Systems and methods for direct estimation of battery parameters using only charge/discharge curves
Abstract
Electrochemical models for the lithium-ion battery are useful in predicting and controlling its performance. The values of the parameters in these models are vital to their accuracy. However, not all parameters can be measured precisely, especially when destructive methods are prohibited. In some embodiments of the present disclosure, a parameter estimation approach is used to estimate the open circuit potential of the positive electrode (Up) using piecewise linear approximation together with all the other parameters of a single particle model. Up and 10 more parameters may be estimated from a single discharge curve without knowledge of the electrode chemistry using a technique such as a genetic algorithm. Different case studies were presented for estimating Up with different types of parameters of the battery model. The estimated parameters were then validated by comparing simulations at different discharge rates with experimental data.
- Inventors:
- Issue Date:
- Research Org.:
- Univ. of Washington, Seattle, WA (United States)
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1986662
- Patent Number(s):
- 11462929
- Application Number:
- 15/725,192
- Assignee:
- University of Washington (Seattle, WA)
- DOE Contract Number:
- AR0000275
- Resource Type:
- Patent
- Resource Relation:
- Patent File Date: 10/04/2017
- Country of Publication:
- United States
- Language:
- English
Citation Formats
Qi, Yanbo, Kolluri, Suryanarayana, Subramanian, Venkat, Chen, Sung-Yuan, and Dawson-Elli, Neal. Systems and methods for direct estimation of battery parameters using only charge/discharge curves. United States: N. p., 2022.
Web.
Qi, Yanbo, Kolluri, Suryanarayana, Subramanian, Venkat, Chen, Sung-Yuan, & Dawson-Elli, Neal. Systems and methods for direct estimation of battery parameters using only charge/discharge curves. United States.
Qi, Yanbo, Kolluri, Suryanarayana, Subramanian, Venkat, Chen, Sung-Yuan, and Dawson-Elli, Neal. Tue .
"Systems and methods for direct estimation of battery parameters using only charge/discharge curves". United States. https://www.osti.gov/servlets/purl/1986662.
@article{osti_1986662,
title = {Systems and methods for direct estimation of battery parameters using only charge/discharge curves},
author = {Qi, Yanbo and Kolluri, Suryanarayana and Subramanian, Venkat and Chen, Sung-Yuan and Dawson-Elli, Neal},
abstractNote = {Electrochemical models for the lithium-ion battery are useful in predicting and controlling its performance. The values of the parameters in these models are vital to their accuracy. However, not all parameters can be measured precisely, especially when destructive methods are prohibited. In some embodiments of the present disclosure, a parameter estimation approach is used to estimate the open circuit potential of the positive electrode (Up) using piecewise linear approximation together with all the other parameters of a single particle model. Up and 10 more parameters may be estimated from a single discharge curve without knowledge of the electrode chemistry using a technique such as a genetic algorithm. Different case studies were presented for estimating Up with different types of parameters of the battery model. The estimated parameters were then validated by comparing simulations at different discharge rates with experimental data.},
doi = {},
journal = {},
number = ,
volume = ,
place = {United States},
year = {2022},
month = {10}
}
Works referenced in this record:
Method and apparatus for generalized recursive least-squares process for battery state of charge and state of health
patent, May 2008
- Verbrugge, Mark W.; Tate, Jr., Edward D.; Frisch, Damon R.
- US Patent Document 7,373,264
Secondary battery management
patent, June 2020
- Ravi, Nikhil; MirTabatabaei, Anahita; Klein, Reinhardt
- US Patent Document 10,686,321
Method and apparatus for modeling diffusion in an electrochemical system
patent, January 2010
- Koch, Brian J.; Frisch, Damon R.; Conell, Robert S.
- US Patent Document 7,646,166
System and Method for Controlling Precipitation and Dissolution of Reaction-Related Substance in Secondary Battery
patent-application, June 2015
- Fuchimoto, Tetsuya; Takahashi, Kenji; Tomura, Shuji
- US Patent Application 14/406072; 20150155604
On-line adaptive battery impedance parameter and state estimation considering physical principles in reduced order equivalent circuit battery models
journal, August 2014
- Fleischer, Christian; Waag, Wladislaw; Heyn, Hans-Martin
- Journal of Power Sources, Vol. 260
Multi-objective optimization of lithium-ion battery model using genetic algorithm approach
journal, December 2014
- Zhang, Liqiang; Wang, Lixin; Hinds, Gareth
- Journal of Power Sources, Vol. 270
Secondary battery management system with remote parameter estimation
patent, October 2019
- Ravi, Nikhil; MirTabatabaei, Anahita; Klein, Reinhardt
- US Patent Document 10,447,046
Adaptive Battery Parameter Extraction and SOC Estimation for Lithium-Ion Battery
patent-application, December 2011
- Lin, Jian; Tang, Xidong; Koch, Brian J.
- US Patent Application 12/820648; 20110309838
Parameter Estimation and Capacity Fade Analysis of Lithium-Ion Batteries Using Reformulated Models
journal, January 2011
- Ramadesigan, Venkatasailanathan; Chen, Kejia; Burns, Nancy A.
- Journal of The Electrochemical Society, Vol. 158, Issue 9
Battery Management System with Multiple Observers
patent-application, October 2017
- Klien, Reinhardt; Tabatabael, Anahita Mir; Chaturvedi, Nalin
- US Patent Application 15/087576; 20170288414
Parameter Identification of Lithium-Ion Batteries Model to Predict Discharge Behaviors Using Heuristic Algorithm
journal, January 2016
- Li, Jun; Zou, Liangliang; Tian, Feng
- Journal of The Electrochemical Society, Vol. 163, Issue 8
Development of First Principles Capacity Fade Model for Li-Ion Cells
journal, January 2004
- Ramadass, P.; Haran, Bala; Gomadam, Parthasarathy M.
