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Sensors2026, 26(21), 7065;https://doi.org/10.3390/s26217065 
(registering DOI)

8 November 2026

Reproducible EEG-based brain–computer interface (BCI) experiments require traceability from the configured protocol through runtime execution to acquisition context and, where relevant, the physical stimulus delivered to the participant. This s...

(This article belongs to the Special Issue Sensor-Based EEG Brain–Computer Interfaces: Technologies and Applications)
  • Article
  • Open Access

Vision-Guided Robotic Arm with Deep Learning and Secure Digital Twin for Pre-Deployment Quadruped Robot Operation

  • Shih-Hao Chang,
  • Minyechil Alehegn Tefera,
  • Jun-Ming Cheng,
  • Zhen-Cheng Li and ,
  • Ching-Yuan Chang,
  • Tzu-Hsiu Chang,
  • Tien-Fu Lu,
  • Pai-Yen Chen and
  • Chin-Sheng Chen
  • + 4 authors+ 0 author
Sensors2026, 26(21), 7064;https://doi.org/10.3390/s26217064 
(registering DOI)

8 November 2026

In this article, we propose a vision-guided robotic arm system that integrates deep learning, digital twin, and cybersecurity to enhance the maintenance of quadruped robots. The proposed system comprises two core components. (1) A YOLOv11-based objec...

(This article belongs to the Special Issue New Trends in Robot Vision Sensors and System)
  • Article
  • Open Access
Sensors2026, 26(21), 7063;https://doi.org/10.3390/s26217063 
(registering DOI)

8 November 2026

This study presents a model-based feedforward method for reducing velocity errors during the vertical travel of a magnetically coupled wall-climbing robot. Permanent magnets on opposite sides of the wall maintain magnetic coupling, while a spring-pre...

(This article belongs to the Special Issue Dynamics and Control System Design for Robotics: 2nd Edition)
  • Article
  • Open Access

Low-Temperature Al-Migration Module for SACM Ge-on-Si Photodiodes

  • Lovro Marković,
  • Tihomir Knežević,
  • Lis K. Nanver,
  • Ivan Berdalović and ,
  • Asma Attariabad and
  • Tomislav Suligoj
  • + 1 author+ 0 author
Sensors2026, 26(21), 7062;https://doi.org/10.3390/s26217062 
(registering DOI)

8 November 2026

A low-temperature post-processing Al-migration module is used to achieve separate absorption, charge, and multiplication (SACM) functionality in vertical Ge-on-Si photodiodes without dedicated charge-layer formation by implantation or epitaxy. During...

(This article belongs to the Section Optical Sensors)
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  • Open Access
Sensors2026, 26(21), 7061;https://doi.org/10.3390/s26217061 
(registering DOI)

8 November 2026

Short-term outages of real-time state space representation (SSR) products degrade precise point positioning (PPP) accuracy. We propose a multi-GNSS PPP stochastic model refinement method based on historical statistics of additional signal-in-space ra...

(This article belongs to the Special Issue Advances in GNSS Signal Processing and Navigation—Third Edition)
  • Review
  • Open Access
Sensors2026, 26(21), 7060;https://doi.org/10.3390/s26217060 
(registering DOI)

8 November 2026

Carbon nanotube (CNT) biosensors offer sensitive electrical and near-infrared optical readouts, yet performance in defined buffers does not necessarily translate to reliable measurements in complex biological media. Ionic screening, nonspecific adsor...

(This article belongs to the Special Issue Sensors and Actuators for Lab-on-Chip Applications)
  • Feature Paper
  • Article
  • Open Access

Leakage-Controlled Deep Learning for Multi-Analyte Classification and Quantification in Fast-Scan Cyclic Voltammetry

  • Navoda Udawaththa,
  • Parth Ganeriwala,
  • Khan Mohammad Al Farabi,
  • Brianna Romero and ,
  • Siddhartha Bhattacharyya and
  • Pavithra Pathirathna
  • + 1 author+ 0 author
Sensors2026, 26(21), 7059;https://doi.org/10.3390/s26217059 
(registering DOI)

8 November 2026

Fast-scan cyclic voltammetry (FSCV) is a widely used electrochemical technique for real-time monitoring of neurotransmitters; however, quantitative interpretation remains dependent on calibration curves generated in simplified in vitro environments t...

