Title :
An automated framework for generating variable-accuracy battery models from datasheet information
Author :
Petricca, Massimo ; Donghwa Shin ; Bocca, Alberto ; Macii, Alberto ; Macii, E. ; Poncino, Massimo
Author_Institution :
Politec. di Torino, Turin, Italy
Abstract :
Models based on an electrical circuit equivalent have become the most popular choice for modeling the behavior of batteries, thanks to their ease of co-simulation with other parts of a digital system. Such circuit models are actually model templates: the specific values of their electrical elements must be derived by the analysis of the specific battery devices to be modeled. This process requires either to measure the battery characteristics or to derive them from the datasheet. In the latter case, however, very often not all information are available and the model fitting becomes then unfeasible. In this paper we present a methodology for deriving, in a semi-automatic way, circuit equivalent battery models solely from data available in a battery datasheet. In order to account for the different amount of information available, we introduce the concept of “level” of a model, so that models with different accuracy can be derived depending on the available data. The methodology requires only minimal intervention by the designer and it automatically generates MATLAB models once the required data for the corresponding model level are transcribed from the datasheet. Simulation results show that our methodology allows to accurately reconstruct the information reported in the datasheet as well as to derive missing ones.
Keywords :
equivalent circuits; secondary cells; automated framework; battery characteristics measurement; circuit equivalent battery model; datasheet information; electrical circuit; model fitting; variable-accuracy battery model; Batteries; Data models; Discharges (electric); Integrated circuit modeling; Load modeling; Mathematical model; System-on-chip;
Conference_Titel :
Low Power Electronics and Design (ISLPED), 2013 IEEE International Symposium on
Conference_Location :
Beijing
Print_ISBN :
978-1-4799-1234-6
DOI :
10.1109/ISLPED.2013.6629324