Generative Inverse Design for Microstructure Control in Precursors for Li– and Mn–Rich Layered-Oxide Cathodes

Geunho Choi; Chang-Hwan Lee; Jieun Kim; Insoo Ye; Keeyoung Jung; In-Chul Park

doi:10.1039/d5mh01850a

January 1, 2025Materials HorizonsOpen Access

Generative Inverse Design for Microstructure Control in Precursors for Li– and Mn–Rich Layered-Oxide Cathodes

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Key Points

Closed-loop framework enhances material design by focusing on microstructure optimization, improving performance.
The research investigates the significant role of microstructure in layered-oxide cathodes, aiming for better design outcomes.
Assessment using generative inverse design techniques promotes enhanced performance and control of cathode materials.
Highlights the necessity of integrating microstructure as a core variable for future material advancements.

Implication

Generative Inverse Design improves microstructure performance in layered-oxide cathodes, indicating better material efficiency.

Abstract

Microstructure often dictates materials performance, yet it is rarely treated as an explicit design variable because microstructure is hard to quantify, predict, and optimize. We built an image-centric, closed-loop framework...

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Cite This Study

Choi et al. (2025) studied this question.

synapsesocial.com/papers/6930e8cdea1aef094cca3684 https://doi.org/10.1039/d5mh01850a

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Generative Inverse Design for Microstructure Control in Precursors for Li– and Mn–Rich Layered-Oxide Cathodes

Key Points

Implication

Abstract

Discussion

Cite This Study

Generative Inverse Design for Microstructure Control in Precursors for Li– and Mn–Rich Layered-Oxide Cathodes

Key Points

Implication

Abstract

Discussion

Cite This Study

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