(This article belongs to the Special Issue Electrochemical Sensing and Biosensing: Innovations, Challenges and Applications)
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  • Open Access
Sensors2026, 26(21), 7058;https://doi.org/10.3390/s26217058 
(registering DOI)

8 November 2026

The Internet of Underwater Things (IoUT) supports marine applications such as environmental monitoring, offshore exploration, disaster prevention, and underwater infrastructure inspection. However, limited acoustic bandwidth, long propagation delays,...

(This article belongs to the Section Sensor Networks)
  • Article
  • Open Access
Sensors2026, 26(21), 7054;https://doi.org/10.3390/s26217054 
(registering DOI)

8 November 2026

Remote micro-deformation monitoring of large structures and geological hazards presents significant challenges for conventional phase-interferometric radar due to limitations in range, transmitter leakage, and multi-target identification. This study...

(This article belongs to the Section Radar Sensors)
  • Article
  • Open Access
Sensors2026, 26(21), 7056;https://doi.org/10.3390/s26217056 
(registering DOI)

8 November 2026

Part annotation of 3D objects is important for part-level analysis, but local geometric evidence may not determine a unique semantic label. We propose an ontology-based annotation refinement framework that represents multiple semantic interpretations...

(This article belongs to the Section Intelligent Sensors)
  • Communication
  • Open Access

Contact Mapping Using a Low-Cost Velostat Sensor Array in a Synthetic Ankle Model

  • Rafael Claramunt,
  • Camilla Laturra,
  • Antonio Ros and
  • Pier Paolo Valentini
Sensors2026, 26(21), 7057;https://doi.org/10.3390/s26217057 
(registering DOI)

8 November 2026

Estimating joint pressure distribution is crucial for understanding how pathologies disrupt natural biomechanics and for optimizing rehabilitation outcomes. While numerous computational, cadaveric, and “in vivo” studies have investigated...

(This article belongs to the Special Issue Sensors for Biomechanical and Rehabilitation Engineering)
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  • Open Access
Sensors2026, 26(21), 7055;https://doi.org/10.3390/s26217055 
(registering DOI)

8 November 2026

The widespread use of small unmanned aerial vehicles (UAVs) has increased the need for reliable short-range detection in complex environments. Interactions between the vehicle surface, air, and suspended particles can accumulate charge and generate a...

(This article belongs to the Section Physical Sensors)
  • Article
  • Open Access
Sensors2026, 26(21), 7053;https://doi.org/10.3390/s26217053 
(registering DOI)

8 November 2026

To overcome the low accuracy and inefficiency of the conventional influence coefficient method for micromotor rotor balancing, this paper proposes a rotor unbalance identification approach based on a long short-term memory (LSTM) neural network. Synt...

(This article belongs to the Special Issue Sensor-Based Fault Diagnosis and Prognosis)
  • Review
  • Open Access

Methods for Estimating Human Joint and Endpoint Stiffness

  • Salvatore Maria Li Gioi,
  • Francesca Cordella and
  • Loredana Zollo
Sensors2026, 26(21), 7052;https://doi.org/10.3390/s26217052 
(registering DOI)

7 November 2026

Mechanical stiffness is the displacement-dependent component of mechanical impedance. In joint coordinates, it describes the local mapping from small angular displacements to changes in joint torque; when using Cartesian coordinates, endpoint stiffne...

(This article belongs to the Section Wearables)
  • Article
  • Open Access

Joint-Gated Continual Learning for Roadheader-Mounted Millimeter-Wave Radar Range Prediction in a Coal Mine

  • Xinzhi Li,
  • Jianhong Zhao,
  • Pengfei Xu,
  • Jing Zhao and ,
  • Pengxu Chen and
  • Xinhua Feng
  • + 1 author+ 0 author
Sensors2026, 26(21), 7051;https://doi.org/10.3390/s26217051 
(registering DOI)

7 November 2026

Coal-mine excavation generates dust and water mist that impair optical sensing; millimeter-wave radar supports surrounding-range perception for assisted autonomous guidance, while changing conditions can cause predictor mismatch and unfavorable onlin...

