Efficient Method for Identification of Cracks in Beams Using Fuzzy With Neural Network

Registration ID: IJNRD_208737

Published ID: IJNRD2310415

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D.Pitchaiah, CH.Ramesh , B.Suvarna Raju

Keywords: Cracked beam, Damage Identification, Neural Network, optimization and stiffness

Structures like beams failure can be avoided by identifying the damage in the structure at its beginning and proper retrofitting. Recently, the researchers created a structure to recognize crack damage in beams in view of a cracked beam componentmodel, it originates from thefracture mechanicsand local flexibility rules. The present work exhibits the simulation analysis of cracked beam with machine learning model to assess the stiffness of the structure. Here Fuzzy Optimal Neural Network (FONN) is considered, in addition, the stiffness reduction technique, especially concerning thick beams, is featured in addition with a survey of other crack models. The extricated modal data are utilized to conversely recognize the cracks with the cracked beam component model through a model updating technique. The optimal NN based stiffness computation utilizes a global searching procedure utilizing Adaptive Elephant Herding Optimization (AEHO) the number of cracks identified from various beams. From the proposed model, the attained results are compared with the current research paper and other optimization, machine learning models.

Published Paper   E-Certificate

D.Pitchaiah, CH.Ramesh , & B.Suvarna Raju (November-2023). Efficient Method for Identification of Cracks in Beams Using Fuzzy With Neural Network. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 8(11), e110-e119. https://ijnrd.org/papers/IJNRD2310415.pdf

Volume 8 Issue 11, November-2023

Pages : e110-e119

Paper Reg. ID: IJNRD_208737

Published Paper Id: IJNRD2310415

Downloads: 000122253

Research Area: Mechanical Engineering 

Author Type: Indian Author

Country: prakasam, andhra pradesh, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2310415.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2310415

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

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