PINN surrogate of Li-ion battery models for parameter inference. Part I: Implementation and multi-fidelity hierarchies for the single-particle model.
Malik HassanalyPeter J. WeddleRyan N. KingSubhayan DeAlireza DoostanCorey R. RandallEric J. DufekAndrew M. ColclasureKandler SmithPublished in: CoRR (2023)
Keyphrases
- probabilistic model
- statistical model
- statistical models
- high level
- linear model
- autoregressive
- experimental data
- hybrid model
- mathematical model
- random fields
- parameter values
- bayesian framework
- computational models
- monte carlo simulation
- classification models
- independence assumption
- prediction model
- computational model
- parameter estimation
- process model
- linear models
- modeling framework
- bayesian model
- analytical model
- inference process
- metamodel
- prior knowledge
- parametric models
- neural network model
- statistical methods
- markov chain
- probability distribution
- learned models
- generic model
- bayesian networks