(This article belongs to the Section Radar Sensors)
  • Article
  • Open Access

GlassPlane-SLAM: Glass-Plane-Aware RGB-D SLAM for Improved Localization in Glass Environments

  • Ziquan Wang,
  • Zeyuan Chen,
  • Souta Takahashi,
  • Masahiko Mikawa and
  • Makoto Fujisawa
Sensors2026, 26(21), 7050;https://doi.org/10.3390/s26217050 
(registering DOI)

7 November 2026

RGB-D simultaneous localization and mapping (SLAM) remains challenging in glass-rich environments with many glass walls and windows because depth measurements in glass regions are often missing, incorrect, or associated with background surfaces. Exis...

(This article belongs to the Special Issue Simultaneous Localization and Mapping (SLAM) and Artificial Intelligence (AI)-Based Localization for Positioning Applications and Mobile Robot Navigation: Third Edition)
  • Article
  • Open Access

Feature-Level Decoupling of Reinforced-Concrete Parameters from Sparse MFL Data via Three-Layer Sensing

  • Paweł Karol Frankowski,
  • Cindy Almosura Lasco,
  • Alan Karl Syting Gatdula,
  • Marcin Mąka and ,
  • Ryszard Daniel Ziętek,
  • Radosław Gordon,
  • Paweł Owczarek,
  • Patryk Pocheć,
  • Tomasz Stawicki and
  • Sebastian Matysik
  • + 5 authors+ 0 author
Sensors2026, 26(21), 7049;https://doi.org/10.3390/s26217049 
(registering DOI)

7 November 2026

This methodological paper presents a data-efficient, explainable artificial intelligence (XAI) pipeline for non-destructive testing (NDT) of reinforced concrete (RC) under sparse-data conditions, addressing three closely connected challenges: cross-p...

(This article belongs to the Special Issue Recent Trends and Advances in Magnetic Sensors)
  • Article
  • Open Access
Sensors2026, 26(21), 7046;https://doi.org/10.3390/s26217046 
(registering DOI)

7 November 2026

When a mobile robot shares space with people, it should keep extra distance from them rather than treat them as ordinary obstacles. This study proposes a human-aware navigation method that detects a person by fusing a low-cost monocular RGB camera wi...

(This article belongs to the Special Issue Intelligent Robotic Systems: Integration of Perception, Calibration, and Adaptive Control)
  • Article
  • Open Access
Sensors2026, 26(21), 7048;https://doi.org/10.3390/s26217048 
(registering DOI)

7 November 2026

Residual tension in tendons embedded in prestressed concrete girders cannot be measured with conventional elasto-magnetic sensors, because those sensors encircle the strand and must be installed before casting. This article evaluates a system that ma...

(This article belongs to the Section Sensors Development)
  • Article
  • Open Access
Sensors2026, 26(21), 7045;https://doi.org/10.3390/s26217045 
(registering DOI)

7 November 2026

Automatic modulation recognition (AMR) is essential for spectrum sensing and non-cooperative wireless monitoring. Although multi-scale temporal representations provide complementary information from received in-phase and quadrature (I/Q) signals, the...

(This article belongs to the Special Issue Intelligent Signal Processing Techniques for Wireless Communications)
  • Article
  • Open Access
Sensors2026, 26(21), 7047;https://doi.org/10.3390/s26217047 
(registering DOI)

7 November 2026

Disaster-related social media posts combine images and text, but the benefits of large language model (LLM)-derived representations for crisis classification remain uncertain. We evaluate three pretrained vision–language pipelines—CLIP, L...

