Skip to Content

Most Recent

  • Article
  • Open Access
Sensors2026, 26(19), 6027;https://doi.org/10.3390/s26196027 
(registering DOI)

23 September 2026

Global Navigation Satellite Systems (GNSSs) are widely used in daily life, and the popularity of GNSS-based applications has triggered concerns about the potential vulnerabilities of GNSS. One of the major threats is the spoofing signal, and localizi...

(This article belongs to the Topic Navigation and Positioning System: Opportunities and Obstacles)
  • Article
  • Open Access
Sensors2026, 26(19), 6026;https://doi.org/10.3390/s26196026 
(registering DOI)

23 September 2026

Recognizing cotton pests and diseases from field-captured images remains challenging due to subtle symptoms, complex backgrounds, high intra-class variation, and considerable variation in symptom scale. This study proposes IFMA-Net, a ResNet-50-based...

(This article belongs to the Section Smart Agriculture)
  • Article
  • Open Access
Sensors2026, 26(19), 6025;https://doi.org/10.3390/s26196025 
(registering DOI)

23 September 2026

Cooperative perception can improve the situational awareness of connected and autonomous vehicles by exchanging complementary sensing information among nearby agents. However, systematic multi-vehicle cooperation also increases vehicle-to-everything...

(This article belongs to the Special Issue Advanced Sensor Network Technologies for Intelligent Transportation and Connected Vehicles)
  • Article
  • Open Access

An IMM Extension of RBPMF for Terrain-Referenced Navigation Under Radar Return Ambiguity

  • Kyung Jun Han,
  • Chang-Ky Sung,
  • ByungSu Park,
  • Taeyun Kim and
  • Chan Gook Park
Sensors2026, 26(19), 6024;https://doi.org/10.3390/s26196024 
(registering DOI)

23 September 2026

Terrain-referenced navigation (TRN) relies on nonlinear terrain matching, which can produce multimodal position uncertainty that should be retained during estimation. Accuracy can deteriorate when the relative probabilities of ground and canopy retur...

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

23 September 2026

Mission-critical Internet of Things (MC-IoT) applications, such as remote surgery, autonomous drone swarms, industrial safety monitoring, etc., have ultra-stringent requirements for reliability (99.999%), latency (sub-millisecond) and inter-slice iso...

(This article belongs to the Special Issue Sensor-Based IoT Systems: Edge Intelligence, Trust Management, and Applications)
  • Article
  • Open Access

Growth-Temperature-Dependent Synaptic Plasticity in ALD-ZnO Optoelectronic Synaptic Devices on Polyimide Substrates

  • JunHyeong Park,
  • JungBeen Cho,
  • SeungMin Song,
  • Seyeon Tak,
  • Yoon Seok Kim and
  • Sung-Nam Lee

23 September 2026

Flexible Al/ZnO/Al optoelectronic synaptic devices were fabricated on flexible polyimide (PI) substrates using ZnO thin films deposited by atomic layer deposition (ALD) at growth temperatures ranging from 90 to 145 °C. The effects of growth tempe...

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

23 September 2026

Infrared thermal imaging is widely used for industrial fault diagnosis because it enables non-contact measurements and reveals temperature anomalies. However, detector nonuniformity degrades image quality and can affect subsequent analysis. Existing...

(This article belongs to the Topic AI and Data-Driven Advancements in Industry 4.0, 2nd Edition)
  • Article
  • Open Access

23 September 2026

(1) Background: A wildfire smoke detector’s practical worth is counted in minutes, not percentage points: an alarm raised ten minutes after ignition is worth far less than one raised at two, whatever the two systems’ frame-level scores su...

(This article belongs to the Special Issue Sensor-Based Systems for Environmental Monitoring and Assessment)
  • Review
  • Open Access

23 September 2026

Photonic sensing encompasses technologies at markedly different levels of maturity. Fiber-optic sensing systems are already widely deployed in infrastructure, energy, transportation, and industrial monitoring, whereas many integrated biosensors and p...

(This article belongs to the Special Issue Editorial Board Members’ Collection Series: Optoelectronic Sensing and Measurement Techniques)
  • Article
  • Open Access

23 September 2026

In situ measurement of deep-sea nitrate concentration is of significant importance for marine environmental monitoring and management. Nitrate sensors based on ultraviolet (UV) spectrophotometry, featuring simple, rapid, and reagent-free detection, a...

