Battery Discovery

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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…
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Roman Leventov
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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…
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Roman Leventov
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…
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Roman Leventov
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…
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Roman Leventov
Electrode lithiation stages
Physical understanding of the open-circuit voltage relationship
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Roman Leventov
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…
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Roman Leventov
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…
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Roman Leventov
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…
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Roman Leventov
Battery Discovery
Battery Discovery
(Li-ion) battery science paper reviews and BMS engineering ideas
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