Baseline-free delamination detection in CFRP composites using guided wave-based virtual sensing paths.

Ultrasonics

Department of Mechanical Engineering, Politecnico di Milano, via la Masa 1, Milan 20156, Italy. Electronic address:

Published: August 2025


Category Ranking

98%

Total Visits

921

Avg Visit Duration

2 minutes

Citations

20

Article Abstract

In this study, a novel baseline-free damage localization method, multipath reflected wave reconstruction algorithm for probabilistic inspection of damage (MRW-RAPID), is proposed for detecting delamination in carbon fiber-reinforced polymer (CFRP) composites. Virtual sensors, created by mirroring actuator-receiver positions at panel boundaries, generate virtual sensing paths that incorporate boundary-reflected guided waves into the damage localization process. These virtual paths simulate boundary reflection effects without requiring actual wave measurements along those paths. By combining these virtual sensing paths with direct sensing paths, the proposed MRW-RAPID significantly improves damage localization performance without requiring the baseline. Additionally, a multipath baseline-free damage index calculation method is developed based on the reciprocity principle and ray tracing theory, and it is integrated into the MRW-RAPID by fusing the damage indices of multipath for the detection and localization of composite delamination damage. Experimental validation on composite laminates demonstrates the MRW-RAPID's effectiveness, with accurate and reliable baseline-free damage localization achieved using only four sensors. These advancements establish a practical, scalable approach for structural health monitoring and enhance the state-of-the-art in baseline-free delamination detection.

Download full-text PDF

Source
http://dx.doi.org/10.1016/j.ultras.2025.107772DOI Listing

Publication Analysis

Top Keywords

sensing paths
16
damage localization
16
virtual sensing
12
baseline-free damage
12
baseline-free delamination
8
delamination detection
8
cfrp composites
8
damage
8
paths
6
baseline-free
5

Similar Publications

Many Will Enter, Few Will Win: Cost and Sensitivity of Exploratory Dynamics.

Biophys J

September 2025

Department of Physics and Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125.

A variety of biomolecular systems rely on exploratory dynamics to reach target locations or states within a cell. Without a mechanism to remotely sense and move directly towards a target, the system must sample over many paths, often including resetting transitions back to the origin. We investigate how exploratory dynamics can confer an important functional benefit: the ability to respond to small changes in parameters with large shifts in the steady-state behavior.

View Article and Find Full Text PDF

Force prediction is crucial for functional rehabilitation of the upper limb. Surface electromyography (sEMG) signals play a pivotal role in muscle force studies, but its non-stationarity challenges the reliability of sEMG-driven models. This problem may be alleviated by fusion with electrical impedance myography (EIM), an active sensing technique incorporating tissue morphology information.

View Article and Find Full Text PDF

A variety of biomolecular systems rely on exploratory dynamics to reach target locations or states within a cell. Without a mechanism to remotely sense and move directly towards a target, the system must sample over many paths, often including resetting transitions back to the origin. We investigate how exploratory dynamics can confer an important functional benefit: the ability to respond to small changes in parameters with large shifts in the steady-state behavior.

View Article and Find Full Text PDF

Understanding groundwater movement within karst aquifers remains challenging because flow-defining conduit and fracture networks are both complex and inaccessible. In Grand Canyon National Park, dye tracers have been used to establish flow paths for springs that support ecosystems and park operations. Unfortunately, these point-to-point studies are limited when attempting to extrapolate flow paths over thousands of square kilometers.

View Article and Find Full Text PDF

Symphony of Digestion: Coordinated Host-Microbiome Enzymatic Interplay in Gut Ecosystem.

Biomolecules

August 2025

Department of Biochemistry and Biotechnology, Vasyl Stefanyk Precarpathian National University, Ivano-Frankivsk, 57 Shevchenko Str., 76018 Ivano-Frankivsk, Ukraine.

Digestion was once viewed as a host-driven process, dependent on salivary, gastric, pancreatic, and intestinal enzymes to break down macronutrients. However, new insights into the gut microbiota have redefined this view, highlighting digestion as a cooperative effort between host and microbial enzymes. Host enzymes initiate nutrient breakdown, while microbial enzymes, especially in the colon, extend this process by fermenting resistant polysaccharides, modifying bile acids, and transforming phytochemicals and xenobiotics into bioactive compounds.

View Article and Find Full Text PDF