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  • Article
  • Open Access
3,623 Citations
82,376 Views
17 Pages

6 October 2018

LiDAR-based or RGB-D-based object detection is used in numerous applications, ranging from autonomous driving to robot vision. Voxel-based 3D convolutional networks have been used for some time to enhance the retention of information when processing...

(This article belongs to the Section Remote Sensors)
  • Review
  • Open Access
3,126 Citations
147,834 Views
29 Pages

Machine Learning in Agriculture: A Review

  • Konstantinos G. Liakos,
  • Patrizia Busato,
  • Dimitrios Moshou,
  • Simon Pearson and
  • Dionysis Bochtis

14 August 2018

Machine learning has emerged with big data technologies and high-performance computing to create new opportunities for data intensive science in the multi-disciplinary agri-technologies domain. In this paper, we present a comprehensive review of rese...

(This article belongs to the Special Issue Sensors in Agriculture 2018)
  • Review
  • Open Access
2,812 Citations
89,822 Views
19 Pages

Metal Oxide Gas Sensors: Sensitivity and Influencing Factors

  • Chengxiang Wang,
  • Longwei Yin,
  • Luyuan Zhang,
  • Dong Xiang and
  • Rui Gao

15 March 2010

Conductometric semiconducting metal oxide gas sensors have been widely used and investigated in the detection of gases. Investigations have indicated that the gas sensing process is strongly related to surface reactions, so one of the important param...

(This article belongs to the Special Issue Metal-Oxide Based Nanosensors)
  • Article
  • Open Access
2,630 Citations
107,163 Views
25 Pages

18 January 2016

Human activity recognition (HAR) tasks have traditionally been solved using engineered features obtained by heuristic processes. Current research suggests that deep convolutional neural networks are suited to automate feature extraction from raw sens...

(This article belongs to the Special Issue Advances on Data Transmission and Analysis for Wearable Sensors Systems)
  • Article
  • Open Access
2,054 Citations
40,269 Views
21 Pages

22 February 2017

Intelligent fault diagnosis techniques have replaced time-consuming and unreliable human analysis, increasing the efficiency of fault diagnosis. Deep learning models can improve the accuracy of intelligent fault diagnosis with the help of their multi...

(This article belongs to the Section Physical Sensors)
  • Review
  • Open Access
2,014 Citations
86,368 Views
69 Pages

Brain Computer Interfaces, a Review

  • Luis Fernando Nicolas-Alonso and
  • Jaime Gomez-Gil

31 January 2012

A brain-computer interface (BCI) is a hardware and software communications system that permits cerebral activity alone to control computers or external devices. The immediate goal of BCI research is to provide communications capabilities to severely...

(This article belongs to the Special Issue Collaborative Sensors)
  • Review
  • Open Access
1,993 Citations
117,379 Views
36 Pages

7 July 2014

Electronic Textiles (e-textiles) are fabrics that feature electronics and interconnections woven into them, presenting physical flexibility and typical size that cannot be achieved with other existing electronic manufacturing techniques. Components a...

(This article belongs to the Special Issue Printed Sensors)
  • Review
  • Open Access
  • Best Paper Award
1,906 Citations
109,653 Views
35 Pages

5 February 2021

A biosensor is an integrated receptor-transducer device, which can convert a biological response into an electrical signal. The design and development of biosensors have taken a center stage for researchers or scientists in the recent decade owing to...

(This article belongs to the Section Sensing and Imaging)
  • Article
  • Open Access
1,503 Citations
58,318 Views
21 Pages

4 September 2017

Plant Diseases and Pests are a major challenge in the agriculture sector. An accurate and a faster detection of diseases and pests in plants could help to develop an early treatment technique while substantially reducing economic losses. Recent devel...

(This article belongs to the Special Issue Sensors in Agriculture)
  • Article
  • Open Access
1,482 Citations
73,406 Views
18 Pages

1 February 2012

Consumer-grade range cameras such as the Kinect sensor have the potential to be used in mapping applications where accuracy requirements are less strict. To realize this potential insight into the geometric quality of the data acquired by the sensor...