(This article belongs to the Special Issue Sensor Based Computer Vision for Safety and Health Monitoring in Disaster Risk Management)
  • Article
  • Open Access

Compact Tactile Representations in Texture Classification

  • Frederico Luiz Martins de Sousa,
  • Aref Sayareh,
  • Mateus Nazario Coelho,
  • Mateus Coelho Silva and ,
  • Thiago Eustaquio Alves de Oliveira,
  • Amilcar Soares Junior and
  • Vinicius Prado da Fonseca
  • + 2 authors+ 0 author
Sensors2026, 26(21), 7044;https://doi.org/10.3390/s26217044 
(registering DOI)

7 November 2026

Robotic tactile perception benefits from short interactions and compact feature representations. This study investigates whether nine-channel magnetic, angular-rate, and gravity (MARG) signals can be fused for texture classification using shortened s...

(This article belongs to the Special Issue Next-Generation Flexible and Tactile Sensors: Materials, Mechanisms, and Applications)
  • Article
  • Open Access

Adaptive Studentized Multi-Kernel MMD for Cross-Condition Machinery Fault Diagnosis

  • Shiqian Wu,
  • Weiming Zhang,
  • Yurui Sang,
  • Minghui Guo and ,
  • Yuchen Lu and
  • Yuxuan Zhang
  • + 1 author+ 0 author
Sensors2026, 26(21), 7043;https://doi.org/10.3390/s26217043 
(registering DOI)

7 November 2026

This study proposes adaptive Studentized multi-kernel maximum mean discrepancy (MMD) for cross-condition machinery fault diagnosis. To account for sampling variation in mini-batch alignment, the multi-kernel MMD objective is normalized by empirical v...

(This article belongs to the Section Fault Diagnosis & Sensors)
  • Article
  • Open Access
Sensors2026, 26(21), 7041;https://doi.org/10.3390/s26217041 
(registering DOI)

7 November 2026

Direction-of-arrival (DoA) estimation degrades under low signal-to-noise ratio, coherent multipath, and array imperfections. Coherent replicas are especially damaging because they collapse the rank of the signal covariance. We propose ReconUNet, a U-...

(This article belongs to the Section Radar Sensors)
  • Article
  • Open Access
Sensors2026, 26(21), 7042;https://doi.org/10.3390/s26217042 
(registering DOI)

7 November 2026

Ultrasound computed tomography provides speed-of-sound (SoS) images that complement conventional pulse–echo ultrasound, but estimating spatial acoustic structure from transmission data remains computationally demanding. We investigate a physics...

(This article belongs to the Section Biomedical Sensors)
  • Article
  • Open Access

Evaluating SegFormer and U-Net for Real-Time Sensor-Based Sorting: From Semantic Segmentation to Sorting

  • Lukas Roming,
  • Felix Lehnerer,
  • Jürgen Hock,
  • Kevin Liang and ,
  • Josua Ehret,
  • Tridib Ghosh,
  • Georg Maier,
  • Thomas Längle,
  • Jürgen Beyerer and
  • Michael Heizmann
  • + 5 authors+ 0 author
Sensors2026, 26(21), 7040;https://doi.org/10.3390/s26217040 
(registering DOI)

7 November 2026

Conventional sensor-based sorting systems often rely on handcrafted image-processing features, which are highly task-specific, require expert knowledge, and are difficult to transfer to new sorting tasks. In contrast, deep learning enables automated...

(This article belongs to the Special Issue Advanced Sensor-Based Sorting & Control: Perspectives and Potentials for Securing Valuable Raw Materials)
  • Article
  • Open Access

Voronoi-Based Heuristic Algorithms for Speed Camera Location Considering Area-Wide Influence

  • Sebastian Fuenzalida de Regil,
  • Wilfredo Yushimito and
  • Sebastian Moreno
Sensors2026, 26(21), 7039;https://doi.org/10.3390/s26217039 
(registering DOI)

7 November 2026

Speed cameras are typically placed at high-crash locations to deter speeding. However, their deterrent effect extends beyond the installation site, as drivers moderate their speed in surrounding areas through halo and spillover effects. This study fo...

