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Battery swapping vs. fast charging study outline
I'm looking for collaborators (and early critique!) on a battery swapping vs. fast charging study. I want to at least try to come up with quantitive…
Oct 28, 2021
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Roman Leventov
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Battery swapping vs. fast charging study outline
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Life-Cycle Assessment Considerations for Batteries and Battery Materials
This is a summary (plus, a few of my own thoughts) of the review article “Life-Cycle Assessment Considerations for Batteries and Battery Materials…
Oct 8, 2021
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Roman Leventov
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Life-Cycle Assessment Considerations for Batteries and Battery Materials
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August 2021
Monte-Carlo simulation combined with density functional theory to investigate the equilibrium thermodynamics of electrode materials: lithium…
This post is a detailed review and discussion of the paper “Monte-Carlo simulation combined with density functional theory to investigate the…
Aug 4, 2021
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Roman Leventov
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Monte-Carlo simulation combined with density functional theory to investigate the equilibrium thermodynamics of electrode materials: lithium titanates as model compounds
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July 2021
An accurate equivalent circuit cell model with parameter functions trained by an adversarial network
We can apply the ideas from "Learning an Accurate Physics Simulator via Adversarial Reinforcement Learning" to cell simulation with electrical cell…
Jul 19, 2021
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Roman Leventov
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An accurate equivalent circuit cell model with parameter functions trained by an adversarial network
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Electrode lithiation stages
Physical understanding of the open-circuit voltage relationship
Jul 7, 2021
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Roman Leventov
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Electrode lithiation stages
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April 2021
Analysis of the effect of resistance increase on the capacity fade of Li-ion batteries
This post is a review of “Analysis of the effect of resistance increase on the capacity fade of lithium ion batteries” by Mandli, Kaushik, Patil, Naha…
Apr 26, 2021
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Roman Leventov
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Analysis of the effect of resistance increase on the capacity fade of Li-ion batteries
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Investigation of capacity recovery effects due to rest periods during high current cyclic ageing tests in Li-ion cells and their influence…
This is a review of “Investigation of significant capacity recovery effects due to long rest periods during high current cyclic aging tests in…
Apr 12, 2021
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Roman Leventov
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Investigation of capacity recovery effects due to rest periods during high current cyclic ageing tests in Li-ion cells and their influence on lifetime
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Digital twin for battery systems: Cloud BMS with online State-of-Charge and State-of-Health estimation
This post is a review of “Digital twin for battery systems: Cloud battery management system with online state-of-charge and state-of-health estimation…
Apr 9, 2021
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Roman Leventov
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Digital twin for battery systems: Cloud BMS with online State-of-Charge and State-of-Health estimation
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March 2021
Hamming's lessons for simulating physical systems (including Li-ion cells)
This post is a summary of Hamming’s lectures on simulation (18–20, pp. 128–150). I think this is relevant for this blog because we often need to…
Mar 27, 2021
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Roman Leventov
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Hamming's lessons for simulating physical systems (including Li-ion cells)
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Lithium plating
This summary page is largely based on “Li plating as unwanted side reaction in commercial Li-ion cells – A review” (2018) by Waldmann, Hogg, and…
Mar 26, 2021
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Roman Leventov
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Lithium plating
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The Application of Data-Driven Methods and Physics-Based Learning for Improving Battery Safety
This post is an industrial outlook on the review article “The Application of Data-Driven Methods and Physics-Based Learning for Improving Battery…
Mar 12, 2021
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Roman Leventov
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The Application of Data-Driven Methods and Physics-Based Learning for Improving Battery Safety
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Closed-loop optimization of fast-charging protocols for batteries with machine learning
This post is a review of “Closed-loop optimization of fast-charging protocols for batteries with machine learning” (2019) by Attia, Grover, Jin…
Mar 1, 2021
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Roman Leventov
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Closed-loop optimization of fast-charging protocols for batteries with machine learning
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