Research Article

Lithium-Ion Battery Parameters and State of Charge Joint Estimation Using Bias Compensation Least Squares and the Alternate Algorithm

Table 1

BCLS for parameters identification.

Step 1: initialization: for k = 0, set , , , , and .
Step 2: time update: for .
 Observation data regression vector: via (11).
 Gain matrix: via (20).
 Covariance matrix: via (18).
 Error criterion function via (17).
 Noise variance via (15).
Step 3: measurement update:
 Update the posterior state: via (14).
 Update original system state: via (21).
Step 4: time update: return to Step 2.
Step 5: the state vector output .
 Calculate model parameters: , , and via (7).