(This article belongs to the Section Physical Sensors)
  • Review
  • Open Access
1,475 Citations
53,723 Views
41 Pages

7 March 2007

The gas sensors fabricated by using conducting polymers such as polyaniline (PAni), polypyrrole (PPy) and poly (3,4-ethylenedioxythiophene) (PEDOT) as the active layers have been reviewed. This review discusses the sensing mechanism and configuration...

(This article belongs to the Special Issue Gas Sensors)
  • Article
  • Open Access
1,460 Citations
93,550 Views
18 Pages

A Study of LoRa: Long Range & Low Power Networks for the Internet of Things

  • Aloÿs Augustin,
  • Jiazi Yi,
  • Thomas Clausen and
  • William Mark Townsley

9 September 2016

LoRa is a long-range, low-power, low-bitrate, wireless telecommunications system, promoted as an infrastructure solution for the Internet of Things: end-devices use LoRa across a single wireless hop to communicate to gateway(s), connected to the Inte...

(This article belongs to the Special Issue Enabling the Move from Wireless Sensor Networks to Internet of Things and Cyber-Physical Systems)
  • Review
  • Open Access
1,429 Citations
111,507 Views
59 Pages

Electrochemical Biosensors - Sensor Principles and Architectures

  • Dorothee Grieshaber,
  • Robert MacKenzie,
  • Janos Vörös and
  • Erik Reimhult

7 March 2008

Quantification of biological or biochemical processes are of utmost importance for medical, biological and biotechnological applications. However, converting the biological information to an easily processed electronic signal is challenging due to th...

(This article belongs to the Special Issue Utilization of Electrochemical Sensors and Biosensors in Biochemistry and Molecular Biology)
  • Review
  • Open Access
1,421 Citations
51,108 Views
31 Pages

A Survey on Gas Sensing Technology

  • Xiao Liu,
  • Sitian Cheng,
  • Hong Liu,
  • Sha Hu and ,
  • Daqiang Zhang and
  • Huansheng Ning
  • + 1 author+ 0 author

16 July 2012

Sensing technology has been widely investigated and utilized for gas detection. Due to the different applicability and inherent limitations of different gas sensing technologies, researchers have been working on different scenarios with enhanced gas...

(This article belongs to the Section Chemical Sensors)
  • Review
  • Open Access
1,405 Citations
44,700 Views
39 Pages

26 June 2012

Rayleigh, Brillouin and Raman scatterings in fibers result from the interaction of photons with local material characteristic features like density, temperature and strain. For example an acoustic/mechanical wave generates a dynamic density variation...

(This article belongs to the Special Issue Optical Fiber Sensors 2012)
  • Article
  • Open Access
1,390 Citations
36,823 Views
16 Pages

Learning Traffic as Images: A Deep Convolutional Neural Network for Large-Scale Transportation Network Speed Prediction

  • Xiaolei Ma,
  • Zhuang Dai,
  • Zhengbing He,
  • Jihui Ma and ,
  • Yong Wang and
  • Yunpeng Wang
  • + 1 author+ 0 author

10 April 2017

This paper proposes a convolutional neural network (CNN)-based method that learns traffic as images and predicts large-scale, network-wide traffic speed with a high accuracy. Spatiotemporal traffic dynamics are converted to images describing the time...

(This article belongs to the Special Issue Sensors for Transportation)
  • Review
  • Open Access
1,368 Citations
55,294 Views
34 Pages

Metal Oxide Semi-Conductor Gas Sensors in Environmental Monitoring

  • George F. Fine,
  • Leon M. Cavanagh,
  • Ayo Afonja and
  • Russell Binions

1 June 2010

Metal oxide semiconductor gas sensors are utilised in a variety of different roles and industries. They are relatively inexpensive compared to other sensing technologies, robust, lightweight, long lasting and benefit from high material sensitivity an...

(This article belongs to the Special Issue State-of-the-Art Sensors Technology in the UK)
  • Review
  • Open Access
1,281 Citations
93,055 Views
21 Pages

1 October 2021

Electrochemical impedance spectroscopy (EIS) is a powerful technique used for the analysis of interfacial properties related to bio-recognition events occurring at the electrode surface, such as antibody–antigen recognition, substrate–enzyme interact...

