Materials & Energy

Materials science, chemistry and energy research.

Abstract editorial illustration accompanying the article: An AI system builds an open concrete database from 27,000 papers

An AI system builds an open concrete database from 27,000 papers

Researchers developed an AI-powered pipeline that extracts information about concrete materials from scientific papers and organizes it into a database. Applied to a corpus screened from more than 27,000 publications, the system produced nearly 9,000 records for an open database on blended cement concrete.

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Abstract editorial illustration accompanying the article: A biodegradable plastic film broke down in two minutes with dilute lye

A biodegradable plastic film broke down in two minutes with dilute lye

Researchers report that a biodegradable plastic film containing 10% cetyltrimethylammonium bromide could be depolymerized in a dilute sodium hydroxide solution. Microwave heating reduced the treatment time from six hours to two minutes, producing lactic acid and sodium lactate; activated carbon removed residual cetyltrimethylammonium bromide afterward.

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Abstract editorial illustration accompanying the article: A new database brings more than 30,000 hydrogen-storage entries together

A new database brings more than 30,000 hydrogen-storage entries together

Researchers have introduced a curated database containing more than 30,000 entries on solid-state hydrogen-storage materials, drawn from over 4,000 experimental literature sources. The database includes storage capacity and key heat- and disorder-related properties, giving researchers a way to compare materials under different operating conditions.

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Abstract editorial illustration accompanying the article: An AI system learns to model chemical bonds breaking across many molecules

An AI system learns to model chemical bonds breaking across many molecules

Researchers developed Orbformer, an AI model that learns transferable descriptions of molecules from 22,000 structures, including molecules with breaking bonds. After fine-tuning, it reached chemical accuracy on established tests and more demanding bond-breaking and Diels–Alder reaction problems, while reducing the need to solve each new molecule from scratch.

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Abstract editorial illustration accompanying the article: Tiny pores help organic frameworks turn otherwise lost energy into light

Tiny pores help organic frameworks turn otherwise lost energy into light

Nanopore confinement enabled delayed fluorescence in crystalline organic frameworks, allowing them to use energy that would otherwise be lost through non-emissive triplet states. The resulting materials formed high-efficiency light-emitting films and were used in solution-processed organic light-emitting diodes, although the abstract does not report detailed performance figures.

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