Online state and parameter estimation of the Li-ion battery in a Bayesian framework.
Mohammad Foad SamadiS. M. Mahdi AlaviMehrdad SaifPublished in: ACC (2013)
Keyphrases
- parameter estimation
- bayesian framework
- expectation maximization
- posterior distribution
- maximum likelihood
- em algorithm
- maximum a posteriori
- markov random field
- hyperparameters
- model selection
- least squares
- posterior probability
- generative model
- statistical models
- random fields
- mrf model
- prior knowledge
- bayesian formulation
- model fitting
- prior distribution
- parameter estimation algorithm
- parameter values
- gaussian process
- approximate inference
- markov chain monte carlo
- estimation problems
- probability density function
- energy function
- machine learning
- variational inference