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Future Internet, Volume 16, Issue 2

February 2024 - 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
7 Citations
2,585 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
10 Citations
3,445 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
3 Citations
2,721 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
2,386 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
2,644 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
2,432 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
25 Citations
5,131 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
2 Citations
2,638 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
2,319 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
3 Citations
2,650 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...

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