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Global Constraint for Temperature Compensation for Dynamic Time Warping of Guided Wave Ultrasound Signals
Luleå University of Technology, Department of Computer Science, Electrical and Space Engineering, Signals and Systems.ORCID iD: 0009-0009-3220-2399
Luleå University of Technology, Department of Computer Science, Electrical and Space Engineering, Signals and Systems.ORCID iD: 0000-0003-0726-065X
Luleå University of Technology, Department of Computer Science, Electrical and Space Engineering, Signals and Systems.ORCID iD: 0000-0002-6216-6132
2024 (English)In: 2024 IEEE Ultrasonics, Ferroelectrics, and Frequency Control Joint Symposium (UFFC-JS), IEEE, 2024, p. 1-5Conference paper, Published paper (Refereed)
Abstract [en]

The paper explores Structural Health Monitoring (SHM) using ultrasonic guided waves, to detect structural damage. Guided waves are highly sensitive to changes in material properties and environmental and operating conditions (EOCs), with temperature being a significant factor. A key challenge in guided waves based SHM is differentiating between damage and temperature-induced changes. This paper focuses on warping-based methods for temperature compensation. Dynamic Time-Warping (DTW) encounters challenges due to its quadratic complexity. However, applying constraints to DTW accelerates the warping process by limiting the scope of the warping path to specified areas. The applied constraint should align with the characteristics of the signal. In this paper, we propose a global constraint for temperature compensation of guided waves, referred to as the Triangular global constraint (Tri-DTW). The performance of the proposed method will be compared with the Sakoe-Chiba global constraint (SC-DTW). Tri-DTW performs well, demonstrating better warping performance with four times reduced computational complexity. The analysis also includes comparisons of warping performance, warping performance with respect to temperature and damage detection performance.

Place, publisher, year, edition, pages
IEEE, 2024. p. 1-5
Keywords [en]
Guided waves, Structural health monitoring, Temperature compensation, Dynamic time warping, Sakoe-chiba constraint (SC-DTW), Triangular constraint (Tri-DTW)
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Signal Processing
Identifiers
URN: urn:nbn:se:ltu:diva-111166DOI: 10.1109/uffc-js60046.2024.10793837OAI: oai:DiVA.org:ltu-111166DiVA, id: diva2:1923777
Conference
2024 IEEE Ultrasonics, Ferroelectrics, and Frequency Control Joint Symposium, Taipei, Taiwan, September 22-26, 2024
Note

Funder: CH2ESS (Centre forHydrogen Energy Systems in Sweden);

ISBN for host publication: 979-8-3503-7190-1

Available from: 2024-12-30 Created: 2024-12-30 Last updated: 2025-02-03Bibliographically approved
In thesis
1. Baseline Signal Strategies for Structural Health Monitoring using Ultrasound Guided Waves
Open this publication in new window or tab >>Baseline Signal Strategies for Structural Health Monitoring using Ultrasound Guided Waves
2025 (English)Licentiate thesis, comprehensive summary (Other academic)
Abstract [en]

Structural Health Monitoring (SHM) using ultrasonic guided waves is an advanced and efficient technique for evaluating the integrity of critical infrastructure such as pipelines, pressure vessels, and aerospace structures. Despite its numerous advantages, the reliability and effectiveness of guided wave-based SHM systems are often compromised by environmental and operational variations, particularly temperature fluctuations. Temperature changes significantly influence wave propagation by altering material properties, wave velocity, and signal behaviour. These variations lead to signal misalignment and reduced defect detection accuracy, posing a major challenge for real-time monitoring systems. This research addresses the impact of temperature-induced signal variations by developing robust baseline signal strategies to improve temperature compensation in guided wave-based SHM systems.

The study introduces Dynamic Time Warping (DTW) and its advanced adaptations as key methods for aligning signals under fluctuating thermal conditions. DTW is a widely used signal processing technique that optimizes the alignment between two signals by stretching or compressing their time domains, ensuring accurate comparison and analysis. The quadratic computational complexity of DTW poses a significant challenge for its application in Structural Health Monitoring (SHM) using guided waves, particularly for real-time operations under changing Environmental and Operational Conditions (EOCs). 

To address this, the first approach employs a DTW approximation to accelerate the warping process, called Fast-DTW achieving significant computational efficiency without compromising much on performance. In contrast, the second approach uses the Full DTW algorithm but improves its efficiency by incorporating the Sakoe-Chiba constraint to restrict the warping path to a narrow region around the diagonal, effectively reducing computational cost. Additionally, the method leverages the fact that temperature-induced shifts in guided wave signals are typically limited to a few time stamps. Third, we propose a global constraint for temperature compensation of guided waves, referred to as the Triangular Global Constraint (Tri-DTW). The performance of the proposed method is compared with the Sakoe-Chiba Global Constraint (SC-DTW). Tri-DTW performs well, demonstrating better warping performance with four times reduced computational complexity. Finally, we present Hilbert-DTW, a novel approach that extracts the envelope and phase of signals and leverages phase differences to achieve accurate alignment. This method reformulates the cost matrix to prioritize signal alignment while preserving amplitude variations, eliminating the need for constraints or modified DTW variants.

Collectively, these strategies provide a robust framework for baseline signal management and temperature compensation in guided wave-based SHM systems. By improving signal alignment accuracy and reducing distortion caused by temperature effects, the proposed methods significantly enhance the reliability, adaptability, and performance of SHM technologies.

In conclusion, this research advances the field of SHM by addressing temperature-induced challenges through innovative signal processing techniques. The integration of fast DTW algorithms, optimized constraints, and the Hilbert-DTW provides a comprehensive solution for maintaining SHM system performance under varying thermal conditions, enabling more reliable and accurate monitoring of critical infrastructure.

Place, publisher, year, edition, pages
Luleå: Luleå tekniska universitet, 2025
Series
Licentiate thesis / Luleå University of Technology, ISSN 1402-1757
Keywords
Baseline Signal Strategies, Dynamic Time Warping (DTW), Environmental Variations, Guided Waves, Hilbert Transform, Real-Time Monitoring, Sakoe-Chiba Constraint, Signal Alignment, Signal Processing, Structural Health Monitoring (SHM), Temperature Compensation, Triangular Constraint (Tri-DTW), Ultrasonic Guided Waves
National Category
Signal Processing
Research subject
Signal Processing
Identifiers
urn:nbn:se:ltu:diva-111180 (URN)978-91-8048-726-9 (ISBN)978-91-8048-727-6 (ISBN)
Presentation
2025-03-05, E632, Luleå University of Technology, Luleå, 10:00 (English)
Opponent
Supervisors
Available from: 2025-01-02 Created: 2025-01-02 Last updated: 2025-02-10Bibliographically approved

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Kumar, NarendraGupta, PayalCarlson, Johan E.

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