INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2456-4184 | Impact factor: 8.76 | ESTD Year: 2016
Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI)
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.
Keywords:
Keywords: Cracked beam, Damage Identification, Neural Network, optimization and stiffness
Cite Article:
"Efficient Method for Identification of Cracks in Beams Using Fuzzy With Neural Network", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.8, Issue 11, page no.e110-e119, November-2023, Available :http://www.ijnrd.org/papers/IJNRD2310415.pdf
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ISSN:
2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar| ESTD YEAR: 2016
An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator
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