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Edge Emission UV-C LEDs Grown by MBE on Bulk AlN

Published:Dec 29, 2025 23:13
1 min read
ArXiv

Analysis

This paper demonstrates the fabrication and performance of UV-C LEDs emitting at 265 nm, a critical wavelength for disinfection and sterilization. The use of Molecular Beam Epitaxy (MBE) on bulk AlN substrates allows for high-quality material growth, leading to high current density, on/off ratio, and low differential on-resistance. The edge-emitting design, similar to laser diodes, is a key innovation for efficient light extraction. The paper also identifies the n-contact resistance as a major area for improvement.
Reference

High current density up to 800 A/cm$^2$, 5 orders of on/off ratio, and low differential on-resistance of 2.6 m$Ω\cdot$cm$^2$ at the highest current density is achieved.

Research#GNN🔬 ResearchAnalyzed: Jan 10, 2026 11:58

LGAN: Enhancing Graph Neural Networks with Line Graph Aggregation

Published:Dec 11, 2025 15:23
1 min read
ArXiv

Analysis

This research paper introduces LGAN, a novel approach to improve the efficiency of high-order graph neural networks. The method leverages line graph aggregation, which offers potential advantages in computational complexity and performance compared to existing techniques.
Reference

LGAN is an efficient high-order graph neural network via the Line Graph Aggregation.