Prognostication of mechanical properties of banana and jute fiber reinforced concrete using ANN

被引:0
|
作者
Ashwini B.T. [1 ]
Kumar Y.M.V. [1 ]
Gowda B.S.K. [1 ]
Kumar D.T.N. [1 ]
机构
[1] Visvesvaraya Technological University, Belgaum
关键词
Artificial neural network (ANN); Banana fiber reinforced concrete; Jute fiber reinforced concrete; Strength Prediction;
D O I
10.1007/s42107-024-01057-1
中图分类号
学科分类号
摘要
In the present study, using data from experiments, an artificial neural network (ANN) model has been created to predict the strengths of concrete with banana and jute fibers at concrete ages of 7 and 28 days. The parameters considered for the ANN inputs are Grade of Concrete, FA, CA, W/C, Super Plasticizer, length, diameter and Density of fiber, curing in days, NaOH Concentration, Fiber treatment in hours, percentage of fiber added. The results from training and testing models have shown the great potential of ANN in predicting the compressive and flexural strengths of banana and jute fiber reinforced concrete. © The Author(s), under exclusive licence to Springer Nature Switzerland AG 2024.
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页码:4429 / 4449
页数:20
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