A PCA model of the lithium-ion battery pack in series is established as follows. A battery pack consists of n cells in series and each cell contains m samples. The original data is organized into a matrix as shown in Eq. (1). X is the matrix of the U t, OCV, and R 0 respectively in the battery pack.