Role of artificial intelligence in the design and discovery of next-generation battery electrolytes

Chemical Physics Reviews, Год журнала: 2025, Номер 6(1)

Опубликована: Март 1, 2025

Adverse climate change, global warming, and energy security have emerged as challenges, demanding advancements in high-performance battery technologies to drive sustainability. In this scenario, developing electrolytes has gained significant momentum among various innovations, given their critical role determining safety performance. However, the conventional trial-and-error approach electrolyte discovery is costly, complex, time-consuming, often inefficient. Recent artificial intelligence (AI) over past decade catalyzed innovations across diverse fields, ranging from nanotechnology space explorations, are now emerging a powerful tool for materials discovery. Numerous studies demonstrated effectiveness of AI screening characterizing next-generation electrolytes. This review offers comprehensive outlook on transformative designing novel Examination key parameters that influence electrochemical performance batteries conducted. The challenges opportunities using design with tailored properties explored. Furthermore, futuristic vision integrating science-driven AI-based approaches existing experimental theoretical methods accelerate presented. By offering such understanding, aims provide researchers, industries, policymakers insights into how can be leveraged electrolytes, paving way toward progress technology.

Язык: Английский

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Oxide coated nickel powder as support for platinum(0) nanoparticles: Magnetically separable catalysts for hydrogen generation from the hydrolysis of ammonia borane

Journal of Alloys and Compounds, Год журнала: 2024, Номер 1002, С. 175199 - 175199

Опубликована: Июнь 15, 2024

Язык: Английский

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Speeding up the development of solid state electrolyte by machine learning

Next Energy, Год журнала: 2024, Номер 5, С. 100159 - 100159

Опубликована: Июнь 27, 2024

Язык: Английский

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Perspectives on Ultrafast, Precise Synthesis and Regeneration of Advanced Battery Materials

Energy & Fuels, Год журнала: 2024, Номер 38(15), С. 13722 - 13736

Опубликована: Июль 18, 2024

Язык: Английский

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Strongly tribocatalytic dye degradation of high-entropy powder through harvesting friction

Journal of Alloys and Compounds, Год журнала: 2024, Номер 1005, С. 176023 - 176023

Опубликована: Авг. 14, 2024

Язык: Английский

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Machine Learning-Based Process Optimization in Biopolymer Manufacturing: A Review

Polymers, Год журнала: 2024, Номер 16(23), С. 3368 - 3368

Опубликована: Ноя. 29, 2024

The integration of machine learning (ML) into material manufacturing has driven advancements in optimizing biopolymer production processes. ML techniques, applied across various stages production, enable the analysis complex data generated throughout identifying patterns and insights not easily observed through traditional methods. As sustainable alternatives to petrochemical-based plastics, biopolymers present unique challenges due their reliance on variable bio-based feedstocks processing conditions. This review systematically summarizes current applications techniques aiming provide a comprehensive reference for future research while highlighting potential enhance efficiency, reduce costs, improve product quality. also shows role algorithms, including supervised, unsupervised, deep

Язык: Английский

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Hierarchical construction of amorphous NiCo-OHS@ZnS hollow spheres with optimized reaction kinetics via ion exchange-etching strategy for energy storage

Chemical Engineering Journal, Год журнала: 2024, Номер 494, С. 153215 - 153215

Опубликована: Июнь 17, 2024

Язык: Английский

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Constructing self-supported Pt/MoO₂ on molybdenum mesh for a highly efficient hydrogen evolution reaction

Inorganic Chemistry Frontiers, Год журнала: 2024, Номер 11(12), С. 3596 - 3606

Опубликована: Янв. 1, 2024

Pt is efficiently deposited onto a self-supported MoO 2 electrode with low loading, resulting in excellent performance the HER process.

Язык: Английский

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Facile hydrothermal synthesis of ZnIn2S4/TiO2 nanosheets for promoted hydrogen evolution reaction

International Journal of Hydrogen Energy, Год журнала: 2024, Номер 82, С. 636 - 645

Опубликована: Авг. 3, 2024

Язык: Английский

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A general approach to construct alien metal atoms (Al, Cr, Mn, Fe, Co, Ni, Cu, Zn) doped in tin-phthalic acid complex for superior lithium storage

Rare Metals, Год журнала: 2024, Номер unknown

Опубликована: Авг. 16, 2024

Язык: Английский

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