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

Multi-Core-Fiber-Enabled Integrated Communication and Discrete Sensing in Smart Cable Systems: Experimental Demonstration

  • Xinyi Xie,
  • Hao Wu,
  • Yucheng Fan,
  • Yixin Gao,
  • Songyi Zhang,
  • Guoxiang Xu,
  • Cheng Yang,
  • Siyuan Wang,
  • Rendong Xu and
  • Biao Huang

23 September 2026

Smart cables extend submarine communication infrastructure toward marine environmental sensing and sensing-data backhaul. This paper investigates a multi-core fiber (MCF)-based prototype in which high-speed communication traffic and discrete-sensor d...

(This article belongs to the Special Issue Distributed Sensors: Development and Applications)
  • Article
  • Open Access

23 September 2026

Mutual coupling among array receiving antennas in passive detection systems can introduce amplitude and phase inconsistencies between antenna elements. The resulting amplitude and phase errors across receiving channels not only affect the spectral pe...

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

23 September 2026

To address the insufficient discriminative capability of features and the susceptibility to mismatches under noise in conventional geometric-feature-based star identification algorithms, this paper proposes a polygon-based star identification algorit...

(This article belongs to the Section Sensing and Imaging)
  • Article
  • Open Access

23 September 2026

With the rapid advancement of network technology and the Internet of Things (IoT), massive, high-dimensional traffic data pose significant challenges to Network Intrusion Detection Systems (NIDS). Existing deep learning methods face two major limitat...

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

23 September 2026

Automatic container-number recognition in land-port yards is challenged by clutter, illumination changes, scale variation, surface wear, and character distortion. This paper proposes a two-stage detection–cropping–recognition framework co...

(This article belongs to the Section Sensing and Imaging)
  • Article
  • Open Access

Hybrid Deep Learning Neural Networks for Small-Molecule Organic Amine Gas Recognition and Prediction Based on MOS Sensor Array

  • Xinglei Zhao,
  • Chenjun Ning,
  • Wenqi Fan,
  • Chen Chen,
  • Shanshan Li,
  • Jiale Zheng and
  • Lei Li

23 September 2026

Carbon capture, utilization and storage (CCUS) is a critical technology for the fossil energy industry to achieve the dual carbon goals. Organic amine-based absorption methods, represented by mono-ethanolamine (MEA), methyl-diethanolamine (MDEA) and...

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

Multichannel Polysomnographic Sensor Fusion for Automatic Sleep Stage Classification

  • Simone Mari,
  • Lorenzo Di Vaira,
  • Giovanni Bucci,
  • Fabrizio Ciancetta and
  • Edoardo Fiorucci

23 September 2026

Automatic sleep stage classification can reduce the burden of manual polysomnographic scoring, but reliable models must account for heterogeneous physiological signals, temporal dependencies, and severe class imbalance. This study presents a dual-str...

(This article belongs to the Special Issue Advances in Sensing Technologies for Sleep Monitoring)
  • Article
  • Open Access

Stable Observation Generation of Retroreflective Landmarks for Utility-Tunnel Inspection Robots

  • Jicong Wang,
  • Hongpeng Li,
  • Jianhua Zhang,
  • Siyuan Chen,
  • Lihui Xu,
  • Min Xie,
  • Yue Long and
  • Jiangpeng Shu

23 September 2026

Utility tunnels are narrow, repetitive, and GNSS-denied, while reflective infrastructure can create false landmark detections. This paper presents a lightweight observation method for low-cost retroreflective landmarks on inspection robots. The first...

(This article belongs to the Section Sensors and Robotics)
  • Review
  • Open Access

TiO2–Carbon Nanotube Hybrid Gas Sensors: From Interfacial Mechanisms and Architectures to Performance Benchmarking and Design Rules

  • Marciano Sánchez Tizapa,
  • Miriam Tostado Plascencia,
  • Alejandra Carreon-Alvarez,
  • Héctor Huerta Ávila and
  • Rocío Castañeda Valderrama

23 September 2026

TiO2–carbon nanotube (TiO2–CNT) hybrids are promising gas-sensor platforms because they combine the chemically active and photoresponsive surface of TiO2 with the high conductivity and interfacial sensitivity of CNT networks. Yet cross-st...

