Integrating Raman spectroscopy and optical meters for nitrogen management in broccoli seedlings.

Abstract

Raman spectroscopy enables non-destructive detection of nitrates and other nitrogen-related biochemical markers, including chlorophyll and polyphenols, with unparalleled specificity and sensitivity. Integrating Raman spectroscopy with proximal optical sensors, such as Dualex (Dx) and Multiplex (Mx), offers a transformative approach to precision nitrogen management in broccoli seedlings, complementing their ability to rapidly estimate nitrogen balance indices and key vegetation compounds. The integration demonstrated strong correlations between Raman spectral bands, optical indices, and biochemical parameters across varying nitrogen levels, enhancing the precision of nitrogen status assessment, resulting in a robust, scalable, and information-rich system. By combining molecular-level detail with practical field applications, this hybrid strategy represents a significant advancement in sustainable agriculture. Future research will explore the applicability of this integrated methodology to other plant species.

Plant phenotyping relevance

Raman分光と光学センサーを統合し、ブロッコリー幼植物の窒素状態や関連指標を非破壊推定する測定システムが研究の中心であるため、植物フェノタイピング手法として採択。

Code and data availability

The paper reports Raman spectra, Dualex/Multiplex indices, and biochemical measurements of broccoli seedlings, but no public repository deposit, dataset URL, or analysis code is provided. The authors state raw data are available from them upon request; the supplementary material link is on the article page but its phen

No evidence-backed public reproduction asset is currently recorded.