, despite the advantag...

  • Article
  • Open Access
6 Citations
4,127 Views
24 Pages

8 February 2024

The intersection of cybersecurity and opportunistic networks has ushered in a new era of innovation in the realm of wireless communications. In an increasingly interconnected world, where seamless data exchange is pivotal for both individual users an...

  • Article
  • Open Access
6 Citations
2,413 Views
17 Pages

8 February 2024

Data governance is an extremely important protection and management measure throughout the entire life cycle of data. However, there are still data governance issues, such as data security risks, data privacy breaches, and difficulties in data manage...

  • Editorial
  • Open Access
4,066 Views
3 Pages

Modern Trends in Multi-Agent Systems

  • Martin Kenyeres,
  • Ivana Budinská,
  • Ladislav Hluchý and
  • Agostino Poggi

8 February 2024

The term “multi-agent system” is generally understood as an interconnected set of independent entities that can effectively solve complex and time-consuming problems exceeding the individual abilities of common problem solvers [...]

  • Article
  • Open Access
9 Citations
3,761 Views
22 Pages

A QoS-Aware IoT Edge Network for Mobile Telemedicine Enabling In-Transit Monitoring of Emergency Patients

  • Adwitiya Mukhopadhyay,
  • Aryadevi Remanidevi Devidas,
  • Venkat P. Rangan and
  • Maneesha Vinodini Ramesh

6 February 2024

Addressing the inadequacy of medical facilities in rural communities and the high number of patients affected by ailments that need to be treated immediately is of prime importance for all countries. The various recent healthcare emergency situations...

  • Article
  • Open Access
3 Citations
2,849 Views
15 Pages

1 February 2024

This study introduces session-aware recommendation models, leveraging GRU (Gated Recurrent Unit) and attention mechanisms for advanced latent interaction data integration. A primary advancement is enhancing latent context, a critical factor for boost...

  • Article
  • Open Access
13 Citations
6,427 Views
14 Pages

Enhancing Smart City Safety and Utilizing AI Expert Systems for Violence Detection

  • Pradeep Kumar,
  • Guo-Liang Shih,
  • Bo-Lin Guo,
  • Siva Kumar Nagi,
  • Yibeltal Chanie Manie,
  • Cheng-Kai Yao,
  • Michael Augustine Arockiyadoss and
  • Peng-Chun Peng

31 January 2024

Violent attacks have been one of the hot issues in recent years. In the presence of closed-circuit televisions (CCTVs) in smart cities, there is an emerging challenge in apprehending criminals, leading to a need for innovative solutions. In this pape...

  • Article
  • Open Access
7 Citations
2,540 Views
28 Pages

31 January 2024

Opportunistic mobile social networks (OMSNs) have become increasingly popular in recent years due to the rise of social media and smartphones. However, message forwarding and sharing social information through intermediary nodes on OMSNs raises priva...

  • Article
  • Open Access
5 Citations
3,594 Views
19 Pages

A New Dynamic Game-Based Pricing Model for Cloud Environment

  • Hamid Saadatfar,
  • Hamid Gholampour Ahangar and
  • Javad Hassannataj Joloudari

31 January 2024

Resource pricing in cloud computing has become one of the main challenges for cloud providers. The challenge is determining a fair and appropriate price to satisfy users and resource providers. To establish a justifiable price, it is imperative to ta...

  • Article
  • Open Access
59 Citations
11,146 Views
44 Pages

Enhancing Urban Resilience: Smart City Data Analyses, Forecasts, and Digital Twin Techniques at the Neighborhood Level

  • Andreas F. Gkontzis,
  • Sotiris Kotsiantis,
  • Georgios Feretzakis and
  • Vassilios S. Verykios

30 January 2024

Smart cities, leveraging advanced data analytics, predictive models, and digital twin techniques, offer a transformative model for sustainable urban development. Predictive analytics is critical to proactive planning, enabling cities to adapt to evol...

  • Article
  • Open Access
10 Citations
4,457 Views
18 Pages

30 January 2024

As several studies demonstrate, good sleep quality is essential for individuals’ well-being, as a lack of restoring sleep may disrupt different physical, mental, and social dimensions of health. For this reason, there is increasing interest in...

  • Article
  • Open Access
2 Citations
2,624 Views
23 Pages

29 January 2024

While IoT technology makes industries, cities, and homes smarter, it also opens the door to security risks. With the right equipment and physical access to the devices, the attacker can leverage side-channel information, like timing, power consumptio...

