- Towards unified machine learning characterization of lithium-ion battery degradation across multiple levels: A critical review
2022/04/18 by Alan G. Li, Alan C. West, Matthias Preindl · 1 citation
Engineering · Psychology · #Advanced Battery Materials and Technologies #Advanced Battery Technologies Research #Advancements in Battery Materials #Artificial intelligence #Artificial neural network #Battery (electricity) #Computer science #Data mining #Degradation (telecommunications) #Engineering #Lithium (medication) #Lithium-ion battery #Machine learning #Perspective (graphical) #Physics #Prognostics #Psychology #Reliability engineering #Telecommunications
- Relation between prognostics predictor evaluation metrics and local interpretability SHAP values
2022/02/15 by Márcia L. Baptista, Marcia L. Baptista, Kai Goebel +2 · 29 citations
Computer Science · Decision Sciences · Mathematics · #Adversarial Robustness in Machine Learning #Artificial intelligence #Artificial neural network #Computer science #Data mining #Explainable Artificial Intelligence (XAI) #Field (mathematics) #Forecasting Techniques and Applications #Interpretability #Machine learning #Mathematics #Perceptron #Prognostics #Set (abstract data type)
- Digital twin driven prognostics and health management for complex equipment
2018/01/01 by Fei Tao, Meng Zhang, Yushan Liu +1 · 32 citations
Engineering · #Advanced Machining and Optimization Techniques #Computer science #Convergence (economics) #Digital Transformation in Industry #Engineering #Machine Fault Diagnosis Techniques #Mechanical engineering #Mechanism (biology) #Product (mathematics) #Prognostics #Reliability engineering #Systems engineering #Turbine
- Prognostics Methods for Battery Health Monitoring Using a Bayesian Framework
2008/10/22 by B. Saha, Bhaskar Saha, Kai Goebel +5 · 16 citations
Engineering · Mathematics · #Advanced Battery Technologies Research #Artificial intelligence #Battery (electricity) #Bayesian inference #Bayesian probability #Computer science #Data mining #Engineering #Fault Detection and Control Systems #Inference #Kalman filter #Machine learning #Mathematics #Measure (data warehouse) #Particle filter #Probabilistic logic #Prognostics #Relevance (law) #Relevance vector machine #Reliability and Maintenance Optimization #Reliability engineering #State of health #State vector #Statistical inference #Statistical model #Statistics #Support vector machine