An Improved Hilbert–Huang Transform for Vibration-Based Damage Detection of Utility Timber Poles
نویسندگان
چکیده
In this study, vibration based non-destructive testing (NDT) technique is adopted for assessing the condition of in-service timber pole. Timber a natural material, and hence captured broadband signal (induced from impact using modal hammer) greatly affected by uncertainty on wood properties, structure, environment. Therefore, advanced processing essential in order to extract features associated with health poles. Hilbert–Huang Transform (HHT) Wavelet Packet (WPT) are implemented conduct time-frequency analysis acquired related three poles unserviceable Firstly, mother wavelet selected WPT maximum energy Shannon entropy ratio. Then, raw divided into different frequency bands WPT, followed reconstructing coefficients dominant bands. The reconstructed then further decomposed mono-component signals Empirical Mode Decomposition (EMD), known as Intrinsic Function (IMF). Dominant IMFs correlation coefficient method instantaneous frequencies those generated HHT. Finally, anomalies plots efficiently utilised determine vital pole condition. results study showed that HHT pre-processor has great potential assessment utility
منابع مشابه
Guided-Wave-Based Condition Assessment of In-Situ Timber Utility Poles using Machine Learning Algorithms
This paper presents a machine-learning-based approach for the structural health monitoring (SHM) of in-situ timber utility poles based on guided wave (GW) propagation. The proposed non-destructive testing method combines a new multi-sensor testing system with advanced statistical signal processing techniques and state-of-the-art machine learning algorithms for the condition assessment of timber...
متن کاملAn Improved Hough Transform for Circle Detection
-Digital image processing relies heavily on detection of various objects. Detection of geometric objects like lines and circles helps image understanding. In this paper, an improved version of Hough transform for circle detection in digital images is presented. Hierarchical Hough transform has been modified to achieve better computational efficiency. An important property of square root of inte...
متن کاملUnsupervised Learning Methods for Vibration-based Damage Detection
The basic premise of vibration-based damage detection is that damage will significantly alter the stiffness, mass, or energy dissipation properties of a system, which, in turn, alter the measured dynamic response of the system. Although the basis for vibration-based damage detection appears intuitive, its actual application poses many significant technical challenges. A fundamental challenge is...
متن کاملLoad capacity prediction of in-service timber utility poles considering wind load
This paper presents a numerical investigation on the influence of different types of damage to the load capacity of in-service timber utility poles. Current design codes do not highlight a pole’s strength performance due to different types of damage. However, damages typically found in ageing timber poles, such as damage due to fungus or termite attack, have very different characteristics and r...
متن کاملSubsea Free Span Pipeline Damage Detection Based on Wavelet Transform under Environmental Load
During their service life, marine pipelines continually accumulate damage as a result of the action of various environmental forces. Clearly, the development of robust techniques for early damage detection is very important to avoid the possible occurrence of a disastrous structural failure. Most of vibration-based damage detection methods require the modal properties that are obtained from mea...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Applied sciences
سال: 2021
ISSN: ['2076-3417']
DOI: https://doi.org/10.3390/app11072974