Extending a Thermal Runaway Modeling Framework to Cells of Different Formats, Sizes, and Chemistries

Simplified staged thermal runaway (TR) models are attractive for early-stage battery safety assessment, but they are usually parameterized for a single cell type and rely on internal temperature measurements that are impractical in sealed cylindrical and pouch cells. This work extends a four-stage TR modeling framework so it can be applied to cylindrical and pouch cells of different sizes with nickel-rich layered-oxide cathodes using surface-temperature data from accelerating rate calorimetry (ARC) alone. Four modifications are introduced: an objective segmentation of the temperature-rate curve by three-segment piecewise regression with free breakpoints; a regularized extraction of the Arrhenius parameters that removes the ill-conditioned data at each stage end; a stage-dependent mass-loss function, including a two-step venting formulation for cells with delayed vent opening; and format-specific non-adiabatic boundary conditions for the severe and cooling phases. Adiabatic TR experiments were performed on three samples each of a 4.5 Ah 21700 NMC cylindrical cell, a 33 Ah 4695 NCMA cylindrical cell, and a 65 Ah NMC pouch cell. The model reproduces the measured temperature and temperature-rise rate for all three formats. The results quantify how strongly cell format governs TR severity and indicate that TR in large-format pouch cells can be accurately described without internal instrumentation. Applicability to prismatic cells and to other cathode chemistries, such as LFP, has not been demonstrated.

Authors

Institutions

Publication Details

Journal
Journal of The Electrochemical Society
Published
2026-10-27
DOI
https://doi.org/10.1149/1945-7111/aeb4ef
Primary Topic
Advanced Battery Technologies Research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Extending a Thermal Runaway Modeling Framework to Cells of Different Formats, Sizes, and Chemistries

Christian Ellersdorfer, Karl Georg Hohenberg, Patrick Höschele, Nikola Vujnović
4 links
Journal of The Electrochemical Society
Advanced Battery Technologies Research
article

Extending a Thermal Runaway Modeling Framework to Cells of Different Formats, Sizes, and Chemistries

Christian Ellersdorfer, Karl Georg Hohenberg, Patrick Höschele, Nikola Vujnović
article en

Abstract

Simplified staged thermal runaway (TR) models are attractive for early-stage battery safety assessment, but they are usually parameterized for a single cell type and rely on internal temperature measurements that are impractical in sealed cylindrical and pouch cells. This work extends a four-stage TR modeling framework so it can be applied to cylindrical and pouch cells of different sizes with nickel-rich layered-oxide cathodes using surface-temperature data from accelerating rate calorimetry (ARC) alone. Four modifications are introduced: an objective segmentation of the temperature-rate curve by three-segment piecewise regression with free breakpoints; a regularized extraction of the Arrhenius parameters that removes the ill-conditioned data at each stage end; a stage-dependent mass-loss function, including a two-step venting formulation for cells with delayed vent opening; and format-specific non-adiabatic boundary conditions for the severe and cooling phases. Adiabatic TR experiments were performed on three samples each of a 4.5 Ah 21700 NMC cylindrical cell, a 33 Ah 4695 NCMA cylindrical cell, and a 65 Ah NMC pouch cell. The model reproduces the measured temperature and temperature-rise rate for all three formats. The results quantify how strongly cell format governs TR severity and indicate that TR in large-format pouch cells can be accurately described without internal instrumentation. Applicability to prismatic cells and to other cathode chemistries, such as LFP, has not been demonstrated.

Journal of The Electrochemical SocietyVol. 173(20)
Graz University of Technology (AT), Battery4Life GmbH (AT)
Affordable and clean energy
Openalex Percentile: Top 23%
Advanced Battery Technologies Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon
Extending a Thermal Runaway Modeling Framework to Cells of Different Formats, Sizes, and Chemistries — Christian Ellersdorfer, Karl Georg Hohenberg, et al. · Journal of The Electrochemical Society (2026) | TGRS Research Map | TGRS