Lucélia Souza de Barros, Tati de Almeida, Raquel Moraes Soares, Bruno Dias Batista, Henrique Dantas Borges, Rejane Ennes Cicerelli
{"title":"巴西塞拉多地区公共水库叶绿素-a 的荧光估算","authors":"Lucélia Souza de Barros, Tati de Almeida, Raquel Moraes Soares, Bruno Dias Batista, Henrique Dantas Borges, Rejane Ennes Cicerelli","doi":"10.1071/mf22212","DOIUrl":null,"url":null,"abstract":"<strong> Context</strong><p>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 <i>in vitro</i> methodologies, which can still have limitations in terms of sensitivity and reliability, if poorly managed. Phytoplankton pigments, such as chlorophyll-<i>a</i> (Chl-<i>a</i>), are highly fluorescent and can provide the environmental status of water bodies.</p><strong> Aims</strong><p>This study aims to analyse, compare and evaluate an estimation of Chl-<i>a</i> 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-<i>a</i> by spectroscopic methods) to evaluate the significance of differences in estimating Chl-<i>a</i> concentration. Subsequently, empirical models, based on spectral band combinations, were generated to convert fluorescence measurement in Chl-<i>a</i> concentration, by linear regression.</p><strong> Key results</strong><p>The generated model found a strong correlation and coefficient of determination (<i>r</i> = 0.88; <i>R</i><sup>2</sup> = 0.78). The efficiency of the model was also confirmed by statistical indicators (RMSE = 1.27, MAPE = 26.72 and BIAS = −6.32).</p><strong> Conclusions</strong><p>We concluded that the estimate of Chl-<i>a</i> through RFU was better than through AFU.</p><strong> Implications</strong><p>Therefore, based on the results of this study, it is recommended that RFU be used to obtain more precise and accurate estimates of Chl-<i>a</i> concentration through empirical models based on linear regression.</p>","PeriodicalId":18209,"journal":{"name":"Marine and Freshwater Research","volume":"1 1","pages":""},"PeriodicalIF":1.8000,"publicationDate":"2024-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Fluorescence in the estimation of chlorophyll-a in public water reservoirs in the Brazilian cerrado\",\"authors\":\"Lucélia Souza de Barros, Tati de Almeida, Raquel Moraes Soares, Bruno Dias Batista, Henrique Dantas Borges, Rejane Ennes Cicerelli\",\"doi\":\"10.1071/mf22212\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<strong> Context</strong><p>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 <i>in vitro</i> methodologies, which can still have limitations in terms of sensitivity and reliability, if poorly managed. Phytoplankton pigments, such as chlorophyll-<i>a</i> (Chl-<i>a</i>), are highly fluorescent and can provide the environmental status of water bodies.</p><strong> Aims</strong><p>This study aims to analyse, compare and evaluate an estimation of Chl-<i>a</i> 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-<i>a</i> by spectroscopic methods) to evaluate the significance of differences in estimating Chl-<i>a</i> concentration. Subsequently, empirical models, based on spectral band combinations, were generated to convert fluorescence measurement in Chl-<i>a</i> concentration, by linear regression.</p><strong> Key results</strong><p>The generated model found a strong correlation and coefficient of determination (<i>r</i> = 0.88; <i>R</i><sup>2</sup> = 0.78). The efficiency of the model was also confirmed by statistical indicators (RMSE = 1.27, MAPE = 26.72 and BIAS = −6.32).</p><strong> Conclusions</strong><p>We concluded that the estimate of Chl-<i>a</i> through RFU was better than through AFU.</p><strong> Implications</strong><p>Therefore, based on the results of this study, it is recommended that RFU be used to obtain more precise and accurate estimates of Chl-<i>a</i> concentration through empirical models based on linear regression.</p>\",\"PeriodicalId\":18209,\"journal\":{\"name\":\"Marine and Freshwater Research\",\"volume\":\"1 1\",\"pages\":\"\"},\"PeriodicalIF\":1.8000,\"publicationDate\":\"2024-01-31\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Marine and Freshwater Research\",\"FirstCategoryId\":\"93\",\"ListUrlMain\":\"https://doi.org/10.1071/mf22212\",\"RegionNum\":4,\"RegionCategory\":\"环境科学与生态学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"FISHERIES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Marine and Freshwater Research","FirstCategoryId":"93","ListUrlMain":"https://doi.org/10.1071/mf22212","RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"FISHERIES","Score":null,"Total":0}
Fluorescence in the estimation of chlorophyll-a in public water reservoirs in the Brazilian cerrado
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.
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.