Characterization and Nonlinear modelling of Li-Ion battery

Rishi Relan, Laurent Vanbeylen, Yousef Firouz, Joannes Schoukens

Research output: Chapter in Book/Report/Conference proceedingMeeting abstract (Book)


Lithium ion (Li-ion) batteries are attracting significant and growing interest because their high energy and high power density render them an excellent option for energy storage,particularly in hybrid and electric vehicles as well as an ideal candidate for a wide variety of applications. Some limitations of existing Li-ion battery technology include underutilization, stress-induced material damage, capacity fade, and the potential for thermal runaway. In order to develop a complete dynamic model of a lithium ion battery that is suitable for virtual-prototyping of portable battery-powered systems, accurate estimation of the state of charge (SOC) and state of health (SOH) is required , which in-turn depends on the quality of the models which are used for the estimation of these quantities. In this paper, a data-driven polynomial non-linear state-space model (PNLSS) is proposed for the nonli-near regime of the battery’s electrical operation based on a non-parametric characterization of the battery’s behaviour.
Original languageEnglish
Title of host publication34th Benelux Meeting on Systems and Control, Center Parcs "De Vossemeren", Lommel, 24th to 26th March, 2015
Number of pages1
Publication statusPublished - 24 Mar 2015
Event34th Benelux Meeting on Systems and Control - Vossemeren, Lommel, Belgium
Duration: 24 Mar 201526 Mar 2015


Seminar34th Benelux Meeting on Systems and Control


  • Nonlinear modelling
  • Li-Ion battery


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