2022
DOI: 10.1002/aenm.202200889
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Bridging Multiscale Characterization Technologies and Digital Modeling to Evaluate Lithium Battery Full Lifecycle

Abstract: The ORCID identification number(s) for the author(s) of this article can be found under https://doi.org/10.1002/aenm.202200889. realize carbon-neutral growth have been put forward by countries all over the world, e.g., China aims to cut CO 2 emissions net-zero by 2060. [1] A promising means to reduce the dependence of our societies on fossil fuels is the development of advanced energy materials. [2] Lithium-ion batteries (LIBs) show great potential as high performance energy storage devices for consumer electr… Show more

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Cited by 61 publications
(28 citation statements)
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“…Machine learning-based algorithms are being employed in tandem with reduced-order electrochemical models or equivalent circuit models to capture the local dynamics of highly nonlinear systems such as batteries. Liu et al 71 provides a detailed discussion on machine learning-based frameworks for digital modeling. Digital twins, which act as a virtual model for a physical system, are gaining popularity.…”
Section: Thermal Simulation Modelsmentioning
confidence: 99%
“…Machine learning-based algorithms are being employed in tandem with reduced-order electrochemical models or equivalent circuit models to capture the local dynamics of highly nonlinear systems such as batteries. Liu et al 71 provides a detailed discussion on machine learning-based frameworks for digital modeling. Digital twins, which act as a virtual model for a physical system, are gaining popularity.…”
Section: Thermal Simulation Modelsmentioning
confidence: 99%
“…[1][2][3] Lithium-ion batteries (LIBs) are electrochemical energy storage systems, which have been widely adopted in portable electronic device and electric vehicle industries. [4,5] However, the supply of lithium resources is limited and cannot meet the market demand; thus, potassium (K)-ion batteries (PIBs), which use the similar electrochemical principle as LIBs, have gained attention due to their abun-There have been a number of well-established proposals to tackle this issue (e.g., pillar structures or pinning effects). [25][26][27][28][29][30][31][32][33][34][35] Larger inert cations as interlayer pillars to stabilize the structure in alkali metal layers have been proposed.…”
Section: Introductionmentioning
confidence: 99%
“…[30,31] In the field of battery research, digital twin technique has widely been applied in the estimation of battery state of charge, capacity, and resistance based on the interaction with real-time data. [31][32][33][34] However, very few publications have adopted digital twin technique for design and optimization of LIBs, [35,36] much less in high power LIBs.…”
Section: Introductionmentioning
confidence: 99%