Prediction of remaining useful life and state of health of lithium batteries based on time series feature and Savitzky-Golay filter combined with gated recurrent unit neural network
Fei Guo, Xiongwei Wu, Lili Liu, Jilei Ye, Tao Wang, Lijun Fu, Yuping Wu, Yuping Wu
Topics & Concepts
Artificial neural networkState of healthBattery (electricity)State of chargeEngineeringRecurrent neural networkFilter (signal processing)Time seriesVoltageMean squared errorComputer scienceAlgorithmArtificial intelligenceMachine learningStatisticsMathematicsElectrical engineeringPower (physics)Quantum mechanicsPhysicsAdvanced Battery Technologies ResearchAdvancements in Battery MaterialsAdvanced Battery Materials and Technologies