(This article belongs to the Special Issue Advances in Optical, Fluorescent and Luminescent Biosensors)
  • Review
  • Open Access
1,259 Citations
63,433 Views
30 Pages

Surface Plasmon Resonance: A Versatile Technique for Biosensor Applications

  • Hoang Hiep Nguyen,
  • Jeho Park,
  • Sebyung Kang and
  • Moonil Kim

5 May 2015

Surface plasmon resonance (SPR) is a label-free detection method which has emerged during the last two decades as a suitable and reliable platform in clinical analysis for biomolecular interactions. The technique makes it possible to measure interact...

(This article belongs to the Special Issue Resonant Sensors and Sensor Fusion)
  • Feature Paper
  • Review
  • Open Access
1,243 Citations
83,833 Views
45 Pages

Wearable Sensors for Remote Health Monitoring

  • Sumit Majumder,
  • Tapas Mondal and
  • M. Jamal Deen

12 January 2017

Life expectancy in most countries has been increasing continually over the several few decades thanks to significant improvements in medicine, public health, as well as personal and environmental hygiene. However, increased life expectancy combined w...

(This article belongs to the Special Issue State-of-the-Art Sensors Technology in Canada 2017)
  • Article
  • Open Access
1,233 Citations
71,403 Views
26 Pages

CICIoT2023: A Real-Time Dataset and Benchmark for Large-Scale Attacks in IoT Environment

  • Euclides Carlos Pinto Neto,
  • Sajjad Dadkhah,
  • Raphael Ferreira,
  • Alireza Zohourian and ,
  • Rongxing Lu and
  • Ali A. Ghorbani
  • + 1 author+ 0 author

26 June 2023

Nowadays, the Internet of Things (IoT) concept plays a pivotal role in society and brings new capabilities to different industries. The number of IoT solutions in areas such as transportation and healthcare is increasing and new services are under de...

(This article belongs to the Special Issue Security and Privacy of the Internet of Things for Industrial Applications)
  • Article
  • Open Access
1,227 Citations
75,345 Views
21 Pages

29 November 2017

Tactile sensing is an important perception mode for robots, but the existing tactile technologies have multiple limitations. What kind of tactile information robots need, and how to use the information, remain open questions. We believe a soft sensor...

(This article belongs to the Special Issue Tactile Sensors and Sensing)
  • Review
  • Open Access
1,215 Citations
67,479 Views
59 Pages

30 April 2014

Humidity measurement is one of the most significant issues in various areas of applications such as instrumentation, automated systems, agriculture, climatology and GIS. Numerous sorts of humidity sensors fabricated and developed for industrial and l...

(This article belongs to the Section Chemical Sensors)
  • Review
  • Open Access
1,171 Citations
43,429 Views
22 Pages

Metal Oxide Nanostructures and Their Gas Sensing Properties: A Review

  • Yu-Feng Sun,
  • Shao-Bo Liu,
  • Fan-Li Meng,
  • Jin-Yun Liu and ,
  • Zhen Jin,
  • Ling-Tao Kong and
  • Jin-Huai Liu
  • + 2 authors+ 0 author

27 February 2012

Metal oxide gas sensors are predominant solid-state gas detecting devices for domestic, commercial and industrial applications, which have many advantages such as low cost, easy production, and compact size. However, the performance of such sensors i...

(This article belongs to the Special Issue Sensing at the Nano-Scale: Chemical and Bio-Sensing)
  • Review
  • Open Access
1,149 Citations
80,842 Views
41 Pages

Non-Destructive Techniques Based on Eddy Current Testing

  • Javier García-Martín,
  • Jaime Gómez-Gil and
  • Ernesto Vázquez-Sánchez

28 February 2011

Non-destructive techniques are used widely in the metal industry in order to control the quality of materials. Eddy current testing is one of the most extensively used non-destructive techniques for inspecting electrically conductive materials at ver...

