PINN surrogate of Li-ion battery models for parameter inference. Part II: Regularization and application of the pseudo-2D model.
Malik HassanalyPeter J. WeddleRyan N. KingSubhayan DeAlireza DoostanCorey R. RandallEric J. DufekAndrew M. ColclasureKandler SmithPublished in: CoRR (2023)
Keyphrases
- probabilistic model
- linear model
- modeling method
- experimental data
- mathematical model
- analytical model
- gibbs sampler
- accurate models
- metamodel
- classification models
- predictive model
- model driven
- structured prediction
- inference process
- hybrid model
- modeling framework
- gaussian processes
- parameter values
- statistical methods
- computational model
- parameter estimation
- probability distribution
- autoregressive
- prior knowledge
- linear models
- learning models
- random fields
- computational models
- statistical model
- independence assumption
- generic model
- domain models
- lateral inhibition