[HTML][HTML] Parametrization of physics-based battery models from input–output data: A review of methodology and current research

M Andersson, M Streb, JY Ko, VL Klass, M Klett… - Journal of Power …, 2022 - Elsevier
Physics-based battery models are important tools in battery research, development, and
control. To obtain useful information from the models, accurate parametrization is essential …

Advances and selected recent developments in state and parameter estimation

C Kravaris, J Hahn, Y Chu - Computers & chemical engineering, 2013 - Elsevier
This paper deals with two topics from state and parameter estimation. The first contribution of
this work provides an overview of techniques used for determining which parameters of a …

Automated feature extraction and selection for data-driven models of rapid battery capacity fade and end of life

S Greenbank, D Howey - IEEE Transactions on Industrial …, 2021 - ieeexplore.ieee.org
Lithium-ion cells may experience rapid degradation in later life, especially with more
extreme usage protocols. The onset of rapid degradation is called the “knee point,” and …

Adaptive partial differential equation observer for battery state-of-charge/state-of-health estimation via an electrochemical model

SJ Moura, NA Chaturvedi… - Journal of …, 2014 - asmedigitalcollection.asme.org
This paper develops an adaptive partial differential equation (PDE) observer for battery state-
of-charge (SOC) and state-of-health (SOH) estimation. Real-time state and parameter …

Optimal experimental design for parameterization of an electrochemical lithium-ion battery model

S Park, D Kato, Z Gima, R Klein… - Journal of The …, 2018 - iopscience.iop.org
We consider the problem of optimally designing an excitation input for parameter
identification of an electrochemical Li-ion battery model. The conventional approach to …

Mathematical modelling of chemical processes—obtaining the best model predictions and parameter estimates using identifiability and estimability procedures

KAP McLean, KB McAuley - The Canadian Journal of Chemical …, 2012 - Wiley Online Library
Chemical engineers who develop fundamental models often have difficulties estimating all
model parameters due to problems with parameter identifiability and estimability. These two …

Parameter estimation of the Doyle–Fuller–Newman model for Lithium-ion batteries by parameter normalization, grouping, and sensitivity analysis

Z Khalik, MCF Donkers, J Sturm, HJ Bergveld - Journal of Power Sources, 2021 - Elsevier
Using electrochemistry-based battery models in battery management systems remains
challenging due to the difficulty of uniquely determining all model parameters. This paper …

Parameter estimation of an electrochemistry‐based lithium‐ion battery model using a two‐step procedure and a parameter sensitivity analysis

N Jin, DL Danilov, PMJ Van den Hof… - … Journal of Energy …, 2018 - Wiley Online Library
Lithium‐ion batteries are indispensable in various applications owing to their high specific
energy and long service life. Lithium‐ion battery models are used for investigating the …

Simultaneous state and parameter estimation: the role of sensitivity analysis

J Liu, A Gnanasekar, Y Zhang, S Bo, J Liu… - Industrial & …, 2021 - ACS Publications
State and parameter estimation is essential for process monitoring and control. Observability
plays an important role in both state and parameter estimation. In simultaneous state and …

[HTML][HTML] A regularized Moving Horizon Estimator for combined state and parameter estimation in a bioprocess experimental application

A Tuveri, CSM Nakama, J Matias, HE Holck… - Computers & Chemical …, 2023 - Elsevier
Due to the lack or high costs of measurement devices to monitor and control metabolites in
microbial cultivation processes, state estimators are often required. These estimators …