(This article belongs to the Special Issue Advanced Sensing Technology for Nondestructive Evaluation)
  • Review
  • Open Access
1,120 Citations
49,955 Views
36 Pages

Ultra Wideband Indoor Positioning Technologies: Analysis and Recent Advances

  • Abdulrahman Alarifi,
  • AbdulMalik Al-Salman,
  • Mansour Alsaleh,
  • Ahmad Alnafessah and ,
  • Suheer Al-Hadhrami,
  • Mai A. Al-Ammar and
  • Hend S. Al-Khalifa
  • + 2 authors+ 0 author

16 May 2016

In recent years, indoor positioning has emerged as a critical function in many end-user applications; including military, civilian, disaster relief and peacekeeping missions. In comparison with outdoor environments, sensing location information in in...

(This article belongs to the Special Issue Scalable Localization in Wireless Sensor Networks)
  • Article
  • Open Access
1,105 Citations
90,453 Views
23 Pages

DeepFruits: A Fruit Detection System Using Deep Neural Networks

  • Inkyu Sa,
  • Zongyuan Ge,
  • Feras Dayoub,
  • Ben Upcroft and ,
  • Tristan Perez and
  • Chris McCool
  • + 1 author+ 0 author

3 August 2016

This paper presents a novel approach to fruit detection using deep convolutional neural networks. The aim is to build an accurate, fast and reliable fruit detection system, which is a vital element of an autonomous agricultural robotic platform; it i...

(This article belongs to the Special Issue Vision-Based Sensors in Field Robotics)
  • Review
  • Open Access
1,101 Citations
48,278 Views
44 Pages

Infrared Thermography for Temperature Measurement and Non-Destructive Testing

  • Rubén Usamentiaga,
  • Pablo Venegas,
  • Jon Guerediaga,
  • Laura Vega and ,
  • Julio Molleda and
  • Francisco G. Bulnes
  • + 1 author+ 0 author

10 July 2014

The intensity of the infrared radiation emitted by objects is mainly a function of their temperature. In infrared thermography, this feature is used for multiple purposes: as a health indicator in medical applications, as a sign of malfunction in mec...

(This article belongs to the Special Issue State-of-the-Art Sensors Technology in Spain 2013)
  • Review
  • Open Access
1,090 Citations
59,782 Views
50 Pages

29 June 2009

Electronic-nose devices have received considerable attention in the field of sensor technology during the past twenty years, largely due to the discovery of numerous applications derived from research in diverse fields of applied sciences. Recent app...

(This article belongs to the Special Issue Pathogen Sensors)
  • Review
  • Open Access
1,084 Citations
62,148 Views
33 Pages

Gait Analysis Methods: An Overview of Wearable and Non-Wearable Systems, Highlighting Clinical Applications

  • Alvaro Muro-de-la-Herran,
  • Begonya Garcia-Zapirain and
  • Amaia Mendez-Zorrilla

19 February 2014

This article presents a review of the methods used in recognition and analysis of the human gait from three different approaches: image processing, floor sensors and sensors placed on the body. Progress in new technologies has led the development of...

(This article belongs to the Special Issue Wearable Gait Sensors)
  • Review
  • Open Access
1,062 Citations
77,090 Views
29 Pages

Gait Analysis Using Wearable Sensors

  • Weijun Tao,
  • Tao Liu,
  • Rencheng Zheng and
  • Hutian Feng

16 February 2012

Gait analysis using wearable sensors is an inexpensive, convenient, and efficient manner of providing useful information for multiple health-related applications. As a clinical tool applied in the rehabilitation and diagnosis of medical conditions an...

(This article belongs to the Section Physical Sensors)
  • Review
  • Open Access
  • Best Paper Award
1,059 Citations
125,743 Views
37 Pages

Sensor and Sensor Fusion Technology in Autonomous Vehicles: A Review

  • De Jong Yeong,
  • Gustavo Velasco-Hernandez,
  • John Barry and
  • Joseph Walsh

18 March 2021

With the significant advancement of sensor and communication technology and the reliable application of obstacle detection techniques and algorithms, automated driving is becoming a pivotal technology that can revolutionize the future of transportati...

