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Journal of Sensor and Actuator Networks, Volume 10, Issue 4

2021 December - 14 articles

Cover Story: Conditioning of unoccupied building spaces contributes substantially to global carbon emissions. We present the WHISPER (Wireless Home Identification and Sensing Platform for Energy Reduction), a maintenance-free and privacy-preserving human occupancy detection system, wherein a local wireless network of battery-free environmental, acoustic energy, and image sensors is deployed to monitor homes, record empirical data for several monitored modalities, and transmit them to a base station. Several machine learning algorithms at the base station infer human presence, harnessing a hierarchical sensor fusion algorithm. WHISPER enables various applications, allowing situation-specific controls targeted at both personalized smart home and electric grid modernization opportunities.View this paper
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Articles (14)

  • Article
  • Open Access
20 Citations
4,356 Views
18 Pages

Impact of Image Compression on the Performance of Steel Surface Defect Classification with a CNN

  • Tajeddine Benbarrad,
  • Lamiae Eloutouate,
  • Mounir Arioua,
  • Fatiha Elouaai and
  • My Driss Laanaoui

Machine vision is increasingly replacing manual steel surface inspection. The automatic inspection of steel surface defects makes it possible to ensure the quality of products in the steel industry with high accuracy. However, the optimization of ins...

  • Article
  • Open Access
141 Citations
23,299 Views
22 Pages

The paper investigates retraining options and the performance of pre-trained Convolutional Neural Networks (CNNs) for sound classification. CNNs were initially designed for image classification and recognition, and, at a second phase, they extended t...

  • Article
  • Open Access
10 Citations
10,620 Views
33 Pages

WHISPER: Wireless Home Identification and Sensing Platform for Energy Reduction

  • Margarite Jacoby,
  • Sin Yong Tan,
  • Mohamad Katanbaf,
  • Ali Saffari and ,
  • Homagni Saha,
  • Zerina Kapetanovic,
  • Jasmine Garland,
  • Anthony Florita,
  • Gregor Henze and
  • Joshua Smith
  • + 6 authors+ 1 author

Many regions of the world benefit from heating, ventilating, and air-conditioning (HVAC) systems to provide productive, comfortable, and healthy indoor environments, which are enabled by automatic building controls. Due to climate change, population...

(This article belongs to the Section Network Services and Applications)
  • Article
  • Open Access
7 Citations
4,032 Views
12 Pages

A Spreading Factor Congestion Status-Aware Adaptive Data Rate Algorithm

  • Charles Lehong,
  • Bassey Isong,
  • Francis Lugayizi and
  • Adnan Abu-Mahfouz

LoRaWAN has established itself as one of the leading MAC layer protocols in the field of LPWAN. Although the technology itself is quite mature, its resource allocation mechanism, the Adaptive Data Rate (ADR) algorithm is still quite new, unspecified...

  • Article
  • Open Access
13 Citations
3,411 Views
22 Pages

Recently, the data collection problem in wireless sensor networks (WSNs) using mobile sinks has received much attention. The main challenge in such problems is constructing the path that the mobile sink (MS) will use to collect the data. In this pape...

(This article belongs to the Section Actuators, Sensors and Devices)
  • Feature Paper
  • Article
  • Open Access
2 Citations
5,335 Views
20 Pages

SensoMan: Social Management of Context Sensors and Actuators for IoT

  • Georgia M. Kapitsaki,
  • Achilleas P. Achilleos,
  • Philippos Aziz and
  • Athina C. Paphitou

Sensor networks that collect data from the environment can be utilized in the development of context-aware applications, bringing into sight the need for data collection, management, and distribution. Boards with microcontrollers, such as Arduino and...

(This article belongs to the Section Network Services and Applications)
  • Article
  • Open Access
12 Citations
7,619 Views
22 Pages

Energy-Aware Wireless Sensor Networks for Smart Buildings: A Review

  • Najem Naji,
  • Mohamed Riduan Abid,
  • Nissrine Krami and
  • Driss Benhaddou

The design of Wireless Sensor Networks (WSN) requires the fulfillment of several design requirements. The most important one is optimizing the battery’s lifetime, which is tightly coupled to the sensor lifetime. End-users usually avoid replacin...

