Production caused variation in capacity aging trend and correlation to initial cell performance
Integrity signals
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Other research shows that cells that seemed equal at selection can differ substantially in ageing behaviour.
“Other research, however, shows that, although the cells that were examined seemed equal at the time of selection, their ageing behaviour can differ substantially (see Section 5 and [23]).”
From Battery Management System Hardware Concepts: An Overview (2018) · cites this paper as [23]
Ref. [23] reviewed changes of different cells' capacities in a batch of 18,650 consumer cells with the same initial capacity and stressed with the same load profile.
“Ref. [23] has reviewed the changes of different cells' capacities in a batch of 18,650 consumer cells with the same initial capacity and that were stressed with the same load profile.”
From Battery Management System Hardware Concepts: An Overview (2018) · cites this paper as [23]
Even though all cells were selected to have the same initial capacity, the capacity deviates after some cycles.
“Even though all cells were selected to have the same initial capacity, the capacity deviates after some cycles.”
From Battery Management System Hardware Concepts: An Overview (2018) · cites this paper as [23]
If a remaining capacity of 80% is chosen as an end of life criterion, the tested 18,650 cells showed a cycle life between about 1000 and 1500 cycles.
“If a remaining capacity of 80% is chosen as an end of life criterion, the tested 18,650 cells showed a cycle life between about 1000 and 1500 cycles.”
From Battery Management System Hardware Concepts: An Overview (2018) · cites this paper as [23]
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Data-driven prediction of battery cycle life before capacity degradation
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Battery Management System Hardware Concepts: An Overview
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“[23] has reviewed the changes of different cells’ capacities in a batch of 18,650 consumer cells with the same initial capacity and that were stressed with the same load profile.”
BackgroundSelf-citationCorrelation between capacity and impedance of lithium-ion cells during calendar and cycle life
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- Authors
- Baumhöfer, T., Brühl, M., Rothgang, S., & Sauer, D. U.
- Affiliations
- Jülich Aachen Research Alliance (DE)
- RWTH Aachen University (DE)
- Corresponding author
- Baumhöfer, Thorsten
- Venue
- Journal of Power Sources
- Publisher
- Elsevier BV
- Published
- 2014-02
- Volume
- 247
- Pages
- 332-338
- ISSN
- 0378-7753 (ISSN-L)
- OpenAlex
- W2134203632
- Cited by
- 421
- References
- 16
- Citations by year
- 2026: 28 · 2025: 37 · 2024: 56 · 2023: 57 · 2022: 44 · 2021: 46 · 2020: 42 · 2019: 32 · 2018: 26 · 2017: 21 · 2016: 16 · 2015: 7 · 2014: 9
- FWCI
- 16.61
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Power Sources (publishedVersion)
- RWTH Publications (RWTH Aachen) (submittedVersion)
- Funders
- Bundesministerium für Bildung und Forschung (13N12035)
- Topics
- Physical Sciences › Engineering › Automotive Engineering › Advanced Battery Technologies Research
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Advancements in Battery Materials
- Physical Sciences › Engineering › Safety, Risk, Reliability and Quality › Reliability and Maintenance Optimization
- Keywords
- lithium-ion battery aging, capacity fade, cell-to-cell variability, manufacturing variability, data mining, linear regression, batch classification, mass production
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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
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