736 IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, VOL. 48, NO. 2, MARCH/APRIL 2012
A Method for Online Capacity Estimation of Lithium
Ion Battery Cells Using the State of Charge
and the Transferred Charge
Markus Einhorn, Member, IEEE, Fiorentino Valerio Conte, Christian Kral, Senior Member, IEEE, and Juergen Fleig
Abstract—In this paper, a method to estimate the capacity of
individual lithium ion battery cells during operation is presented.
When having two different states of charge of a battery cell as well
as the transferred charge between these two states, the capacity of
the battery cell can be estimated. The method is described in detail
and validated on a battery cell with a current pulse test cycle. It
is then applied to a real-life cycle; the accuracy is analyzed and
discussed.
Index Terms—Battery management, capacity estimation,
lithium ion (Li-ion) battery, state of charge.
I. I NTRODUCTION
T
HE ESTIMATION of the remaining as well as the total
capacity of a battery cell is an important issue both for
mobile and stationary battery applications. The capacity of a
battery cell is changing over its lifetime due to aging, and thus
a method to estimate its capacity is necessary [1], [2]. The
capacity of a battery cell can be estimated by fully discharg-
ing it and integrating the measured current (charge counting)
[3], [4].
When lithium ion (Li-ion) battery cells are serially connected
to a battery stack, the discharging process has to stop as soon as
one cell is completely discharged [5]. The cell with the lowest
capacity is usually the first one which is completely discharged
and therefore limits the capacity of the whole battery. Though
the capacity of this cell could be estimated by measuring and
integrating the cell current, the capacities of the other cells
cannot be determined with charge counting.
However, a battery stack is usually not completely dis-
charged. For example the battery package of an electric vehicle
is typically charged before it is completely empty. Hence, a
Manuscript received August 17, 2011; accepted November 16, 2011. Date
of publication December 26, 2011; date of current version March 21, 2012.
Paper 2011-ESC-448, presented at the 2010 IEEE International Conference on
Sustainable Energy Technologies (ICSET), Kandy, Sri Lanka, December 6–9,
and approved for publication in the IEEE TRANSACTIONS ON I NDUSTRY
APPLICATIONS by the Energy Systems Committee of the IEEE Industry
Applications Society. This work was supported by the Austrian Research
Promotion Agency (Oesterreichische Forschungsfoerderungsgesellschaft mbH,
Klimaund Energiefonds, Neue Energien 2020) under Research Project 825484,
Energy Management for Batteries (e-manager).
M. Einhorn, F. V. Conte, and C. Kral are with the Mobility Department,
Electric Drive Technologies, Austrian Institute of Technology (AIT), 1210
Vienna, Austria (e-mail: markus.einhorn@ait.ac.at; valerio.conte@ait.ac.at;
christian.kral@ait.ac.at).
J. Fleig is with the Institute of Chemical Technologies and Analytics, Vienna
University of Technology, 1060 Vienna, Austria (e-mail: j.fleig@tuwien.ac.at).
Color versions of one or more of the figures in this paper are available online
at http://ieeexplore.ieee.org.
Digital Object Identifier 10.1109/TIA.2011.2180689
Fig. 1. Equivalent circuit of a battery cell.
battery cell is either charged or discharging stops, before it is
completely discharged.
In this paper, a method which allows estimating the capacity
of any battery cell is presented. With this method, the cell does
not have to be completely discharged. The method is explained
in detail and validated by using a current pulse test cycle as well
as a real-life cycle.
II. CELL CAPACITY ESTIMATION METHOD
In this section, the proposed method for the online capacity
estimation of a single battery cell is presented. The stored
charge Q in a battery cell referred to the total capacity C is
defined as the state of charge
SOC =
Q
C
. (1)
Therefore, SOC =1 when the battery cell is fully charged
and SOC =0 when the battery cell is completely discharged.
During charging/discharging, between time t
α
and t
β
, the
stored charge is altered from Q
α
to
Q
β
= Q
α
- ΔQ
α,β
= Q
α
-
t
β
t
α
I
cell
(t)dt. (2)
I
cell
is positive during discharging as shown in a Fig. 1 as a
typical equivalent circuit of a battery cell. In the same manner as
Q
α
changes to Q
β
, the SOC changes from SOC
α
= SOC(t
α
)
to SOC
β
= SOC(t
β
). By using (1) for t
α
as well as for t
β
and
(2), the total capacity of the battery cell can be calculated with
C = C
α,β
=
Q
α
- Q
β
SOC
α
- SOC
β
=
t
β
t
α
I
cell
(t)dt
SOC(t
α
) - SOC(t
β
)
. (3)
0093-9994/$26.00 © 2011 IEEE