(This article belongs to the Special Issue Sensors and Systems for Automotive and Road Safety —Third Edition)
  • Article
  • Open Access

In-Line Defect Detection on Painted Surfaces in Motion Using Template Matching

  • Rodrigo Rito,
  • Ana M. Rocha,
  • João Fontoura,
  • Luis Rino and
  • Paulo Antunes
Sensors2026, 26(21), 7038;https://doi.org/10.3390/s26217038 
(registering DOI)

7 November 2026

Quality control of exterior surfaces, particularly painted finishes, is a determining factor in the perceived quality of a device, which impacts the purchasing decision. Automating this process reduces potential human mistakes and improves efficiency...

(This article belongs to the Special Issue Sensing and Imaging for Defect Detection: 3rd Edition)
  • Article
  • Open Access
Sensors2026, 26(21), 7037;https://doi.org/10.3390/s26217037 
(registering DOI)

6 November 2026

The right ventricular outflow tract (RVOT) is an anatomically complex and spatially variable cardiac region that is difficult to characterise using isolated manual measurements. Although three-dimensional reconstruction techniques enable detailed vis...

(This article belongs to the Special Issue Advanced Medical Sensing and Intelligent Processing for Precision Medicine and Clinical Decision Support)
  • Article
  • Open Access
Sensors2026, 26(21), 7036;https://doi.org/10.3390/s26217036 
(registering DOI)

6 November 2026

Overtaking planning and decision-making are central to performance in autonomous racing. Limited maneuvering space on narrow closed circuits makes high-speed overtaking difficult and increases the risk of failed overtaking attempts and collisions. To...

(This article belongs to the Section Vehicular Sensing)
  • Article
  • Open Access
Sensors2026, 26(21), 7035;https://doi.org/10.3390/s26217035 
(registering DOI)

6 November 2026

Resistive switching devices are attractive candidates for nonvolatile memory and sensory information storage in intelligent sensor nodes, but their use near sensors remains limited by switching variability and resistance state instability. In this wo...

(This article belongs to the Section Electronic Sensors)
  • Article
  • Open Access

UAV-Based Person Detection with Frame and Event Sensors: A Model–Platform Case Study on Jetson Orin Nano and BrainChip AKD1000 Neuromorphic Hardware

  • Fernando Palacios,
  • Ana Redondo Rodriguez,
  • Hélder Rodríguez,
  • Salvador Domínguez-Durante and ,
  • Daniel Sanz-Merodio and
  • Miguel López
  • + 1 author+ 0 author
Sensors2026, 26(21), 7034;https://doi.org/10.3390/s26217034 
(registering DOI)

6 November 2026

Detecting people from unmanned aerial vehicles (UAVs) in coastal environments is challenging because targets are often small, distant, and observed against complex backgrounds. This case study presents an application-driven system-level comparison of...

(This article belongs to the Special Issue Event-Based Vision Technology: From Imaging to Perception and Control)
  • Article
  • Open Access

FAST-GC: A Fully Adaptive Self-Tuning Ground Classification Algorithm for Multi-Platform LiDAR Sensors

  • Nadeem Fareed,
  • Izaya Numata,
  • Carlos Alberto Silva and
  • Susan J. Prichard
Sensors2026, 26(21), 7032;https://doi.org/10.3390/s26217032 
(registering DOI)

6 November 2026

Ground-point classification (GPC) is essential for light detection and ranging (LiDAR)-derived terrain and vegetation products, yet most of the well-established GPC algorithms often require parameter calibration across varying terrain, vegetation, po...

(This article belongs to the Special Issue Image Processing and Analysis in Sensor-Based Object Detection)
  • Article
  • Open Access
Sensors2026, 26(21), 7033;https://doi.org/10.3390/s26217033 
(registering DOI)

6 November 2026

Discrepancies between geometric priors and LiDAR observations can limit pose tracking of non-cooperative targets. This paper proposes online reference template adaptation that incorporates observations selected through registration-quality, incident-...

(This article belongs to the Section Radar Sensors)
  • Article
  • Open Access
Sensors2026, 26(21), 7031;https://doi.org/10.3390/s26217031 
(registering DOI)

6 November 2026

Modernized equipment features a multi-component structure, which is characterized by complex degradation behaviors, noisy monitoring measurements, and considerable uncertainty in life prediction, making accurate remaining useful life (RUL) forecastin...

