Title :
A transient reduced order model for battery thermal management based on singular value decomposition
Author :
Xiao Hu ; Asgari, Shadnaz ; Yavuz, Ibrahim ; Stanton, Scott ; Chih-Cheng Hsu ; Zhongying Shi ; Bao Wang ; Hao-Kun Chu
Author_Institution :
ANSYS Inc., Canonsburg, PA, USA
Abstract :
Battery thermal management for high power applications such as electric vehicles and hybrid vehicles is crucial. Modeling is an indispensable tool to help engineers design better battery cooling systems. A reduced order model (ROM) for battery thermal management based on singular value decomposition (SVD) is proposed. The ROM generation process starts with computation fluid dynamics (CFD) results of a battery model, from which SVD is used to calculate the approximate subspace which temperature solution belongs to. Then a state space model is created for each dimension of the subspace. The state space model is created taking advantage of the linear and time-invariance (LTI) properties of the battery thermal system. The state space model, the ROM, is then shown to provide very similar results as those from CFD under arbitrary transient power dissipation. The ROM runs orders of magnitude faster than the original CFD model.
Keywords :
battery management systems; computational fluid dynamics; cooling; singular value decomposition; state-space methods; transient analysis; CFD model; LTI; ROM generation process; SVD; arbitrary transient power dissipation; battery cooling systems; battery thermal management system; computation fluid dynamics; electric vehicles; hybrid vehicles; linear properties; singular value decomposition; state space model; temperature solution; time-invariance properties; transient reduced order model; Batteries; Computational fluid dynamics; Integrated circuit modeling; Mathematical model; Read only memory; Temperature distribution; Vectors;
Conference_Titel :
Energy Conversion Congress and Exposition (ECCE), 2014 IEEE
Conference_Location :
Pittsburgh, PA
DOI :
10.1109/ECCE.2014.6953941