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Data · dataset · 2026

Data-Driven Discovery of Broadband Cr<sup>3+</sup> Phosphors Emitting in the Second Near-Infrared Window

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Broadband near-infrared (NIR) phosphors based on LED-converted Cr<sup>3+</sup>-substituted inorganic materials are of interest for biomedical imaging, night vision, and spectroscopy.

Description

Extending emission into the NIR-II window (>1000 nm) would enable deeper tissue penetration with reduced scattering, but such emission is exceedingly rare, with only six materials previously reported. Finding new Cr<sup>3+</sup> phosphors is challenging because the emission maximum (λ<sub>em</sub>) and full width at half-maximum (fwhm) are highly sensitive to host composition, crystal structure, and local coordination environment, making them hard to predict in advance.

Here, we present a data-driven framework for identifying Cr<sup>3+</sup> phosphors and apply it to find two new NIR-II-emitting materials, LiInW<sub>2</sub>O<sub>8</sub> and NaScW<sub>2</sub>O<sub>8</sub>, with broadband emission centered at 1085 and 1100 nm, respectively, and a third NIR-I emitter, Ba<sub>2</sub>ScTaO<sub>6</sub>, centered at 890 nm. This effort required building a data set of 208 experimentally reported Cr<sup>3+</sup> phosphor spectra using an automated literature-extraction pipeline and training two CatBoost regression models to independently predict λ<sub>em</sub> and fwhm.

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Examining 4062 oxide and fluoride hosts highlighted candidates with desired emission characteristics. Synthesis and optical characterization show that measured λ<sub>em</sub> values agree with model predictions to within 5%, and fwhm values agree within 20% across all three compounds. SHAP analysis of the trained models provides physically meaningful design principles from the data and recovers expectations from crystal-field theory without explicitly encoding them.

These results extend Cr<sup>3+</sup>-based broadband NIR emission deeper into the NIR-II window than previously demonstrated by data-driven discovery and establish a transferable framework for predicting spectroscopic properties of transition-metal-substituted NIR phosphors governed by d–d electronic transitions.

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