WebApr 11, 2024 · Effective real-time structural health monitoring in concrete structures is paramount to evaluating safety conditions and the timely maintenance of concrete structures. Especially, the presence of discrete fibers in fiber-reinforced concrete restrains crack propagation into small and thin cracks, which increases the difficulty in detecting … WebApr 1, 2024 · The robustness of the proposed hybrid technique combining the Gaussian Mixture Model (GMM) and novelty analysis for structural damage detection is examined using benchmark datasets of the numerically simulated beam with a temperature …
On vibration-based damage detection by multivariate statistical ...
WebJan 19, 2000 · This paper constitutes a study of a statistical method for damage detection. The lowest level of fault detection is considered so that the methods are simply required to signal deviations from normal condition; i.e., the problem is one of novelty detection. In … WebFeb 22, 2024 · The detection of damage in sub-component can then be achieved by outlier analysis using reference pristine data set from coupons and elements. This section presents the proposed feature extraction and outlier analysis process. The detection … chiropractor knie
DAMAGE DETECTION USING OUTLIER ANALYSIS - ScienceDirect
WebOutlier Detection Methods 3. Semi-Supervised Methods • Used when the number of labeled examples is small, but most of the data are unlabeled. • When some labeled normal objects are available, we can use them, together with unlabeled objects that are close by, to train a model for normal objects. The model of normal objects then can be used to detect … WebAug 24, 2024 · Using a semi-supervised learning algorithm, the system was able to detect even the smallest amount of damage while the wind turbine was operating under different weather conditions. This article provides detailed information about the instrumentation and the measurement campaign and explains the damage detection algorithm. WebDec 31, 2024 · Natural frequencies have always been one of the most intuitive and widely used features for damage identification in civil structures. Even with the recent rapid technological and theoretical developments, frequency-based identification methods are of great interest for applications through low-cost sensing systems. Although most … graphics.h visual studio