Energy & Environmental Science · 2025 · 62 citations · 46 references
EngineeringComputational EngineeringMaterials EngineeringLifecycle EngineeringMachine LearningPredictive AnalyticsBattery MaterialsBattery SystemsChemical Kinetics ModelingEnergy StorageKinetic ModelingPredictive MaintenanceBattery DegradationBattery Degradation ModelingBattery ModelingBattery PrognosticsBattery Thermal ModelingKinetic Parameters ExtractionPhysics-informed ModelingRemaining Useful Life Prediction
The paper proposes a physics-informed model to predict battery lifetime trajectories by computing thermodynamic and kinetic parameters, saving costly data that has not been established for sustainable manufacturing, reuse, and recycling.
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Data-driven prediction of battery cycle life before capacity degradation
Kristen Severson, Peter M. Attia, Norman Jin et al. · Nature Energy · 2019 · 2.9K citations · Full text
Closed-loop optimization of fast-charging protocols for batteries with machine learning
Peter M. Attia, Aditya Grover, Norman Jin et al. · Nature · 2020 · 1.1K citations · Full text
Engineering, Computer Science, Electrochemical Engineering +15