(This article belongs to the Special Issue Chemical Sensors—Recent Advances and Future Challenges 2026)
  • Article
  • Open Access

Field-Scale Estimation of Maize Leaf Area Index from UAV Multispectral Imagery Using Compact Spectral and Texture Predictors

  • Yu Zhang,
  • Yanying Bai,
  • Hongxin Li,
  • Yang Xu,
  • Zimao Chen,
  • Jiahua Yan and
  • Yongmei Wang

22 September 2026

Leaf area index (LAI) is an important indicator of canopy development and is widely used for crop diagnosis and field-scale monitoring. We developed a UAV multispectral approach to estimate and map maize LAI in Tumed Right Banner, Inner Mongolia, Chi...

(This article belongs to the Special Issue Sensors and Data-Driven Precision Agriculture—Second Edition)
  • Article
  • Open Access

22 September 2026

Identifying seated balance control may contribute to estimation of time delay and evaluation of vestibular weighting. However, few practical methods exist for measuring seated body motion or identifying seated balance control. This study aimed to est...

(This article belongs to the Special Issue Sensors and Signal Processing Techniques for Non-Invasive Health Monitoring)
  • Article
  • Open Access

Cable Defect Detection Using an Improved RT-DETR Model

  • Ziwei Yi,
  • Ying Fu,
  • Hua Xiang and
  • Tongxi Wang

22 September 2026

Small defect targets and complex backgrounds in transmission-line inspection images can limit detection accuracy, and existing detection models often incur substantial computational cost. To address these issues, this study proposes a cable defect de...

(This article belongs to the Section Sensing and Imaging)
  • Article
  • Open Access

22 September 2026

AUTOSAR Secure Onboard Communication (SecOC) protects in-vehicle messages through authentication, freshness verification, and application-delivery gating, but deployment security also depends on configuration and receiver-state handling. This paper p...

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

22 September 2026

Partial indoor point clouds acquired by light detection and ranging (LiDAR) are frequently affected by occlusion, restricted viewpoints, and non-uniform sampling, making it difficult to recover complete scene geometry while preserving the semantics o...

(This article belongs to the Section Sensing and Imaging)
  • Article
  • Open Access

22 September 2026

Instruction-guided image editing can modify semantic attributes while retaining the recognizable identity of the source subject, creating risks of unauthorized identity-based manipulation. Existing protection methods can achieve stronger identity dis...

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

Task-Aware Multi-Modal Sensing Control for IoT Systems

  • Yeunwoong Kyung,
  • Dogyu Han,
  • Jihoon Sung,
  • Geunho Lee,
  • Jeongwook Seo,
  • Haneul Ko and
  • Jaehyuk Lee

22 September 2026

Future Internet of Things (IoT) systems increasingly rely on multiple sensing modalities to support sensing-intensive tasks such as localization and smart healthcare. However, always collecting all available sensing data can waste energy and communic...

(This article belongs to the Section Internet of Things)
  • Article
  • Open Access

22 September 2026

Banking data centers generate heterogeneous IT operational streams from servers, network devices, edge nodes, and business terminals. Existing detectors are vulnerable to asynchronous sampling and unreliable channels, while separate root-cause and la...

(This article belongs to the Special Issue Artificial Intelligence-Driven Sensing)
  • Article
  • Open Access

Quantifying Physical Activity in Toddlers with Down Syndrome with Wearable Sensors During a Home-Based Mobility Intervention

  • Varsha Athreya,
  • Simoni Mishra,
  • Ashley N. Collimore-Doherty,
  • Ellen N. Sutter and
  • Jana M. Iverson

22 September 2026

Background: Quantifying movement during early mobility interventions is important for evaluating intervention participation and progression in toddlers with Down syndrome (DS), but behavioral video coding is time and labor-intensive. This study estab...

(This article belongs to the Special Issue Harnessing Infant and Toddler Wearable Systems to Promote Development and Health)
  • Article
  • Open Access

22 September 2026

Bolt looseness diagnosis in power transmission towers is complicated by costly state labels and changing acquisition conditions. This study evaluates a reconstruction-assisted semi-supervised conformer using triaxial vibration-derived MFCCs. Labeled...

(This article belongs to the Special Issue Intelligent Maintenance and Fault Diagnosis of Mobility Equipment)
  • Article
  • Open Access

Generative Self-Attention for Adaptive Real-Time Traffic Event Detection in Next-Generation Intelligent Transportation Systems

  • Sakshi Verma,
  • Sushil Kumar Tiwari,
  • Vishal Krishna Singh,
  • Rajkumar Singh Rathore and
  • Weiwei Jiang

22 September 2026

Event detection on real-time traffic data is crucial for transportation systems, enhancing safety in autonomous systems and the resilience of urban mobility infrastructure. However, the complex, heterogeneous traffic stream data and spatial-temporal...