(This article belongs to the Special Issue Artificial Intelligence and Machine Learning for Structural Health Monitoring and Nondestructive Evaluation)
  • Article
  • Open Access

Breaking the Pneumatic Barrier: Optimal Control of Mechanically Actuated 2D Grids for High-Throughput, Energy-Efficient Sensor-Based Sorting

  • Marcel Reith-Braun,
  • Felix Kronenwett,
  • Preetham Suresh,
  • Georg Maier and ,
  • Harald Kruggel-Emden,
  • Thomas Längle,
  • Jürgen Beyerer,
  • Florian Pfaff and
  • Uwe D. Hanebeck
  • + 4 authors+ 0 author
Sensors2026, 26(21), 7030;https://doi.org/10.3390/s26217030 
(registering DOI)

6 November 2026

Pneumatic ejection has dominated sensor-based sorting for decades, yet diffuse air jets cause bycatch at high mass throughput, and compressed-air generation accounts for a large share of operating cost. We propose (i) a grid-based sorting architectur...

(This article belongs to the Special Issue Advanced Sensor-Based Sorting & Control: Perspectives and Potentials for Securing Valuable Raw Materials)
  • Article
  • Open Access
Sensors2026, 26(21), 7029;https://doi.org/10.3390/s26217029 
(registering DOI)

6 November 2026

Wearable gait assessment using foot-mounted inertial measurement units (IMUs) can extend mobility evaluation beyond the laboratory, but performance is limited by integration drift, magnetic disturbances, and gait event detection sensitivity during ou...

(This article belongs to the Special Issue AI-Enabled Sensor Technologies for Gait and Posture Recognition: Methods, Applications, and Future Directions)
  • Article
  • Open Access
Sensors2026, 26(21), 7028;https://doi.org/10.3390/s26217028 
(registering DOI)

6 November 2026

Reliable short-term wind power forecasts are difficult to obtain because power records are strongly non-stationary and hybrid networks are highly sensitive to parameter choices. This study proposes a Pearson–HOA–VMD–CNN–iTrans...

(This article belongs to the Special Issue Deep Learning for Perception and Recognition Based on Sensor Data: Methods and Applications, 2nd Edition)
  • Article
  • Open Access
Sensors2026, 26(21), 7027;https://doi.org/10.3390/s26217027 
(registering DOI)

6 November 2026

As a prevalent meteorological hazard across China, severe thunderstorm winds originate directly from storm cells. With the dense networking of Doppler weather radars in recent years, networked radar observations have become an essential technical sup...

(This article belongs to the Special Issue Remote Sensors for Climate Observation and Environment Monitoring)
  • Article
  • Open Access
Sensors2026, 26(21), 7026;https://doi.org/10.3390/s26217026 
(registering DOI)

6 November 2026

MedROAD V3 is a real-time FHIR R4 streaming platform that turns clinical sensor streams into calibrated deterioration risk, evaluated retrospectively on a cardiac ICU cohort. FHIR event sourcing, Kafka and Faust assemble an 86-element feature vector...

(This article belongs to the Special Issue AI in Sensor-Based E-Health, Wearables and Assisted Technologies)
  • Article
  • Open Access

Deep Multimodal Sensor Fusion for Lane-Level Traffic Speed Estimation

  • Kang In Choi,
  • Eun Hak Lee,
  • Seo Jeong Kim,
  • Chang Ho Yu and ,
  • Youngsun Hong and
  • Sunghwan Jeong
  • + 1 author+ 0 author
Sensors2026, 26(21), 7024;https://doi.org/10.3390/s26217024 
(registering DOI)

6 November 2026

This study develops a deep multimodal learning framework for lane-level traffic-speed estimation using five sensing sources: vehicle detection systems (VDS), closed-circuit television (CCTV), light detection and ranging (LiDAR), remote traffic microw...

