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A method for estimating parameters of a lithium-ion battery variable time-scale model

A lithium-ion battery and time-scale technology, applied in the field of parameter estimation, can solve the problems of limiting the application of battery model parameter information and the difficulty of guaranteeing the parameter estimation of large time constant links, etc., to achieve accurate and reliable calculation, reduce the amount of computation, and reduce the size of the effect

Active Publication Date: 2019-04-16
TONGJI UNIV
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Problems solved by technology

It can be known from the electrochemical theory that the internal reaction process of the battery mainly includes the charge transfer process with a small time constant and the diffusion process with a large time constant when the battery is in use. The two resistance-capacitance links in the equivalent circuit model represent these two processes respectively. The existing parameter estimation algorithms are not designed for different time scales of the process, which makes it difficult to guarantee the parameter estimation of the large time constant link, which limits the further application of the parameter information based on the battery model

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[0041] In order to make the purpose, technical solutions and innovations of the present invention clearer, the present invention will be further explained below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0042] In order to achieve the above-mentioned objectives and other advantages of the present invention, as specifically and broadly described herein, an online estimation method for variable time-scale parameters of lithium-ion batteries based on a combination of iterative least squares and extended Kalman filter algorithms is provided. The traditional online estimation method of battery model parameters does not consider the difference in time scale in the internal reaction of the battery, and is not suitable for the present invention. The present invention combines the analysis of the electrochemical me...

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Abstract

The invention relates to a parameter estimation method for variable time scale models of lithium ion batteries. The method is used for carrying out parameter estimation on quadratic equivalent circuit mathematic models of lithium ion batteries so as to respectively obtain time constants of large and small time scale links. The method comprises the following steps of: 1) determining time scale ranges of time constants corresponding to a small time scale link and a large time scale link in a quadratic equivalent circuit mathematic model of a lithium ion battery; 2) respectively estimating a time constant of the large time scale link and a time constant of the small time scale link; and 3) verifying the time constant of the large time scale link and the time constant of the small time scale link by adopting the time scale ranges so as to obtain final time constants. Compared with the prior art, the method provided by the invention has the advantages of being correct and reliable in calculation, carrying out sub-step identification and reducing the operand.

Description

technical field [0001] The invention relates to a parameter estimation method, in particular to a parameter estimation method of a variable time scale model of a lithium ion battery. Background technique [0002] As a key component, the power battery system has been used more and more in the fields of electric vehicles and electric energy storage. In the application process, a battery management system (Battery Management System, BMS) is required to estimate and monitor the parameters and state of the battery, and further use it for power estimation or life state estimation of the battery. In the existing research and application, the battery model is mostly based on the equivalent circuit model, and the parameters in the model are mostly obtained by offline calibration or online estimation. The off-line calibration method requires a large number of battery tests in advance, which takes a long time and a lot of work, and the parameters of the calibration are difficult to ad...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F17/50
CPCG06F30/367
Inventor 戴海峰魏学哲孙泽昌朱乐涛
Owner TONGJI UNIV