Battery (electricity)

Quantum mechanics

Algorithm

Control (management)

Discretization

Voltage

Engineering

State of charge

Lithium (medication)

Statistics

Lithium-ion battery

Endocrinology

Joint (building)

Power (physics)

Computer science

Thermodynamics

Physics

Nonlinear system

State-space representation

Mathematics

Electronic engineering

Mathematical analysis

Artificial intelligence

Kalman filter

Sensitivity (control systems)

Architectural engineering

Medicine

Control theory (sociology)

Electrical engineering

IEEE Transactions on Transportation Electrification

All-solid-state batteries (ASSBs) are considered to be the next generation of lithium-ion batteries. Physics-based models (PBMs) can effectively simulate the internal electrochemical reactions and provide critical internal states for battery management. In order to promote the onboard applications of PBMs for ASSBs, in this article, the parameter sensitivity of a typical PBM is analyzed, and a joint estimation method for states and parameters based on sigma-point Kalman filtering (SPKF) is proposed. First, to obtain accurate sensitivity analysis results, approaches from different principles, including local sensitivity, elementary effect test, and variance-based methods, are applied. Then, for the battery model based on partial differential equations, a nonlinear state-space model is constructed by using the finite-difference discretization method. Finally, the SPKF algorithm is employed to conduct the joint estimation of model parameters and lithium-ion concentrations. The results from constant current and dynamic cycles show that two parameters, namely maximum lithium-ion concentration and minimum lithium-ion concentration, have the most influence on the model results. The joint estimation method is validated in three different cases, and the mean absolute errors of the estimated voltage and state of charge (SOC) are below 2.1 mV and 1.5%, respectively.

Sensitivity Analysis and Joint Estimation of Parameters and States for All-Solid-State Batteries