challa Harshini
Student at Amrita Vishwa Vidyapeetham
Kollam
1+ year of work experience
Jul 20263 mosPresent
Bengaluru
May 20251 yr 5 mosPresent
India
I successfully completed my Research Internship at the National Institute of Technology Tiruchirappalli, where I worked on the project titled “Remaining Useful Life (RUL) Prediction of Lead-Acid Batteries Using Hybrid Algorithms.” As part of this research, I developed a hybrid predictive model that integrates Convolutional Neural Networks (CNN) and XGBoost to predict the Remaining Useful Life of lead-acid batteries using battery parameter data. The model combines the feature extraction capabilities of CNN with the predictive strength of XGBoost to improve estimation accuracy and support predictive maintenance in battery management systems. This internship provided me with valuable hands-on experience in machine learning, deep learning, data preprocessing, feature engineering, and battery health analytics while strengthening my research and problem-solving skills in intelligent energy storage systems.
challa’s AI Stack
Education
Amrita Vishwa Vidyapeetham
20234 yrs2027
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