journal article·2020-01-04Open access

Real-time Nonlinear Model Predictive Control (NMPC) Strategies using Physics-Based Models for Advanced Lithium-ion Battery Management System (BMS)

Suryanarayana Kolluri, Sai Varun Aduru, Manan Pathak, Richard D. Braatz, Venkat R. Subramanian

Abstract

Optimal operation of lithium-ion batteries requires robust battery models for advanced battery management systems (ABMS). A nonlinear model predictive control strategy is proposed that directly employs the pseudo-two-dimensional (P2D) model for making predictions. Using robust and efficient model simulation algorithms developed previously, the computational time of the nonlinear model predictive control algorithm is quantified, and the ability to use such models for nonlinear model predictive control for ABMS is established.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Advanced Battery Technologies Research · Fuel Cells and Related Materials · Advancements in Battery Materials

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (27)

Show source-provided references
1. Liu · J. Dyn. Syst. Meas. Control · 2016 · 138 · 110.1115/1.4032066 ↗
2. Hu · Proceedings of the ASME 2015 Dynamic Systems and Control Conference · 2015 · 1 · 110.1115/DSCC2015-9705 ↗
3. Perez · IEEE Trans. Veh. Technol. · 2017 · 66 · 776110.1109/TVT.2017.2676044 ↗
4. Pathak · ECS Trans. · 2017 · 75 · 5110.1149/07523.0051ecst ↗
5. Xavier · J. Power Sources · 2015 · 285 · 37410.1016/j.jpowsour.2015.03.074 ↗
6. Torchio · Proc. Am. Control Conf. · 2015 · 2015 · 453610.1109/ACC.2015.7172043 ↗
7. Torchio · J. Electrochem. Soc. · 2017 · 164 · A94910.1149/2.0201706jes ↗
8. Torchio · IFAC-PapersOnLine · 2016 · 49 · 82710.1016/j.ifacol.2016.07.292 ↗
9. Klein · 2011 · 38210.1109/ACC.2011.5991497 ↗
10. Lee · IEEE J. Emerg. Sel. Top. Power Electron. · 2018 · 6 · 178310.1109/JESTPE.2018.2820071 ↗
11. Liu · IEEE Trans. Control Syst. Technol. · 2017 · 25 · 188210.1109/TCST.2016.2624143 ↗
12. Patwardhan · Chem. Eng. Commun. · 1990 · 87 · 12310.1080/00986449008940687 ↗
13. Eaton · Chem. Eng. Sci. · 1992 · 47 · 70510.1016/0009-2509(92)80263-C ↗
14. Ehlinger · Model Predictive Control of Chemical Processes: A Tutorial · 2017 · 36710.1002/apj.5500030108 ↗
15. Huba · Selected Topics on Constrained and Nonlinear Control · 2011 · 187
16. Biegler · 2010 · 416
17. Wu · Comput. Chem. Eng. · 2001 · 25 · 30110.1016/S0098-1354(00)00655-4 ↗
18. Doyle · J. Electrochem. Soc. · 1993 · 140 · 152610.1149/1.2221597 ↗
19. Suthar · 2015
20. Northrop · J. Electrochem. Soc. · 2014 · 161 · E314910.1149/2.018408jes ↗
21. Klein · 2010 · 6618
22. Northrop · J. Electrochem. Soc. · 2011 · 158 · A146110.1149/2.058112jes ↗
23. Lawder · Comput. Chem. Eng. · 2015 · 82 · 28310.1016/j.compchemeng.2015.07.002 ↗
24. Subramanian · J. Electrochem. Soc. · 2009 · 156 · A26010.1149/1.3065083 ↗
25. Petzold · 1992
26. De · J. Electrochem. Soc. · 2013 · 160 · A167510.1149/2.024310jes ↗
27. Hairer · Solving Ordinary Differential Equations II, Stiff and Differential-Algebraic Problems · 1996 · 72