ReviewSensors (Basel, Switzerland)2021
Structural Health Monitoring in Composite Structures: A Comprehensive Review.
Review in Sensors (Basel, Switzerland), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 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.
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Who cites it
26 citing papers in PubMed, 211 citations in OpenAlex.
- A Multi-Head Attention Network for Fast Prediction of Ultrasonic Guided Wave Dispersion Under Coupled Temperature and Stress.Sensors (Basel, Switzerland) · 2026Article
- Composite material surface microscopic defect detection and classification combining diffusion models and zero-shot learning.Scientific reports · 2025Article
- Damping properties of bamboo and glass fiber reinforced epoxy hybrid composites with edge cracks for vibration damping applications.Scientific reports · 2025Article
- Modal Analysis-Based Detection of Barely Visible Impact Damage in Carbon/Epoxy Overwraps of Type-IV Polymer-Lined Pressure Vessels.Polymers · 2025Article
- Cost-Effectiveness of Structural Health Monitoring in Aviation: A Literature Review.Sensors (Basel, Switzerland) · 2025Review
- Image-Driven Hybrid Structural Analysis Based on Continuum Point Cloud Method with Boundary Capturing Technique.Sensors (Basel, Switzerland) · 2025Article
- Emerging Trends in the Integration of Smart Sensor Technologies in Structural Health Monitoring: A Contemporary Perspective.Sensors (Basel, Switzerland) · 2024Review
- Review
- Nondestructive Testing of 3D Printed Fiber-Reinforced Polymeric Composites: An Experimental Critical Comparison.3D printing and additive manufacturing · 2024Article
- Structural Health Monitoring of Fiber Reinforced Composites Using Integrated a Linear Capacitance Based Sensor.Polymers · 2024Article
- The Health Monitoring of Bonded Composite Joints Using Both Thickness and Radial Impedance Resonance Responses.Sensors (Basel, Switzerland) · 2024Article
- Low Velocity Impact Monitoring of Composite Tubes Based on FBG Sensors.Sensors (Basel, Switzerland) · 2024Article
- Detection of cracks in concrete using near-IR fluorescence imaging.Scientific reports · 2023Article
- Deep Learning for Structural Health Monitoring: Data, Algorithms, Applications, Challenges, and Trends.Sensors (Basel, Switzerland) · 2023Review
- LiDAR Point Cloud Data Combined Structural Analysis Based on Strong Form Meshless Method Using Essential Boundary Condition Capturing.Sensors (Basel, Switzerland) · 2023Article
- Lead Zirconate Titanate Transducers Embedded in Composite Laminates: The Influence of the Integration Method on Ultrasound Transduction.Materials (Basel, Switzerland) · 2023Article
- Structural Health Monitoring (SHM) Study of Polymer Matrix Composite (PMC) Materials Using Nonlinear Vibration Methods Based on Embedded Piezoelectric Transducers.Sensors (Basel, Switzerland) · 2023Article
- Graphene nanoparticles as data generating digital materials in industry 4.0.Scientific reports · 2023Article
- A Systematic Review of Optimization Algorithms for Structural Health Monitoring and Optimal Sensor Placement.Sensors (Basel, Switzerland) · 2023Review
- Microwave NDT of Smart Composite Structures with Embedded Antennas.Sensors (Basel, Switzerland) · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This study presents a comprehensive review of the history of research and development of different damage-detection methods in the realm of composite structures. Different fields of engineering, such as mechanical, architectural, civil, and aerospace engineering, benefit excellent mechanical properties of composite materials. Due to their heterogeneous nature, composite materials can suffer from several complex nonlinear damage modes, including impact damage, delamination, matrix crack, fiber breakage, and voids. Therefore, early damage detection of composite structures can help avoid catastrophic events and tragic consequences, such as airplane crashes, further demanding the development of robust structural health monitoring (SHM) algorithms. This study first reviews different non-destructive damage testing techniques, then investigates vibration-based damage-detection methods along with their respective pros and cons, and concludes with a thorough discussion of a nonlinear hybrid method termed the Vibro-Acoustic Modulation technique. Advanced signal processing, machine learning, and deep learning have been widely employed for solving damage-detection problems of composite structures. Therefore, all of these methods have been fully studied. Considering the wide use of a new generation of smart composites in different applications, a section is dedicated to these materials. At the end of this paper, some final remarks and suggestions for future work are presented.
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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.