(This article belongs to the Special Issue State-of-the-Art Sensors Technologies in Ireland 2020)
  • Article
  • Open Access
1,053 Citations
66,025 Views
27 Pages

UAV-YOLOv8: A Small-Object-Detection Model Based on Improved YOLOv8 for UAV Aerial Photography Scenarios

  • Gang Wang,
  • Yanfei Chen,
  • Pei An,
  • Hanyu Hong and ,
  • Jinghu Hu and
  • Tiange Huang
  • + 1 author+ 0 author

15 August 2023

Unmanned aerial vehicle (UAV) object detection plays a crucial role in civil, commercial, and military domains. However, the high proportion of small objects in UAV images and the limited platform resources lead to the low accuracy of most of the exi...

(This article belongs to the Section Internet of Things)
  • Review
  • Open Access
1,053 Citations
49,307 Views
34 Pages

A Review of Imaging Techniques for Plant Phenotyping

  • Lei Li,
  • Qin Zhang and
  • Danfeng Huang

24 October 2014

Given the rapid development of plant genomic technologies, a lack of access to plant phenotyping capabilities limits our ability to dissect the genetics of quantitative traits. Effective, high-throughput phenotyping platforms have recently been devel...

(This article belongs to the Collection Sensors in Agriculture and Forestry)
  • Review
  • Open Access
1,045 Citations
72,099 Views
43 Pages

16 August 2016

Remotely sensed data can reinforce the abilities of water resources researchers and decision makers to monitor waterbodies more effectively. Remote sensing techniques have been widely used to measure the qualitative parameters of waterbodies (i.e., s...

(This article belongs to the Section Remote Sensors)
  • Review
  • Open Access
1,037 Citations
56,936 Views
19 Pages

4 May 2010

Blood glucose monitoring has been established as a valuable tool in the management of diabetes. Since maintaining normal blood glucose levels is recommended, a series of suitable glucose biosensors have been developed. During the last 50 years, gluco...

(This article belongs to the Special Issue Glucose Sensors)
  • Article
  • Open Access
1,001 Citations
24,896 Views
34 Pages

23 January 2022

Optimization is an important and fundamental challenge to solve optimization problems in different scientific disciplines. In this paper, a new stochastic nature-inspired optimization algorithm called Pelican Optimization Algorithm (POA) is introduce...

(This article belongs to the Special Issue Nature-Inspired Algorithms for Sensor Networks and Image Processing)
  • Article
  • Open Access
992 Citations
54,073 Views
20 Pages

22 December 2017

In previous classification studies, three non-parametric classifiers, Random Forest (RF), k-Nearest Neighbor (kNN), and Support Vector Machine (SVM), were reported as the foremost classifiers at producing high accuracies. However, only a few studies...

(This article belongs to the Special Issue Analysis of Multispectral and Hyperspectral Data)
  • Review
  • Open Access
932 Citations
41,589 Views
14 Pages

10 September 2012

Accurate prediction of the adverse effects of test compounds on living systems, detection of toxic thresholds, and expansion of experimental data sets to include multiple toxicity end-point analysis are required for any robust screening regime. Alama...

(This article belongs to the Special Issue Bioassays)
  • Review
  • Open Access
916 Citations
54,998 Views
36 Pages

Surface Electromyography Signal Processing and Classification Techniques

  • Rubana H. Chowdhury,
  • Mamun B. I. Reaz,
  • Mohd Alauddin Bin Mohd Ali,
  • Ashrif A. A. Bakar and ,
  • Kalaivani Chellappan and
  • Tae G. Chang
  • + 1 author+ 0 author

17 September 2013

Electromyography (EMG) signals are becoming increasingly important in many applications, including clinical/biomedical, prosthesis or rehabilitation devices, human machine interactions, and more. However, noisy EMG signals are the major hurdles to be...

(This article belongs to the Special Issue Biomedical Sensors and Systems)
  • Review
  • Open Access
899 Citations
61,520 Views
17 Pages

20 August 2010

Characteristics of physical activity are indicative of one’s mobility level, latent chronic diseases and aging process. Accelerometers have been widely accepted as useful and practical sensors for wearable devices to measure and assess physical activ...