  • Article
  • Open Access
10 Citations
4,234 Views
14 Pages

Computer Vision and Machine Learning-Based Predictive Analysis for Urban Agricultural Systems

  • Arturs Kempelis,
  • Inese Polaka,
  • Andrejs Romanovs and
  • Antons Patlins

28 January 2024

Urban agriculture presents unique challenges, particularly in the context of microclimate monitoring, which is increasingly important in food production. This paper explores the application of convolutional neural networks (CNNs) to forecast key sens...

  • Article
  • Open Access
3,404 Views
17 Pages

A Spectral Gap-Based Topology Control Algorithm for Wireless Backhaul Networks

  • Sergio Jesús González-Ambriz,
  • Rolando Menchaca-Méndez,
  • Sergio Alejandro Pinacho-Castellanos and
  • Mario Eduardo Rivero-Ángeles 

26 January 2024

This paper presents the spectral gap-based topology control algorithm (SGTC) for wireless backhaul networks, a novel approach that employs the Laplacian Spectral Gap (LSG) to find expander-like graphs that optimize the topology of the network in term...

  • Article
  • Open Access
42 Citations
8,140 Views
29 Pages

TinyML Algorithms for Big Data Management in Large-Scale IoT Systems

  • Aristeidis Karras,
  • Anastasios Giannaros,
  • Christos Karras,
  • Leonidas Theodorakopoulos,
  • Constantinos S. Mammassis,
  • George A. Krimpas and
  • Spyros Sioutas

25 January 2024

In the context of the Internet of Things (IoT), Tiny Machine Learning (TinyML) and Big Data, enhanced by Edge Artificial Intelligence, are essential for effectively managing the extensive data produced by numerous connected devices. Our study introdu...

  • Article
  • Open Access
12 Citations
5,264 Views
31 Pages

25 January 2024

Machine-generated content reshapes the landscape of digital information; hence, ensuring the authenticity of texts within digital libraries has become a paramount concern. This work introduces a corpus of approximately 60 k Romanian documents, includ...

  • Review
  • Open Access
37 Citations
12,971 Views
57 Pages

A Holistic Analysis of Internet of Things (IoT) Security: Principles, Practices, and New Perspectives

  • Mahmud Hossain,
  • Golam Kayas,
  • Ragib Hasan,
  • Anthony Skjellum,
  • Shahid Noor and
  • S. M. Riazul Islam

24 January 2024

Driven by the rapid escalation of its utilization, as well as ramping commercialization, Internet of Things (IoT) devices increasingly face security threats. Apart from denial of service, privacy, and safety concerns, compromised devices can be used...

  • Systematic Review
  • Open Access
3 Citations
2,999 Views
23 Pages

24 January 2024

Industry 4.0 has become a crucial part in the majority of processes, components, and related modelling, as well as predictive tools that allow a more efficient, automated and sustainable approach to industry. The availability of large quantities of d...

  • Article
  • Open Access
4 Citations
3,514 Views
14 Pages

23 January 2024

Automatic modulation classification (AMC) plays a crucial role in wireless communication by identifying the modulation scheme of received signals, bridging signal reception and demodulation. Its main challenge lies in performing accurate signal proce...

  • Article
  • Open Access
5 Citations
3,842 Views
15 Pages

DDPG-MPCC: An Experience Driven Multipath Performance Oriented Congestion Control

  • Shiva Raj Pokhrel,
  • Jonathan Kua,
  • Deol Satish,
  • Sebnem Ozer,
  • Jeff Howe and
  • Anwar Walid

23 January 2024

We introduce a novel multipath data transport approach at the transport layer referred to as ‘Deep Deterministic Policy Gradient for Multipath Performance-oriented Congestion Control’ (DDPG-MPCC), which leverages deep reinforcement learni...

  • Article
  • Open Access
4 Citations
4,654 Views
22 Pages

Synchronization of Separate Sensors’ Data Transferred through a Local Wi-Fi Network: A Use Case of Human-Gait Monitoring

  • Viktor Masalskyi,
  • Dominykas Čičiurėnas,
  • Andrius Dzedzickis,
  • Urtė Prentice,
  • Gediminas Braziulis and
  • Vytautas Bučinskas

23 January 2024

This paper addresses the challenge of synchronizing data acquisition from independent sensor systems in a local network. The network comprises microcontroller-based systems that collect data from physical sensors used for monitoring human gait. The s...

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Future Internet - ISSN 1999-5903