A Novel Electrochemical Battery Model For State Of Charge And State Of Health Estimation

Alexander Patrick Schmidt

Published by Shaker Verlag Nov 2010, 2010
ISBN 10: 3832295887 / ISBN 13: 9783832295882
New / Buch / Quantity Available: 0
From Agrios-Buch (Bergisch Gladbach, Germany)
Available From More Booksellers
View all  copies of this book

About the Book

We're sorry; this book is no longer available. AbeBooks has millions of books. Please enter search terms below to find similar copies.


Neuware - Currently, there is a strong demand in the automobile industry for replacing internal combustion engines by electrical drivetrains. This requires the development of powerful battery systems on the basis of rechargeable lithium-ion cells. In order to operate them in an optimal way, it is essential to accurately detect the state of charge (SOC) and the state of health (SOH) of the energy storage system. For this purpose, the thesis at hand presents a novel electrochemical model of a lithium-ion cell. By the abdication of parameter maps the model can be parameterized for a particular cell by using some few characteristic measurements. The compact model structure only consists of 6 states and also includes the thermal behaviour of the cell. Thus, it is well suited for the implementation in battery control units. Based on classical single-particle approaches, a lumped-parameter nonlinear model is developed. It is able to predict accurately the terminal voltages for arbitrary loads, and even for potentiostatic operation. The key points are: (1) an incorporation of the electrolyte potential, (2) a modal decomposition of the partial differential equation of the liquid phase lithium-ion concentration, (3) a correct handling of the SOC-dependent diffusivity in the insertion materials of both electrodes, and (4) a consideration of temperature-dependent kinetic processes. A combined parameter analysis and identification is successfully applied for the parameterization of the model. Using a Fisher-information matrix approach in combination with a sensitivity analysis, the identifiability of each parameter is estimated in dependence on the measurement information. Using this information, it is possible to choose a small number of relevant experiments, which are sufficient to fully parameterize the model. In order to determine the internal model states that account for the actual stored amount of charge (SOC) the so-called unscented Kalman Filter (UKF) is employed. It allows for the distinction of electrode individual state of charges. This inherently discrete-time state estimation approach provides a decoupling of the model and the filter correction update and is therefore well suited for stiff differential equations. Besides, no Jacobians of the nonlinear state space battery model have to be computed. The UKF shows an extraordinary tolerance against parameter errors. This property makes it a promising candidate for the monitoring of cell aging effects. In a last step, the estimated states of the UKF are used to track cell degradation effects (SOH). By means of the cell model parameters that account for the capacity of the cathode and the overall conductivity of the electrolyte, the currently available maximum charge and power can be predicted. For this reason, the estimated states are compared for congeneric load profiles but different stages of age. Deviations are then addressed to shifts in the respective model parameters. This approach provides the distinction of capacity fade due to active material losses and due to rate capability fade as well. 127 pp. Englisch. Bookseller Inventory # 9783832295882

Bibliographic Details

Title: A Novel Electrochemical Battery Model For ...
Publisher: Shaker Verlag Nov 2010
Publication Date: 2010
Binding: Buch
Book Condition: Neu

AbeBooks offers millions of new, used, rare and out-of-print books, as well as cheap textbooks from thousands of booksellers around the world. Shopping on AbeBooks is easy, safe and 100% secure - search for your book, purchase a copy via our secure checkout and the bookseller ships it straight to you.

Search thousands of booksellers selling millions of new & used books

New & Used Books

New & Used Books

New and used copies of new releases, best sellers and award winners. Save money with our huge selection.

AbeBooks Home

Rare & Out of Print Books

Rare & Out of Print Books

From scarce first editions to sought-after signatures, find an array of rare, valuable and highly collectible books.

Rare Books



Catch a break with big discounts and fantastic deals on new and used textbooks.


More Books to Discover