(This article belongs to the Special Issue Sensors in Biomechanics and Biomedicine)
  • Article
  • Open Access
892 Citations
45,408 Views
29 Pages

Non-Intrusive Load Monitoring Approaches for Disaggregated Energy Sensing: A Survey

  • Ahmed Zoha,
  • Alexander Gluhak,
  • Muhammad Ali Imran and
  • Sutharshan Rajasegarar

6 December 2012

Appliance Load Monitoring (ALM) is essential for energy management solutions, allowing them to obtain appliance-specific energy consumption statistics that can further be used to devise load scheduling strategies for optimal energy utilization. Fine-...

(This article belongs to the Special Issue Ubiquitous Sensing)
  • Review
  • Open Access
873 Citations
47,011 Views
41 Pages

A Review of Emotion Recognition Using Physiological Signals

  • Lin Shu,
  • Jinyan Xie,
  • Mingyue Yang,
  • Ziyi Li and ,
  • Zhenqi Li,
  • Dan Liao,
  • Xiangmin Xu and
  • Xinyi Yang
  • + 3 authors+ 0 author

28 June 2018

Emotion recognition based on physiological signals has been a hot topic and applied in many areas such as safe driving, health care and social security. In this paper, we present a comprehensive review on physiological signal-based emotion recognitio...

(This article belongs to the Special Issue New Trends in Psychophysiology and Mental Health)
  • Review
  • Open Access
872 Citations
37,164 Views
21 Pages

10 February 2012

Because of their small size, passive nature, immunity to electromagnetic interference, and capability to directly measure physical parameters such as temperature and strain, fiber Bragg grating sensors have developed beyond a laboratory curiosity and...

(This article belongs to the Special Issue Optical Fiber Sensors 2012)
  • Article
  • Open Access
870 Citations
18,528 Views
29 Pages

16 March 2017

The human body contains identity information that can be used for the person recognition (verification/recognition) problem. In this paper, we propose a person recognition method using the information extracted from body images. Our research is novel...

(This article belongs to the Special Issue Human Detection, Identification, and Recognition of Gesture and Behavior based on Thermal Camera)
  • Review
  • Open Access
862 Citations
87,599 Views
55 Pages

Machine Learning in Agriculture: A Comprehensive Updated Review

  • Lefteris Benos,
  • Aristotelis C. Tagarakis,
  • Georgios Dolias,
  • Remigio Berruto and ,
  • Dimitrios Kateris and
  • Dionysis Bochtis
  • + 1 author+ 0 author

28 May 2021

The digital transformation of agriculture has evolved various aspects of management into artificial intelligent systems for the sake of making value from the ever-increasing data originated from numerous sources. A subset of artificial intelligence,...

(This article belongs to the Collection Sensors and Robotics for Digital Agriculture)
  • Review
  • Open Access
858 Citations
73,133 Views
28 Pages

25 July 2018

Wearable Health Devices (WHDs) are increasingly helping people to better monitor their health status both at an activity/fitness level for self-health tracking and at a medical level providing more data to clinicians with a potential for earlier diag...

(This article belongs to the Special Issue Wearable Smart Devices)
  • Review
  • Open Access
856 Citations
36,120 Views
37 Pages

13 August 2013

Ultraviolet (UV) photodetectors have drawn extensive attention owing to their applications in industrial, environmental and even biological fields. Compared to UV-enhanced Si photodetectors, a new generation of wide bandgap semiconductors, such as (...

(This article belongs to the Special Issue Photodetectors)
  • Article
  • Open Access
854 Citations
46,245 Views
14 Pages

Analysis of the Accuracy and Robustness of the Leap Motion Controller

  • Frank Weichert,
  • Daniel Bachmann,
  • Bartholomäus Rudak and
  • Denis Fisseler

14 May 2013

The Leap Motion Controller is a new device for hand gesture controlled user interfaces with declared sub-millimeter accuracy. However, up to this point its capabilities in real environments have not been analyzed. Therefore, this paper presents a fir...

(This article belongs to the Section Physical Sensors)
  • Review
  • Open Access
844 Citations
35,404 Views
35 Pages

23 May 2016

The application of structural health monitoring (SHM) systems to civil engineering structures has been a developing studied and practiced topic, that has allowed for a better understanding of structures’ conditions and increasingly lead to a more cos...

(This article belongs to the Section Physical Sensors)
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