(This article belongs to the Topic Internet of Things: Latest Advances)
  • Article
  • Open Access
3 Citations
4,027 Views
23 Pages

Knowledge-Based Approach for the Perception Enhancement of a Vehicle

  • Abderraouf Khezaz,
  • Manolo Dulva Hina,
  • Hongyu Guan and
  • Amar Ramdane-Cherif

An autonomous vehicle relies on sensors in order to perceive its surroundings. However, there are multiple causes that would hinder a sensor’s proper functioning, such as bad weather or lighting conditions. Studies have shown that rainfall and fog le...

(This article belongs to the Section Wireless Control Networks)
  • Article
  • Open Access
7 Citations
4,155 Views
18 Pages

Upgrading a Legacy Manufacturing Cell to IoT

  • João Cunha,
  • Nelson Batista,
  • Carlos Cardeira and
  • Rui Melicio

Many industries, such as aeronautics construction are still equipped with legacy machines and are not keen to change old, however fully functional, equipment to new ones. Hence, an upgrade must be found to cope the legacy and fully functional machine...

(This article belongs to the Special Issue Journal of Sensor and Actuator Networks: 10th Year Anniversary)
  • Article
  • Open Access
2 Citations
3,373 Views
17 Pages

Supervisory Layer for Improved Interactivity of Distributed Generation Inverters with Smart Grids

  • Emerson Giovani Carati,
  • Victor Emanuel Soares Barbosa,
  • Rafael Cardoso,
  • Carlos Marcelo de Oliveira Stein and
  • Jean Patric da Costa

This work proposes an autonomous management system for distributed generation (DG) systems connected to the AC grid, using supervisory control theory (SCT). SCT is used to deal with discrete asynchronous events that modify the properties and operatio...

(This article belongs to the Section Network Services and Applications)
  • Article
  • Open Access
25 Citations
9,520 Views
10 Pages

Machine Learning Enabled Food Contamination Detection Using RFID and Internet of Things System

  • Abubakar Sharif,
  • Qammer H. Abbasi,
  • Kamran Arshad,
  • Shuja Ansari and ,
  • Muhammad Zulfiqar Ali,
  • Jaspreet Kaur,
  • Hasan T. Abbas and
  • Muhammad Ali Imran
  • + 3 authors+ 0 author

This paper presents an approach based on radio frequency identification (RFID) and machine learning for contamination sensing of food items and drinks such as soft drinks, alcohol, baby formula milk, etc. We employ sticker-type inkjet printed ultra-h...

(This article belongs to the Special Issue Machine Learning in IoT Networking and Communications)
  • Article
  • Open Access
13 Citations
4,190 Views
15 Pages

Mobile IoT-Edge-Cloud Continuum Based and DevOps Enabled Software Framework

  • Janis Judvaitis,
  • Rihards Balass and
  • Modris Greitans

This research aims to provide a high-level software framework for IoT-Edge-Cloud computational continuum-based applications with support for mobile IoT and DevOps integration utilizing the Edge computing paradigms. This is achieved by dividing the sy...

  • Review
  • Open Access
35 Citations
8,741 Views
20 Pages

The fast growth of the Internet of Things (IoT) and its diverse applications increase the risk of cyberattacks, one type of which is malware attacks. Due to the IoT devices’ different capabilities and the dynamic and ever-evolving environment, applyi...

(This article belongs to the Special Issue Machine Learning in IoT Networking and Communications)
  • Review
  • Open Access
27 Citations
11,682 Views
34 Pages

Trends in Intelligent Communication Systems: Review of Standards, Major Research Projects, and Identification of Research Gaps

  • Konstantinos Koufos,
  • Karim EI Haloui,
  • Mehrdad Dianati,
  • Matthew Higgins and ,
  • Jaafar Elmirghani,
  • Muhammad Ali Imran and
  • Rahim Tafazolli
  • + 2 authors+ 0 author

The increasing complexity of communication systems, following the advent of heterogeneous technologies, services and use cases with diverse technical requirements, provide a strong case for the use of artificial intelligence (AI) and data-driven mach...

(This article belongs to the Special Issue Machine Learning in IoT Networking and Communications)
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J. Sens. Actuator Netw. - ISSN 2224-2708