Solar-Induced Chlorophyll Fluorescence: Enabling Early Warning of Soil Salinization

土壤鹽漬化，是指土壤底層或地下水中的可溶性鹽分隨水分上升至地表，水分蒸發(fā)后，鹽分在表層土壤中積累的過(guò)程。這就像海水曬鹽一樣，水分被“曬干"了，鹽分卻留了下來(lái)。土壤鹽漬化是影響農(nóng)業(yè)生產(chǎn)和生態(tài)健康的全球性問(wèn)題。

Soil salinization refers to the process in which soluble salts from the soil subsurface or groundwater migrate upward with water to the soil surface. After the water evaporates, the salts accumulate in the topsoil. This is similar to sea salt production: the water is "dried out," but the salts remain. Soil salinization is a global issue affecting agricultural production and ecological health.

土壤鹽漬化 / Soil Salinization

鹽脅迫的負(fù)面影響主要體現(xiàn)在四個(gè)方面：

·水分虧缺與滲透脅迫：土壤鹽分升高導(dǎo)致水勢(shì)降低，阻礙根系吸水，引發(fā)滲透脅迫，造成植株生理缺水。

·離子毒害：過(guò)量鈉離子和氯離子侵入細(xì)胞，破壞膜結(jié)構(gòu)和酶活性，干擾正常代謝。

·氧化脅迫：鹽誘導(dǎo)活性氧（ROS）大量產(chǎn)生，引發(fā)膜脂過(guò)氧化，細(xì)胞結(jié)構(gòu)受損，丙二醛（MDA）含量上升。

·光合作用抑制：鹽脅迫降低葉綠素含量、改變色素組成，直接削弱光系統(tǒng)II（PSII）效率，抑制光合碳同化。

The negative impacts of salt stress are mainly manifested in four aspects:

·Water Deficit and Osmotic Stress: Increased soil salinity lowers water potential, hindering water uptake by roots and causing osmotic stress, which leads to physiological water deficiency in plants.

·on Toxicity: Excessive sodium and chloride ions enter cells, disrupting membrane structures and enzyme activity, thereby interfering with normal metabolic processes.

·Oxidative Stress: Salt stress induces the overproduction of reactive oxygen species (ROS), triggering membrane lipid peroxidation, damaging cell structures, and increasing malondialdehyde (MDA) content.

·Inhibition of Photosynthesis: Salt stress reduces chlorophyll content, alters pigment composition, directly impairs the efficiency of photosystem II (PSII), and suppresses photosynthetic carbon assimilation.

其中，光合作用的變化尤為關(guān)鍵。而日光誘導(dǎo)葉綠素?zé)晒猓⊿IF）作為光合作用的“副產(chǎn)物"，能夠靈敏地捕捉到鹽脅迫下光合機(jī)構(gòu)的早期響應(yīng)。

例如，受鹽脅迫的植物葉片往往出現(xiàn)葉綠素含量下降、光合活性會(huì)下降，SIF信號(hào)也隨之減弱，這種變化比傳統(tǒng)的植被指數(shù)（如NDVI）更早、更靈敏，因?yàn)橹脖恢笖?shù)通常反映的是冠層結(jié)構(gòu)或色素含量的變化，而這些變化往往在脅迫發(fā)生一段時(shí)間后才顯現(xiàn)。

Among these, changes in photosynthesis are particularly critical. As a byproduct of photosynthesis, sun-induced chlorophyll fluorescence (SIF) can sensitively capture the early responses of the photosynthetic apparatus under salt stress.

For example, salt-stressed plants often exhibit decreased chlorophyll content and reduced photosynthetic activity, accompanied by a decline in SIF signals. These changes occur earlier and are more sensitive than traditional vegetation indices (such as NDVI), as vegetation indices typically reflect alterations in canopy structure or pigment content, which often become apparent only after the stress has persisted for some time.

日光誘導(dǎo)葉綠素?zé)晒獾漠a(chǎn)生 / Generation of Solar-Induced Chlorophyll Fluorescence

西北農(nóng)林科技大學(xué)基于全球OCO-2的SIF產(chǎn)品（GOSIF）的SIF觀測(cè)時(shí)間序列（2000 ～ 2020）的標(biāo)準(zhǔn)化日致葉綠素流失指數(shù)（SIFI）來(lái)建立土壤鹽度模型。下圖是該課題組得出的SIF觀測(cè)對(duì)土壤鹽度估算的評(píng)價(jià)。

Using the standardized SIF-based loss index (SIFI) derived from the global OCO-2 SIF product (GOSIF) time series (2000–2020), researchers from Northwest A&F University developed a model for estimating soil salinity. The figure below shows the evaluation of SIF observations for soil salinity estimation by this research team.

(a)是典型區(qū)域和非典型區(qū)域的分布；(b)是SIF觀測(cè)對(duì)受鹽影響土壤的分類精度；(c)～(d)為SIF觀測(cè)的分類結(jié)果。

(a) Distribution of typical and atypical regions; (b) Classification accuracy of SIF observations for salt-affected soils; (c)?(d) Classification results based on SIF observations.

新疆的科研機(jī)構(gòu)也利用日光誘導(dǎo)葉綠素?zé)晒鈦?lái)捕捉新疆和中亞地區(qū)的植物對(duì)鹽脅迫的反應(yīng)。

Research institutions in Xinjiang have also utilized sun-induced chlorophyll fluorescence to monitor plant responses to salt stress in Xinjiang and Central Asia.

