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Accelerating Cathode Design for Zinc-Ion Batteries Using Data-Driven Screening and Ab Initio Calculations

delete2025-07-25
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PRE
AI
F
F. O. Carvalho
O
O. Machado de Sousa
L
L. V. C. Assali
M
M.V. Lalić
C
C. Moysés Araújo
O
Olle Eriksson
H
Helena M. Petrilli
A
A. B. Klautau
DOI:10.1039/D5TA02667Adelete
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Abstract

Abstract

En 中文
The increasing demand for sustainable energy storage has driven significant interest in zinc-ion batteries (ZIBs) as a cost-effective and environmentally friendly alternative to lithium-ion batteries (LIBs). In this study; we presenta computationally driven approach to accelerate the discovery and design of cathode materials for rechargeable ZIBs; combining data filtering techniques with ab initio simulations. By screening 153; 902 inorganic compounds from the Materials Project database; we identify eight promising candidates to cathode materials; among which ZnCrO4; ZnMnO3; and ZnMoO4 exhibit the most favorable electrochemical properties for large-scale applications; and where ZnCrO4 has not been discussed before; neither theoretically nor experimentally. These materials demonstrate minimal volumetric changes (less than 6%) during charge-discharge cycles; high theoretical specific capacities; elevated energy densities; high voltages; and reduced ionic diffusion barriers; all of which are critical for optimizing ZIB performance. Our findings highlight the potential of high-throughput computational screening to accelerate the development of next-generation energy storage materials; providing valuable insights for future experimental validation.
Keywords:
zinc-ion batteries
cathode materials
computational screening
ab initio simulations
sustainable energy storage

Journal

Journal of Materials Chemistry A cover
Journal of Materials Chemistry A
IF:
9.5
Papers:
3.3W
Citations:
21.7W

Organization

No organization information available