(This article belongs to the Special Issue Advanced Sensor Network Technologies for Intelligent Transportation and Connected Vehicles)
  • Article
  • Open Access

Validation of Pose Estimation Models for Automated Kickboxing Technique Analysis Using 2TRAX3

  • Samir Duvelek,
  • Dominik Peter Hoelbling,
  • Roland Breiteneder,
  • Benedikt Mitter,
  • René Baranyi and
  • Thomas Grechenig
Sensors2026, 26(19), 5997;https://doi.org/10.3390/s26195997 
(registering DOI)

22 September 2026

Biomechanical feedback can improve sports technique, but the 3D motion capturing gold standards typically used to generate such feedback are rarely available in everyday training. This study evaluates how the choice of pose estimation model affects a...

(This article belongs to the Special Issue Sensors in Digital and Biomechanical Engineering Sciences for Sports and Rehabilitation)
  • Article
  • Open Access
Sensors2026, 26(19), 5996;https://doi.org/10.3390/s26195996 
(registering DOI)

22 September 2026

Water accumulation inside wind turbine towers threatens structural integrity and operational safety. This study developed an IoT-based water depth monitoring and automatic drainage system and evaluated the performance of laser (VL53L0X) and ultrasoni...

(This article belongs to the Special Issue Artificial Intelligence and Advanced Sensing Techniques for Urban Resilience)
  • Article
  • Open Access

GCGFormer: Geometry-Compatibility-Guided Attention for Rotated Object Detection

  • Huiji Wang,
  • Dandan Huang,
  • Zhi Liu,
  • Zhichao Han,
  • Yunhe Qiu and
  • Chunpeng Pan
Sensors2026, 26(19), 5995;https://doi.org/10.3390/s26195995 
(registering DOI)

22 September 2026

Rotated object detection in remote sensing imagery requires both semantic understanding and accurate geometric reasoning. Existing geometry-aware detectors commonly introduce geometric information through oriented proposals or decoder queries, making...

(This article belongs to the Special Issue Computer Vision and Sensors-Based Application for Intelligent Systems)
  • Article
  • Open Access
Sensors2026, 26(19), 5994;https://doi.org/10.3390/s26195994 
(registering DOI)

22 September 2026

Beamforming signal processing based on acoustic microphone arrays is widely used for sound source localization and imaging. However, when investigating sound sources in complex environments, such as cockpit environments or on complex aircraft surface...

(This article belongs to the Section Sensing and Imaging)
  • Article
  • Open Access

22 September 2026

To address the challenges in large-scale packaging and printing workshops, where the dense arrangement of electromechanical equipment leads to large-scale scenes and prominent repetitive structures, and where frequent dynamic disturbances impair the...

(This article belongs to the Special Issue Design and Integration of Sensors for Control, Planning and Deployment in Robotic Systems, 2nd Edition)
  • Article
  • Open Access

22 September 2026

Field observations indicate that gouge-filled faults can be weakened under dynamic stressing and further trigger earthquakes. Previous studies have qualitatively attributed such fault weakening to elevated pore pressure within fault gouges induced by...

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

22 September 2026

The ultra-high data rate and ultra-reliable low-latency communication (URLLC) requirements of Industry 4.0 and smart factory applications have made the evaluation of Sub-Terahertz (Sub-THz) frequencies, especially the 140 GHz band, in sixth-generatio...

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

22 September 2026

Reliable AI-assisted interpretation of radar-derived micro-Doppler images requires evaluation protocols that separate image-archive regularities from physical generalization. We audited 4849 DIAT-μSAT JPEG spectrograms and evaluated partition sens...

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

Correction: Manimurugan et al. Two-Stage Classification Model for the Prediction of Heart Disease Using IoMT and Artificial Intelligence. Sensors 2022, 22, 476

  • S. Manimurugan,
  • Saad Almutairi,
  • Majed Mohammed Aborokbah,
  • C. Narmatha,
  • Subramaniam Ganesan,
  • Naveen Chilamkurti,
  • Riyadh A. Alzaheb and
  • Hani Almoamari

22 September 2026

There were errors in the original publication [...]

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

Resilient Control Under Side-Channel Compromise for IoMT Devices

  • Mordecai Opoku Ohemeng and
  • Frederick T. Sheldon

22 September 2026

As Internet of Medical Things (IoMT) ecosystems expand, life-critical devices become increasingly vulnerable to microarchitectural leakage attacks that enable adversaries to evade conventional digital authentication mechanisms. Exploiting timing and...

