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The understanding, rational design, and application of high-entropy alloys as excellent electrocatalysts: A review
High-entropy alloys (HEAs) are attracting considerable attention in the field of electrocatalysis. In many cases, HEAs exhibit excellent activity and...
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A review on the rational design and fabrication of nanosized high-entropy materials
High-entropy materials are mainly composed of high-entropy alloys (HEAs) and their derivates. Among them, HEAs account for a big part. As a new kind...
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The reformation of catalyst: From a trial-and-error synthesis to rational design
The appropriate catalysts can accelerate the reaction rate and effectively boost the efficient conversion of various molecules, which is of great...
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Rational design and synthesis of cerium dioxide-based nanocomposites
Cerium dioxide (CeO 2 )-based nanocomposites, as a branch of nanocomposites, are always constructed from CeO 2 combining with other constituents, which...
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Recent progress in the machine learning-assisted rational design of alloys
Alloys designed with the traditional trial and error method have encountered several problems, such as long trial cycles and high costs. The rapid...
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G-code Net: Learning-based rational design and optimization for additively manufactured structures
AbstractIn this work, we propose an integrated approach for the rational design of 3D-printed parts using machine learning. A Long Short-Term Memory...
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Data-driven rational design of single-atom materials for hydrogen evolution and sensing
Herein we proposed a data-driven high-throughput principle to screen high-performance single-atom materials for hydrogen evolution reaction (HER) and...
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Rational design of carbon-based electrocatalysts for enhancing redox reactions in rechargeable metal batteries
Exploitation of the efficient and cost-effective electrode materials is urgently desirable for the development of advanced energy devices. With the...
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Rational design of biodegradable semiconducting polymer nanoparticles for NIR-II fluorescence imaging-guided photodynamic therapy
Semiconducting polymer nanoparticles (SPNs) have shown great promise in second near-infrared window (NIR-II) phototheranostics. However, the issue of...
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Rational design multi-color-emissive chemiluminescent carbon nanodots in a single solvothermal reaction
Recently, the chemiluminescence (CL) induced by carbon nanodots (CDs) has intrigued researchers’ extensive interests in various applications due to...
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Rational design of graphyne-based dual-atom site catalysts for CO oxidation
There are increasing concerns about the environmental impact of rising atmospheric carbon monoxide concentrations, thus it is necessary to develop...
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Rational design of large anomalous Nernst effect in Dirac semimetals
Anomalous Nernst effect generates a transverse voltage perpendicular to the temperature gradient. It has several advantages compared with the...
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Deep learning for the rare-event rational design of 3D printed multi-material mechanical metamaterials
Emerging multi-material 3D printing techniques enables the rational design of metamaterials with not only complex geometries but also arbitrary...
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Rational design and glass-forming ability prediction of bulk metallic glasses via interpretable machine learning
The prediction accuracy of current mainstream machine learning (ML) models depends on regulating many hyperparameters. In this paper, a deep forest...
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Rational design and synergistic effect of ultrafine Ag nanodots decorated fish-scale-like Zn nanoleaves for highly selective electrochemical CO2 reduction
The electrocatalytic CO 2 reduction reaction (CO 2 RR) is regarded as a promising route for renewable energy conversion and storage, but its development...
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Rational design and prospects for advanced aqueous Zn–organic batteries enabled by multielectron redox reactions
Due to their environmental compatibility, customizable molecular structures, and abundant organic host resources, aqueous Zn–organic batteries...
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Rational design of copper-based single-atom alloy catalysts for electrochemical CO2 reduction
Electrochemical CO 2 -reduction reaction (CO 2 RR) is a promising way to alleviate energy crisis and excessive carbon emission. The Cu-based...
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Rational design and energy catalytic application of high-loading single-atom catalysts
It is well known that single-atom catalysts (SACs) have become a hot topic in the field of catalysis due to their advantages such as 100% metal atom...
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Recent advances in the rational design of single-atom catalysts for electrochemical CO2 reduction
Electrochemical CO 2 reduction (CO 2 R) represents a sustainable way to store intermittent renewable energies and produce carbon-neutral fuels, yet the...
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Rational design of hollow rice-grained α-Fe2O3/carbon nanofibers with optimized impedance matching for electromagnetic wave absorption enhanced
Electromagnetic wave absorption materials are widely used in electronic equipment and military fields. However, high cost and complex preparation...
