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The obtained results are better compared to other popular machine learning-based classifiers. DD-NHL is trained with 70 records and tested with 30 records and gives an overall classification accuracy of 96 %. The proposed model uses DD-NHL algorithm. The proposed crack severity grading model classifies the cracks in supporting column into three categories, namely fine crack, moderate crack and severe crack. nonlinear Hebbian learning (NHL) and data-driven nonlinear Hebbian learning (DD-NHL). The presented work demonstrates the classification and prediction capabilities of FCM for the respective structural health monitoring application, using two well-known and efficient FCM learning approaches viz. The FCM grading model is further improved by using the Hebbian learning algorithms. This piece of research study uses the soft computing method of fuzzy cognitive map (FCM) to model the domain experts’ knowledge and the knowledge assimilated through relevant literature to grade the severity of cracks in supporting column. In this research work, the severity of cracks in the supporting column is assessed using a new technique. Hackers can use this backdoor to take control of your computer, copy data from your computer or to use your computer to distribute viruses and spam to other people.The detection of damage at an early stage that affects the supporting element of civil structures proves to be very significant to save invaluable human life and valuable possessions.
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