(This article belongs to the Section Internet of Things)
  • Systematic Review
  • Open Access

22 September 2026

Vehicle routing in modern logistics increasingly depends on live sensing: GPS and Internet-of-Things telemetry, roadside perception, and vehicle-to-everything (V2X) data streams change the operational state faster than static route plans can absorb....

(This article belongs to the Special Issue Intelligent Sensing, Digital Twins, and AI Applications for Smart Infrastructure and the Built Environment)
  • Article
  • Open Access

PIR-SBFR: A Calibration-Free Sensor-to-Inference Routing Interface for Aerial Optical Object Detection

  • Zixin Wang,
  • Jingchao Liu,
  • Zizheng Zhao,
  • Xiaoyu Dong,
  • Zhirui Xue,
  • Junhao Hu and
  • Chengxin Zhu

21 September 2026

Aerial detection requires fine detail for small targets and broad context for large structures. Sampling loss, blur, and noise can weaken detail without changing feature-map resolution, creating a demand–reliability mismatch. We present Physica...

(This article belongs to the Section Sensing and Imaging)
  • Article
  • Open Access

A Lightweight PCB Defect Detection Method Based on Heterogeneous Feature Enhancement and Discrepancy-Guided Fusion

  • Yujie Pei,
  • Xuehong Gao,
  • Shenyuan Gao,
  • Yongchang Zhang,
  • Ying Liu,
  • Guozhong Huang and
  • Lili Lei

21 September 2026

Accurate detection of small and weak defects is essential for ensuring the manufacturing quality and operational reliability of printed circuit boards (PCBs). Existing detectors, however, remain constrained by insufficient fine-grained feature repres...

(This article belongs to the Section Fault Diagnosis & Sensors)
  • Article
  • Open Access

Mobile-Master-Vehicle-Based LiDAR Perception and Centralized Control of Sensor-Light Slave Vehicles

  • Heeseok Shin,
  • Jeonghoon Kwak,
  • Heechang Moon,
  • Sangjun Bae,
  • Nguyen Xuan Mung and
  • Myeongjun Kim

21 September 2026

This study presents an asymmetric cooperative perception-and-control architecture in which a sensor-rich mobile master vehicle performs external perception, state estimation, motion planning, and path-tracking control for sensor-light slave vehicles....

(This article belongs to the Special Issue Cooperative Perception and Control for Autonomous Vehicles)
  • Article
  • Open Access

21 September 2026

Accurate age estimation and gender classification from facial images remain challenging tasks owing to substantial variations in facial appearance caused by pose, illumination, expression, occlusion, image quality, and age-related morphological chang...

(This article belongs to the Special Issue Deep Learning-Based Face Recognition and Feature Extraction: 2nd Edition)
  • Article
  • Open Access

21 September 2026

Essential tremor and Parkinson’s tremor are common movement disorders, affecting approximately 7% of adults over 65, increasing with age. Although numerous studies have used keyboard timing, stand-alone sensors, or smartphone sensors to identif...

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

Multimodal Hydrogel-Based Sensors for Sleep Respiratory Monitoring: Signal Sensing Mechanisms and Structural Design Strategies

  • Yuanfeng Sun,
  • Liangchao Li,
  • Yuan Shi,
  • Jian Jiao,
  • Taomei Li,
  • Xiangdong Tang,
  • Yihao Long,
  • Liang He,
  • Jingfei Xu and
  • Lan Zhang

21 September 2026

Sleep-related breathing disorders, particularly the obstructive sleep apnea syndrome, lead to an urgent demand for continuous, comfortable, and accurate monitoring technologies. However, conventional polysomnography is limited by complex procedures,...

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

21 September 2026

Automated anomaly detection is increasingly important in radio spectrum monitoring, where large volumes of continuously generated measurements must be analyzed while anomalous events remain relatively rare. This study investigates reconstruction-base...

(This article belongs to the Special Issue AI-Powered RF Sensing and Signal Intelligence: Advances in Detection and Classification Techniques)
  • Article
  • Open Access

21 September 2026

Soft actuators capable of flexible motion have been actively studied and developed. Soft actuators that can extend and bend have been developed; however, soft rotary actuators have rarely been reported. In our previous studies, a soft rotary actuator...

(This article belongs to the Special Issue Soft Sensors and Sensing Techniques (2nd Edition))
XFacebookLinkedIn
Sensors - ISSN 1424-8220