# Defect detection of pipes using Lyapunov dimension of Duffing oscillator based on ultrasonic guided waves

> Research article (Mechanical Systems and Signal Processing, 2016) · cited 50× · AI/ML

**Wikidata**: [openalex:W2395391418](https://www.wikidata.org/wiki/openalex:W2395391418)  
**Source**: https://4ort.xyz/entity/defect-detection-of-pipes-using-lyapunov-dimension-of-duffing-oscillator-based-on-ultrasonic-guided-waves