標(biāo)準(zhǔn)化 SIFI 指標(biāo)對(duì)八種代表性土地覆蓋類型的相對(duì)建模貢獻(xiàn)

Relative modeling contributions of the standardized SIFI indicator for eight representative land cover types.

SIF對(duì)早期脅迫的高度敏感性，使其成為監(jiān)測(cè)鹽脅迫的有效工具，主要體現(xiàn)在以下方面：

·早期預(yù)警與精準(zhǔn)管理：SIF可實(shí)現(xiàn)早期脅迫區(qū)域識(shí)別，幫助管理者及時(shí)調(diào)整灌溉、施用土壤改良劑或更換耐鹽品種，減輕產(chǎn)量損失。

·耐鹽品種選育：通過(guò)無(wú)損監(jiān)測(cè)不同品種在鹽條件下的響應(yīng)，可高效篩選出光合效率穩(wěn)定的耐鹽材料，加速抗逆育種進(jìn)程。

·科學(xué)研究與模型融合：SIF可與多源遙感數(shù)據(jù)及生態(tài)模型（如SCOPE、VISIT-SIF）結(jié)合，深化鹽脅迫下作物生理響應(yīng)機(jī)制的認(rèn)識(shí)，推動(dòng)脅迫生理學(xué)發(fā)展。

The high sensitivity of SIF to early-stage stress makes it an effective tool for monitoring salt stress, mainly demonstrated in the following aspects:

·Early Warning and Precision Management: SIF enables the identification of stress-affected areas at an early stage, helping managers adjust irrigation, apply soil amendments, or switch to salt-tolerant varieties in a timely manner to mitigate yield losses.

·Breeding Salt-Tolerant Varieties: By non-destructively monitoring the responses of different varieties under saline conditions, photosynthetically efficient and salt-tolerant materials can be efficiently screened, accelerating the process of stress-resistant breeding.

·Scientific Research and Model Integration: SIF can be integrated with multi-source remote sensing data and ecological models (e.g., SCOPE, VISIT-SIF) to deepen the understanding of crop physiological responses under salt stress and advance stress physiology research.

目前，SIF的監(jiān)測(cè)已從實(shí)驗(yàn)室走向田間實(shí)際應(yīng)用。

以我司推出的系列日光誘導(dǎo)葉綠素?zé)晒獗O(jiān)測(cè)系統(tǒng)為例，用戶無(wú)需自行搭建復(fù)雜模型與反演流程，即可直接獲取精準(zhǔn)的SIF產(chǎn)額及光合作用效率數(shù)據(jù)。

我們提供多種部署形態(tài)：在線式監(jiān)測(cè)系統(tǒng)可安裝于地面塔臺(tái)，實(shí)現(xiàn)無(wú)人值守、連續(xù)監(jiān)測(cè)并自動(dòng)回傳數(shù)據(jù)至云平臺(tái)；無(wú)人機(jī)載系統(tǒng)則支持靈活機(jī)動(dòng)、高空間分辨率的田間巡測(cè)。無(wú)論哪種方式，都能幫助用戶快速、定量地評(píng)估鹽脅迫對(duì)植物光合功能的具體抑制程度，為精準(zhǔn)農(nóng)業(yè)提供穩(wěn)定可靠的數(shù)據(jù)底層。

Currently, SIF monitoring has transitioned from the laboratory to practical field applications.

For instance, our company's series of sun-induced chlorophyll fluorescence monitoring systems allow users to directly obtain accurate SIF yield and photosynthetic efficiency data without the need to build complex models or inversion processes.

We offer multiple deployment options: online monitoring systems can be installed on ground-based towers for unattended, continuous monitoring with automatic data transmission to cloud platforms; UAV-mounted systems support flexible, high-spatial-resolution field surveys. Both approaches help users quickly and quantitatively assess the extent of salt stress-induced inhibition of plant photosynthetic function, providing a stable and reliable data foundation for precision agriculture.

ABN-SIF系列 / ABN-SIF Series

總之，日光誘導(dǎo)葉綠素?zé)晒饧夹g(shù)為鹽漬化監(jiān)測(cè)與管理提供了強(qiáng)有力的工具。它早期、靈敏反映光合生理變化，支持精準(zhǔn)農(nóng)業(yè)、耐鹽育種與大尺度生態(tài)監(jiān)測(cè)，為保障糧食安全提供重要科技支撐。

In summary, sun-induced chlorophyll fluorescence technology provides a powerful tool for monitoring and managing soil salinization. It offers early and sensitive detection of photosynthetic physiological changes, supports precision agriculture, salt-tolerant breeding, and large-scale ecological monitoring, and delivers crucial technological support for ensuring food security.

案例來(lái)源 / Sources ：

1. Du, R., Xiang, Y., Chen, J., Lu, X., Wu, Y., He, Y., Xiang, R., Zhang, Z., & Chen, Y. (2024). Potential of solar-induced chlorophyll fluorescence (SIF) to access long-term dynamics of soil salinity using OCO-2 satellite data and machine learning method. Geoderma, 444, 116855.

2. Cui, K., Ding, J., Wang, J., Tan, J., Han, L., & Li, J. (2025). Potential of solar-induced chlorophyll fluorescence for monitoring long-term dynamics of soil salinity in Central Asia the Xinjiang Region China. Frontiers in Plant Science, 16.