TY - JOUR
T1 - Reduced and Reformulated Electrochemical Model-based Detection and Isolation of Electrode-level Faults in Lithium-ion Battery Cells
AU - Padisala, Shanthan Kumar
AU - Sattarzadeh, Sara
AU - Dey, Satadru
N1 - Publisher Copyright:
© 2022 Elsevier B.V.. All rights reserved.
PY - 2022
Y1 - 2022
N2 - Despite finding their usage in multiple applications ranging from mobile phones to electric vehicles, degradation of Lithium-ion batteries and fault occurrences over a period of time, is still inevitable. There are numerous types of degradation and faults that are possible in a battery. Some of these faults affect individual electrodes (cathode and anode) of the battery while some of them manifest themselves on the battery cell as a whole. Diagnostics of cell-level faults has been explored extensively while electrode-level fault detection has received relatively lesser attention. In this work, we attempt to detect and isolate certain type of faults occurred in battery electrodes and distinguish if the fault has primarily occurred in the anode or the cathode. We utilize a reduced order and reformulated electrochemical models along with feedback-based observers to realize the proposed method. Preliminary simulation-based case studies are shown to illustrate the proposed approach.
AB - Despite finding their usage in multiple applications ranging from mobile phones to electric vehicles, degradation of Lithium-ion batteries and fault occurrences over a period of time, is still inevitable. There are numerous types of degradation and faults that are possible in a battery. Some of these faults affect individual electrodes (cathode and anode) of the battery while some of them manifest themselves on the battery cell as a whole. Diagnostics of cell-level faults has been explored extensively while electrode-level fault detection has received relatively lesser attention. In this work, we attempt to detect and isolate certain type of faults occurred in battery electrodes and distinguish if the fault has primarily occurred in the anode or the cathode. We utilize a reduced order and reformulated electrochemical models along with feedback-based observers to realize the proposed method. Preliminary simulation-based case studies are shown to illustrate the proposed approach.
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U2 - 10.1016/j.ifacol.2022.11.269
DO - 10.1016/j.ifacol.2022.11.269
M3 - Conference article
AN - SCOPUS:85146149821
SN - 2405-8963
VL - 55
SP - 734
EP - 739
JO - IFAC-PapersOnLine
JF - IFAC-PapersOnLine
IS - 37
T2 - 2nd Modeling, Estimation and Control Conference, MECC 2022
Y2 - 2 October 2022 through 5 October 2022
ER -