<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "A deep learning approach to optimize remaining useful life prediction for Li-ion batteries"^^ . "Accurately predicting the remaining useful life (RUL) of lithium-ion (Li-ion) batteries is vital for improving battery performance and safety in applications such as consumer electronics and electric vehicles. While the prediction of RUL for these batteries is a well-established field, the current research refines RUL prediction methodologies by leveraging deep learning techniques, advancing prediction accuracy. This study proposes AccuCell Prodigy, a deep learning model that integrates auto-encoders and long short-term memory (LSTM) layers to enhance RUL prediction accuracy and efficiency. The model’s name reflects its precision (“AccuCell”) and predictive strength (“Prodigy”). The proposed methodology involves preparing a dataset of battery operational features, split using an 80–20 ratio for training and testing. Leveraging 22 variations of current (critical parameter) across three Li-ion cells, AccuCell Prodigy significantly reduces prediction errors, achieving a mean square error of 0.1305%, mean absolute error of 2.484%, and root mean square error of 3.613%, with a high R-squared value of 0.9849. These results highlight its robustness and potential for advancing battery health management."^^ . "2024-10" . . . "14" . "1" . . "Scientific Reports"^^ . . . "20452322" . . . . . . . . . . . . . . . . . . . . . . . . . "Muhammad"^^ . "Shoaib"^^ . "Muhammad Shoaib"^^ . . "Santos"^^ . "Gracia Villar"^^ . "Santos Gracia Villar"^^ . . "Ayesha"^^ . "Altaf"^^ . "Ayesha Altaf"^^ . . "Mahrukh"^^ . "Iftikhar"^^ . "Mahrukh Iftikhar"^^ . . "Imran"^^ . "Ashraf"^^ . "Imran Ashraf"^^ . . "Faiza"^^ . "Iqbal"^^ . "Faiza Iqbal"^^ . . "Luis Alonso"^^ . "Dzul López"^^ . "Luis Alonso Dzul López"^^ . . . . . . "A deep learning approach to optimize remaining useful life prediction for Li-ion batteries (Texto)"^^ . . . "s41598-024-77427-1.pdf"^^ . . . "A deep learning approach to optimize remaining useful life prediction for Li-ion batteries (Otro)"^^ . . . . . . "indexcodes.txt"^^ . . "HTML Summary of #14934 \n\nA deep learning approach to optimize remaining useful life prediction for Li-ion batteries\n\n" . "text/html" . . . "Engineering"@en . "Ingeniería"@es . .