Latest Research in Battery Health Prognostic Frameworks

146 research papers · 2026 median publication year

Top Research Topics in Battery Health Prognostic Frameworks

Highest-Cited Papers

  1. A closed-loop state of charge estimation of lithium-ion batteries by integrating deep learning and adaptive Kalman filter
  2. An Interactive Remaining Useful Life Estimation Method for Lithium-Ion Batteries Based on Composite Performance Index and Nonlinear Wiener Process
  3. An improved iTransformer framework for health prediction of proton exchange membrane fuel cells
  4. Reproducibility of battery state of health estimation using short discharge tests across independent experimental platforms
  5. Chance-constrained model predictive control with online gaussian process learning reduces battery degradation in vehicle-to-grid service
  6. Early-cycle life prediction of mechanically damaged lithium-ion batteries via multi-physics features and machine learning
  7. Meta-learning based on Hypernetworks for State of Health prediction of lithium-ion batteries under data scarcity
  8. State-of-charge estimation of lithium-ion battery: A fusion model combining unidirectional and bidirectional long short-term memory networks and multi-head attention mechanism
  9. Early-stage anomaly detection for lithium-ion batteries via dynamic safety domains and hazard potential integration
  10. Modeling of non-linear dynamics and degradation characterization of lithium-ion batteries using delay-embedded dynamic mode decomposition
  11. Structural evolution indicator for lithium-ion batteries deep discharge via ultrasonic inspection
  12. Adaptive Conformal Prediction with Foundation Models
  13. Lithium-ion battery state-of-health estimation based on health feature selection and IGWO-Transformer-GRU model
  14. A lithium-ion battery thermal process modeling framework based on evolutionary-designed relevance vector machine
  15. Adaptive Conformal Prediction with Foundation Models
  16. Predicting the future of battery lifetime and knee point ultra-early at the formation stage
  17. Battery modeling using grey box and black box data driven techniques
  18. A Multi-Stage Cell Grouping Method for Retired 18650 Ternary Lithium-Ion Batteries Based on Serpentine Sorting
  19. Excitation Current Generation Circuit for Electrochemical Impedance Spectroscopy Measurement Based on a Variable-Inductance Bidirectional Ćuk Converter for Wideband AC Excitation
  20. Interpretable Multi-Feature Fusion for Lithium-Ion Battery State-of-Health Prediction Using ICEEMDAN-Autoformer-BiTCN

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L2 Region - - 2026 Sep Q3

Battery Health Prognostic Frameworks

146 papers

Top Topics (10)

Advanced Battery Technologies Research119
Systems and Control7
Machine Learning6
Data Stream Mining Techniques2
Green IT and Sustainability2
Fuel Cells and Related Materials1
Advanced Thermoelectric Materials and Devices1
Artificial Intelligence1
Computational Engineering, Finance, and Science1
Formal Languages and Automata Theory1

Top Publications (20)

1.A closed-loop state of charge estimation of lithium-ion batteries by integrating deep learning and adaptive Kalman filter2.An Interactive Remaining Useful Life Estimation Method for Lithium-Ion Batteries Based on Composite Performance Index and Nonlinear Wiener Process3.An improved iTransformer framework for health prediction of proton exchange membrane fuel cells4.Reproducibility of battery state of health estimation using short discharge tests across independent experimental platforms5.Chance-constrained model predictive control with online gaussian process learning reduces battery degradation in vehicle-to-grid service6.Early-cycle life prediction of mechanically damaged lithium-ion batteries via multi-physics features and machine learning7.Meta-learning based on Hypernetworks for State of Health prediction of lithium-ion batteries under data scarcity8.State-of-charge estimation of lithium-ion battery: A fusion model combining unidirectional and bidirectional long short-term memory networks and multi-head attention mechanism9.Early-stage anomaly detection for lithium-ion batteries via dynamic safety domains and hazard potential integration10.Modeling of non-linear dynamics and degradation characterization of lithium-ion batteries using delay-embedded dynamic mode decomposition11.Structural evolution indicator for lithium-ion batteries deep discharge via ultrasonic inspection12.Adaptive Conformal Prediction with Foundation Models13.Lithium-ion battery state-of-health estimation based on health feature selection and IGWO-Transformer-GRU model14.A lithium-ion battery thermal process modeling framework based on evolutionary-designed relevance vector machine15.Adaptive Conformal Prediction with Foundation Models16.Predicting the future of battery lifetime and knee point ultra-early at the formation stage17.Battery modeling using grey box and black box data driven techniques18.A Multi-Stage Cell Grouping Method for Retired 18650 Ternary Lithium-Ion Batteries Based on Serpentine Sorting19.Excitation Current Generation Circuit for Electrochemical Impedance Spectroscopy Measurement Based on a Variable-Inductance Bidirectional Ćuk Converter for Wideband AC Excitation20.Interpretable Multi-Feature Fusion for Lithium-Ion Battery State-of-Health Prediction Using ICEEMDAN-Autoformer-BiTCN

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