ReviewSensors (Basel, Switzerland)2023
A Systematic Review of Advanced Sensor Technologies for Non-Destructive Testing and Structural Health Monitoring.
Review in Sensors (Basel, Switzerland), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 56 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
56 citing papers in PubMed.
- Artificial-intelligence based prediction of flexible pavement condition deterioration using multi-temporal terrestrial laser scanning observations.Scientific reports · 2026Article
- Sensor System Design and Deployment for Environmental and Visitor Monitoring in Cultural Heritage Sites.Sensors (Basel, Switzerland) · 2026Article
- Comparison of Destructive Strength Testing with Non-Destructive Ultrasonic Pulse Velocity Testing for Waste Marble Aggregate Concrete: An Experimental and Statistical Investigation.Materials (Basel, Switzerland) · 2026Article
- Trustworthy Cyber-Physical Edge-SHM Architecture for Operational Underground Tunnel Crack Monitoring Under Resource-Constrained Conditions.Sensors (Basel, Switzerland) · 2026Article
- Article
- FPGA-based reconfigurable scanning and data acquisition system for scanning electron microscopy.Applied microscopy · 2026Article
- Wall Thinning Monitoring in Boiler U-Bends: A Review and Future Prospects with Fiber Optic Sensing.Micromachines · 2026Review
- AI-powered industrial quality assurance system for fancy yarn using computer vision and 3D visualization.Scientific reports · 2026Article
- Fiber-Optic Sensor-Based Structural Health Monitoring with Machine Learning: A Task-Oriented and Cross-Domain Review.Sensors (Basel, Switzerland) · 2026Review
- AI enabled pulse-echo based SHM system integrated with robotic gripper for the inspection of pipelines.Scientific reports · 2026Article
- Experimental verification of DAS vibration response characteristics of equal strength beam under sinusoidal excitation.Scientific reports · 2026Article
- Patterned Metal Flexible Films as a Strain Sensor with Good Durability and Anti-Corrosion Property.Micromachines · 2026Article
- Integration of Conventional Sensors and Laser Doppler Vibrometry for Structural Modal Analysis: An Innovative Approach.Sensors (Basel, Switzerland) · 2026Article
- DH-GarlicNet: a precise identification method for garlic damage based on the improved residual network.Frontiers in plant science · 2026Article
- Optical fiber laser system for torsion measurement using a three-core fiber and a nanocrystal-based reflector.Scientific reports · 2025Article
- Self-sensing of load and deformation in concrete using intrinsic capacitance and resistance.Scientific reports · 2025Article
- Design of a Modularized IoT Multi-Functional Sensing System and Data Pipeline for Digital Twin-Oriented Real-Time Aircraft Structural Health Monitoring.Sensors (Basel, Switzerland) · 2025Article
- Machine Learning for Structural Health Monitoring of Aerospace Structures: A Review.Sensors (Basel, Switzerland) · 2025Review
- Drilling Surface Quality Analysis of Carbon Fiber-Reinforced Polymers Based on Acoustic Emission Characteristics.Polymers · 2025Article
- Structure analysis in an octocopter using piezoelectric sensors and machine learning.Scientific reports · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This paper reviews recent advances in sensor technologies for non-destructive testing (NDT) and structural health monitoring (SHM) of civil structures. The article is motivated by the rapid developments in sensor technologies and data analytics leading to ever-advancing systems for assessing and monitoring structures. Conventional and advanced sensor technologies are systematically reviewed and evaluated in the context of providing input parameters for NDT and SHM systems and for their suitability to determine the health state of structures. The presented sensing technologies and monitoring systems are selected based on their capabilities, reliability, maturity, affordability, popularity, ease of use, resilience, and innovation. A significant focus is placed on evaluating the selected technologies and associated data analytics, highlighting limitations, advantages, and disadvantages. The paper presents sensing techniques such as fiber optics, laser vibrometry, acoustic emission, ultrasonics, thermography, drones, microelectromechanical systems (MEMS), magnetostrictive sensors, and next-generation technologies.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.