(This article belongs to the Section Physical Sensors)
  • Article
  • Open Access
Sensors2026, 26(21), 7025;https://doi.org/10.3390/s26217025 
(registering DOI)

6 November 2026

The Eclipse Arrowhead Framework provides a service-oriented architecture for distributed industrial automation through service discovery, authorization, orchestration, and quality-of-service-aware service selection. While the framework formally defin...

(This article belongs to the Special Issue Feature Papers in the Internet of Things Section 2026)
  • Article
  • Open Access

6 November 2026

Internet of Things (IoT) and Internet of Medical Things (IoMT) sensor deployments are pushing security decision-making from centralised servers towards resource-constrained edge gateways, where heavyweight deep learning detectors exceed the available...

(This article belongs to the Special Issue Advances in Intrusion Detection for IoT Sensor Networks)
  • Article
  • Open Access

6 November 2026

Hybrid inertial navigation systems (HINSs) integrate physical, stabilized platforms, strapdown attitude algorithms, and rotation modulation technology, offering unique performance advantages. However, the non-ideal orthogonality of the gimbal frames...

(This article belongs to the Collection Navigation Systems and Sensors)
  • Article
  • Open Access

A Deep Learning-Based Denoising Method for Airborne Electromagnetic Data

  • Yuhang Li,
  • Chong Zhang,
  • Wei Huang and
  • Qingtian Lü

6 November 2026

Airborne electromagnetic (AEM) measurements are vulnerable to mixed environmental noise, and rapid signal decay hampers weak transient recovery. We propose WL-CNN-BiLSTM, integrating dual-stage wavelet filtering, parallel multi-scale convolutions, re...

(This article belongs to the Section Physical Sensors)
  • Article
  • Open Access

6 November 2026

Moisture-induced deformation, cracking, and biological deterioration threaten wooden cultural heritage, making reliable, nondestructive moisture assessment essential for preventive conservation. The microwave method has been recognized as an emerging...

(This article belongs to the Special Issue Defect Detection Based on Vision Sensors)
  • Article
  • Open Access

Low-Light Image Enhancement Guided by Hybrid Explicit-Implicit Semantics

  • Zanhao Liang,
  • Ruixiao Huang,
  • Xuhui Ma and
  • Binbing Liu

6 November 2026

Low-light image enhancement (LLIE) is fundamentally a restoration problem rather than a brightness adjustment task, as it aims to recover the underlying scene information from images captured under low signal-to-noise ratio conditions. However, most...

(This article belongs to the Special Issue Machine Learning in Image/Video Processing and Sensing)
  • Article
  • Open Access

6 November 2026

Public Snap Map activity, a short-lived stream of stories pinned to places, can serve as an opportunistic urban sensor, and this study measures what it reports and what it requires to report reliably. From more than 1.18 million public snaps collecte...

(This article belongs to the Section Sensor Networks)
  • Article
  • Open Access

Cross-Layer BLE Device-Type Identification via Locality-Sensitive Hashing for IoT Security

  • Chaimae Saadouni,
  • Saad El Jaouhari,
  • Nouredine Tamani,
  • Lina Mroueh and
  • Soumia Ziti

6 November 2026

Bluetooth Low Energy (BLE) devices are ubiquitous across consumer, industrial, and healthcare IoT ecosystems, yet their resource-constrained nature typically precludes conventional cryptographic authentication, leaving device identification as a secu...

(This article belongs to the Special Issue Cybersecurity for Internet of Things Devices in Sensors)
  • Article
  • Open Access

Data-Driven Calibration and Reference-Free Drift Detection for Multi-Modal Sensor Systems

  • Kishor Arvind Mohandas Sivakumar,
  • Laurent Segers,
  • Bruno da Silva,
  • Argha Sen and ,
  • Sujay Narayana and
  • R. R. Venkatesha Prasad
  • + 1 author+ 0 author

6 November 2026

Low-cost multi-modal sensors make high-resolution exposomic and urban-health monitoring affordable, but their data are only as useful as they are trustworthy. Measurement bias, cross-sensitivity, temporal drift and domain shift between devices and si...

(This article belongs to the Section Environmental Sensing)
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