Fluorescence in the estimation of chlorophyll-a in public water reservoirs in the Brazilian cerrado

IF 1.8 4区 环境科学与生态学 Q2 FISHERIES Marine and Freshwater Research Pub Date : 2024-01-31 DOI:10.1071/mf22212
Lucélia Souza de Barros, Tati de Almeida, Raquel Moraes Soares, Bruno Dias Batista, Henrique Dantas Borges, Rejane Ennes Cicerelli
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Abstract

Context

The usual strategy for monitoring of eutrophication process is the use of traditional limnological methods, based on laboratory analysis. These procedures involve costly and time-consuming analyses, usually with in vitro methodologies, which can still have limitations in terms of sensitivity and reliability, if poorly managed. Phytoplankton pigments, such as chlorophyll-a (Chl-a), are highly fluorescent and can provide the environmental status of water bodies.

Aims

This study aims to analyse, compare and evaluate an estimation of Chl-a through fluorescence in public water sources in the Brazilian cerrado. Exploratory statistical analyses were conducted by using absolute fluorescence units (AFU) and relative fluorescence units (RFU) compared with traditional laboratory data (standard procedure for the determination of Chl-a by spectroscopic methods) to evaluate the significance of differences in estimating Chl-a concentration. Subsequently, empirical models, based on spectral band combinations, were generated to convert fluorescence measurement in Chl-a concentration, by linear regression.

Key results

The generated model found a strong correlation and coefficient of determination (r = 0.88; R2 = 0.78). The efficiency of the model was also confirmed by statistical indicators (RMSE = 1.27, MAPE = 26.72 and BIAS = −6.32).

Conclusions

We concluded that the estimate of Chl-a through RFU was better than through AFU.

Implications

Therefore, based on the results of this study, it is recommended that RFU be used to obtain more precise and accurate estimates of Chl-a concentration through empirical models based on linear regression.

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巴西塞拉多地区公共水库叶绿素-a 的荧光估算
背景监测富营养化过程的通常策略是使用基于实验室分析的传统湖沼学方法。这些方法通常采用体外分析法,成本高、耗时长,如果管理不善,在灵敏度和可靠性方面仍有局限性。叶绿素-a(Chl-a)等浮游植物色素具有高度荧光性,可提供水体的环境状况。本研究旨在分析、比较和评估巴西热带雨林地区公共水源中通过荧光估算 Chl-a 的方法。通过使用绝对荧光单位(AFU)和相对荧光单位(RFU)与传统实验室数据(通过光谱方法测定 Chl-a 的标准程序)进行比较,进行了探索性统计分析,以评估在估算 Chl-a 浓度方面存在差异的意义。随后,根据光谱带组合生成经验模型,通过线性回归将荧光测量值转换为 Chl-a 浓度。主要结果所生成的模型具有很强的相关性和决定系数(r = 0.88;R2 = 0.78)。统计指标(RMSE = 1.27、MAPE = 26.72 和 BIAS = -6.32)也证实了该模型的效率。结论我们得出结论,通过 RFU 估算的 Chl-a 值优于通过 AFU 估算的 Chl-a 值。因此,根据本研究的结果,建议使用 RFU,通过基于线性回归的经验模型获得更精确、更准确的 Chl-a 浓度估算值。
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来源期刊
Marine and Freshwater Research
Marine and Freshwater Research 环境科学-海洋学
CiteScore
4.60
自引率
5.60%
发文量
76
审稿时长
3.8 months
期刊介绍: Marine and Freshwater Research is an international and interdisciplinary journal publishing contributions on all aquatic environments. The journal’s content addresses broad conceptual questions and investigations about the ecology and management of aquatic environments. Environments range from groundwaters, wetlands and streams to estuaries, rocky shores, reefs and the open ocean. Subject areas include, but are not limited to: aquatic ecosystem processes, such as nutrient cycling; biology; ecology; biogeochemistry; biogeography and phylogeography; hydrology; limnology; oceanography; toxicology; conservation and management; and ecosystem services. Contributions that are interdisciplinary and of wide interest and consider the social-ecological and institutional issues associated with managing marine and freshwater ecosystems are welcomed. Marine and Freshwater Research is a valuable resource for researchers in industry and academia, resource managers, environmental consultants, students and amateurs who are interested in any aspect of the aquatic sciences. Marine and Freshwater Research is published with the endorsement of the Commonwealth Scientific and Industrial Research Organisation (CSIRO) and the Australian Academy of Science.
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