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Pradyumn Kumar Arya

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Articles by Pradyumn Kumar Arya

An advanced machine learning framework for predicting and experimentally validating Nb and Ta effects on the mechanical behavior of high-entropy alloys with reduced experimental dependency

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By Sandeep Kumar Jain, Ayan Bhowmik, Nokeun Park, Ankur Srivastava Verified, Pradyumn Kumar Arya
| Nature Verified
Abstract This study employs machine learning (ML) models such as Decision Tree (DT), Extra Tree (ET), K-Nearest Neighbors (KNN), Support Vector Regressor (SVR) and Lasso to predict how Ta and Nb content effects the mechanical behavior of the CoCrFeNi HEAs at diverse compositions. ET and KNN models developed as the most effective forecasters, accomplishing high R2 values of 0.985 and 0.984 respectively.
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