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Songshan Lake Materials Laboratory


Beyond small data limitations: Transfer learning-enabled framework for predicting mechanical properties of aluminum matrix composites

Researchers developed a transfer learning-enabled framework to predict mechanical properties of particle-reinforced aluminum matrix composites. The model achieves high predictive accuracy, addressing the challenges of limited data availability in traditional machine learning algorithms.

SourceSongshan Lake Materials Laboratory·JournalMaterials Futures·DateDec 16, 2025

Flame-retardant recyclable epoxy networks: Strategies, mechanisms, and future directions

Researchers have developed strategies to balance fire safety, recyclability, and network stability in flame-retardant recyclable epoxy systems. By integrating dynamic covalent bonds and flame-retardant groups into the epoxy crosslinking network, these systems can improve fire safety and recyclability while maintaining structural integr...

SourceSongshan Lake Materials Laboratory·JournalMaterials Futures·DateNov 25, 2025

Lead-acid battery inspired catalyst design: Pb doped RuIrOx for efficient and durable acidic oxygen evolution in proton exchange membrane electrolyzers at 3 A/cm2

Researchers developed a novel lead-doped ruthenium-iridium oxide catalyst for oxygen evolution reactions in proton exchange membrane water electrolyzers, surpassing commercial IrO₂ and RuO₂ electrodes. The catalyst enables efficient and durable operation at high current densities, reducing precious metal consumption.

SourceSongshan Lake Materials Laboratory·JournalMaterials Futures·DateNov 24, 2025

Researchers achieve electrical control of spin currents in graphene via ferroelectric switching

A European research team has achieved electrical control of spin currents in graphene through ferroelectric switching, offering a novel pathway toward energy-efficient spintronic devices. This discovery enables the fabrication of next-generation spin-based logic and memory systems without relying on external magnetic fields.

SourceSongshan Lake Materials Laboratory·JournalMaterials Futures·DateNov 13, 2025

Removal of hemicellulose from alkaline lignin improved electrochemical performance of hard carbon for sodium-ion battery application

Researchers developed an effective strategy to remove hemicellulose from crude alkaline lignin, resulting in hard carbon anodes with improved structural properties and enhanced sodium storage capabilities. The purified lignin-based hard carbon achieved high reversible capacity and initial Coulombic efficiency.

SourceSongshan Lake Materials Laboratory·JournalMaterials Futures·DateNov 2, 2025

Designing MoOX/Ag/MoOX sandwich structured buffer layer for four-terminal CsPbI3/TOPCon tandem minimodules

Researchers developed a novel MoOX/Ag/MoOX sandwich-structured buffer layer to improve semi-transparent CsPbI₃-based perovskite solar cells and four-terminal tandem solar cells. The MAM buffer layer enhances light transmittance and charge carrier transport, achieving high efficiencies of up to 26.55% in 4-T tandem minimodules.

SourceSongshan Lake Materials Laboratory·JournalMaterials Futures·DateOct 20, 2025

In situ active guanidinium salts interaction promotes facet orientation and crystallization for efficient and stable inverted perovskite solar cells

Researchers developed a method to control crystal growth and orientation, leading to higher efficiency (25.85%) and improved stability under humid and thermal conditions. The in-situ reaction promotes directional growth, larger crystal sizes, and suppressed defect states.

SourceSongshan Lake Materials Laboratory·JournalMaterials Futures·DateOct 20, 2025

From waste to value: Copper-catalyzed method converts CO₂ into high-value polymers under mild conditions

A research team developed an eco-friendly method to transform carbon dioxide into useful high-performance plastics using a simple copper-based catalyst. The process efficiently incorporates CO₂ into polymer materials with diverse functionalities, such as fluorescence, and can be quickly modified to create multifunctional materials.

SourceSongshan Lake Materials Laboratory·JournalMaterials Futures·DateSep 3, 2025

Achieving both high strength and good corrosion resistance in a eutectic high-entropy alloy for marine application by utilizing multistage precipitation Ultra-Strong, Corrosion-Resistant Marine Alloy via Nano-Precipitation Engineering

Researchers developed a novel FeCrVNiAl eutectic high-entropy alloy that exhibits remarkable combination of mechanical strength and high corrosion resistance for marine environments. The alloy integrates hierarchical nanoscale precipitates of B2 (NiAl) and L2 (Fe2CrV) phases within its matrix, which are precisely controlled through sol...

SourceSongshan Lake Materials Laboratory·JournalMaterials Futures·DateAug 13, 2025

High performance tungsten-doped VO2 polycrystalline films for advanced dynamic radiant thermal management

Researchers have developed highly polycrystalline WxV1-xO2 films that exhibit exceptional dynamic radiative properties, paving the way for innovative thermal management systems. The films can modulate infrared radiation in response to temperature changes, allowing buildings and devices to optimize heat loss or retention adaptively.

SourceSongshan Lake Materials Laboratory·JournalMaterials Futures·DateJul 8, 2025

A rule-changer for ceramic fuel cells

Researchers develop novel function of semiconductor-ionic conductor (SIC) using Cu-Sm co-doping ceria, achieving superionic transport property and excellent fuel cell performance. The co-doped electrolyte features a denser grain network with smaller boundaries, improving ion mobility and supporting strong phase stability.

SourceSongshan Lake Materials Laboratory·JournalMaterials Futures·DateMar 19, 2025

Promising alternative: A versatile biomacromolecules-based cage-like nanoadhesive as an optimized strategy to polymer-based adhesives for corneal transplantation

Researchers developed a novel biocompatible nanoadhesive for corneal transplantation, showcasing improved cell compatibility and antibacterial performance. The nanoadhesive demonstrates strong adhesive strength and prevents wound infection without causing necrosis.

SourceSongshan Lake Materials Laboratory·JournalMaterials Futures·DateFeb 7, 2025

Safe, powerful, stable: Ultrathin solid electrolyte design for all-solid-state lithium-metal batteries

Researchers developed an electrochemically stable and ultrathin polymer-based solid electrolyte, exhibiting over 2100 hours of stable battery cycling in Li-symmetric cells. The study offers a new approach for fabricating ultrathin solid electrolytes and provides insights into the mechanisms of dendrite-free formation.

SourceSongshan Lake Materials Laboratory·JournalMaterials Futures·DateDec 18, 2024

Revolutionizing bone regeneration: functionalized flat silkworm cocoon scaffolds with magnesium ions

Researchers have developed a novel strategy for bone defect repair using flat silkworm cocoon fiber scaffolds functionalized with magnesium ions. These innovative materials exhibit enhanced biological performance and simplify scaffold preparation, paving the way for cost-effective and efficient bone regenerative therapies.

SourceSongshan Lake Materials Laboratory·JournalMaterials Futures·DateDec 12, 2024