- Journal of The Electrochemical Society, Vol. 151, Issue 2
Hybrid battery state sensor
patent, July 2019
- Benosman, Mouhacine; Wei, Chun
- US Patent Document 10,353,008
Battery System
patent-application, February 2016
- Takahashi, Kenji; Kaiya, Hiroyuki; Todoroki, Chihaya
- US Patent Application 14/783268; 20160052419
Battery State Estimation Device and Battery State Estimation Method
patent-application, June 2019
- Koba, Daisuke; Murota, Yosuke; Minatani, Shinobu
- US Patent Application 16/231176; 20190195960
Estimation of battery parameters of the equivalent circuit model using Grey Wolf Optimization
conference, March 2016
- Sangwan, Venu; Kumar, Rajesh; Rathore, A. K.
- 2016 IEEE 6th International Conference on Power Systems (ICPS)
Parameter Estimation and Model Discrimination for a Lithium-Ion Cell
journal, January 2007
- Santhanagopalan, Shriram; Guo, Qingzhi; White, Ralph E.
- Journal of The Electrochemical Society, Vol. 154, Issue 3
Battery State Estimation Device and Method of Estimating Battery State
patent-application, June 2017
- Omi, Toru; Miura, Kenichi; Hiwa, Satoru
- US Patent Application 15/118426; 20170176540
Modeling and Simulation of Lithium-Ion Batteries from a Systems Engineering Perspective
journal, January 2012
- Ramadesigan, Venkatasailanathan; Northrop, Paul W. C.; De, Sumitava
- Journal of The Electrochemical Society, Vol. 159, Issue 3
Modeling Lithium Intercalation of a Single Spinel Particle under Potentiodynamic Control
journal, January 2000
- Zhang, Dong; Popov, Branko N.; White, Ralph E.
- Journal of The Electrochemical Society, Vol. 147, Issue 3
Design optimization of LiNi0.6Co0.2Mn0.2O2/graphite lithium-ion cells based on simulation and experimental data
journal, July 2016
- Appiah, Williams Agyei; Park, Joonam; Song, Seonghyun
- Journal of Power Sources, Vol. 319
Determination of the Lithium Ion Diffusion Coefficient in Graphite
journal, January 1999
- Yu, Ping
- Journal of The Electrochemical Society, Vol. 146, Issue 1
State-of-charge and capacity estimation of lithium-ion battery using a new open-circuit voltage versus state-of-charge
journal, December 2008
- Lee, Seongjun; Kim, Jonghoon; Lee, Jaemoon
- Journal of Power Sources, Vol. 185, Issue 2
Genetic identification and fisher identifiability analysis of the Doyle–Fuller–Newman model from experimental cycling of a LiFePO4 cell
journal, July 2012
- Forman, Joel C.; Moura, Scott J.; Stein, Jeffrey L.
- Journal of Power Sources, Vol. 210
Battery parameters, state of charge (SOC), and state of health (SOH) co-estimation
patent-application, November 2014
- Chow, Mo-Yuen; Eichi, Habiballah Rahimi
- US Patent Application 14/285853; 20140350877
Method and Device for Estimating a Voltage of a Battery
patent-application, May 2019
- Farag, Mohammed; Schweiger, Benno; Habibi, Saeid
- US Patent Application 16/313434; 20190162791
Secondary battery management system
patent, March 2019
- MirTabatabaei, Anahita; Klein, Reinhardt; Kojic, Aleksandar
- US Patent Document 10,243,385
System and Method for a Dynamically Configurable Power Distribution Control and Management System
patent-application, October 2014
- Alexander, Kevin; Copple, Braden; Burbank, Isaac
- US Patent Application 13/868843; 20140312848
Secondary battery management system
patent-application, August 2017
- MirTabatabaei, Anahita; Klein, Reinhardt; Krupadanam, Ashish
- US Patent Application 15/011148; 20170222449
Method and Apparatus with Battery State Estimation
patent-application, June 2021
- Park, Jeonghyun; You, Kaeweon; Kim, Jinho
- US Patent Application 16/857377; 20210165047
Model-based prognostics for batteries which estimates useful life and uses a probability density function
patent, December 2012
- Saha, Bhaskar; Goebel, Kai Frank
- US Patent Document 8,332,342
Photo-Sensitized Chemically Amplified Resists (PS-Car) Model Calibration
patent-application, August 2017
- Carcasi, Michael; Somervell, Mark; Fonseca, Carlos
- US Patent Application 15/048619; 20170242344
Mathematical modeling of secondary lithium batteries
journal, May 2000
- Botte, Gerardine G.; Subramanian, Venkat R.; White, Ralph E.
- Electrochimica Acta, Vol. 45, Issue 15-16, p. 2595-2609
Method and system for battery state of charge estimation
patent, February 2017
- Lee, Tae Kyung
- US Patent Document 9,581,988
Method and System for Estimating Battery Model Parameters to Update Battery Models Used for Controls
patent-application, December 2015
- Lee, Tae-Kyung
- US Patent Application 14/296630; 20150355283
Battery State Estimating Apparatus
patent-application, February 2018
- Kawai, Toshiyuki; Kato, Keiichi; Koike, Yuuji
- US Patent Application 15/556138; 20180045788
Cubic Spline Regression for the Open-Circuit Potential Curves of a Lithium-Ion Battery
journal, January 2005
- Guo, Qingzhi; White, Ralph E.
- Journal of The Electrochemical Society, Vol. 152, Issue 2