Nitrogen Inversion Model in a Wetland Environment Based on the Canopy Reflectance of Emergent Plants
Reuse of reclaimed water in constructed wetlands is a promising way to conserve water resources and improve water quality, and it is playing a very important role in wetland restoration and reconstruction. This study utilized reflectance spectra of wetland vegetation to estimate nitrogen content in...
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| Format: | Article |
| Language: | English |
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Wiley
2022-01-01
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| Series: | Advances in Meteorology |
| Online Access: | http://dx.doi.org/10.1155/2022/8800371 |
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| author | Dongli Wu Dongliang Zhao Yongchao Zhu Chao Shen Hongxi Xue |
| author_facet | Dongli Wu Dongliang Zhao Yongchao Zhu Chao Shen Hongxi Xue |
| author_sort | Dongli Wu |
| collection | DOAJ |
| description | Reuse of reclaimed water in constructed wetlands is a promising way to conserve water resources and improve water quality, and it is playing a very important role in wetland restoration and reconstruction. This study utilized reflectance spectra of wetland vegetation to estimate nitrogen content in water in the Beijing Bai River constructed wetland, a typically constructed wetland that uses reclaimed water. Canopy reflectance spectra of two dominant plants in the wetland, including reed and cattail, were acquired using a spectrometer (350–2500 nm). Simultaneously, water samples were collected to measure water quality. To establish the appreciate relationship between total nitrogen content (TN) and reflectance spectra, both simple and multiple regression models, including simple ration spectral index (SR), normalized difference spectral index (ND), stepwise multiple linear regression (SMLR) model, and partial least squares regression (PLSR), were adopted in this study. The results showed that (1) compared with simple regression models (SR and ND), multiple regressions models (SMLR and PLSR) could provide a more accurate estimation of TN concentration in the wetland environment. Among these models, the PLSR model had the highest accuracy and was proven to be the most useful tool to reveal the relationship between the spectral reflectance of wetland plants and the total nitrogen consistency of wetland at the canopy scale. (2) The inversion effect of TN concentration in water is slightly better than that of wetland vegetation, and the reflection spectrum of the reed can predict TN concentration more accurately than that of cattail. The finding not only provides solid evidence for the potential application of remote sensing to detect water eutrophication but also enhances our understanding of the monitoring and management of water quality in urban wetlands using recycled water. |
| format | Article |
| id | doaj-art-b157f8833300413ea284f2ace7addaa7 |
| institution | Kabale University |
| issn | 1687-9317 |
| language | English |
| publishDate | 2022-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Advances in Meteorology |
| spelling | doaj-art-b157f8833300413ea284f2ace7addaa72025-02-03T01:32:26ZengWileyAdvances in Meteorology1687-93172022-01-01202210.1155/2022/8800371Nitrogen Inversion Model in a Wetland Environment Based on the Canopy Reflectance of Emergent PlantsDongli Wu0Dongliang Zhao1Yongchao Zhu2Chao Shen3Hongxi Xue4Meteorological Observation Center of China Meteorological AdministrationCollege of Resources Environment and TourismMeteorological Observation Center of China Meteorological AdministrationMeteorological Observation Center of China Meteorological AdministrationNational Meteorological CenterReuse of reclaimed water in constructed wetlands is a promising way to conserve water resources and improve water quality, and it is playing a very important role in wetland restoration and reconstruction. This study utilized reflectance spectra of wetland vegetation to estimate nitrogen content in water in the Beijing Bai River constructed wetland, a typically constructed wetland that uses reclaimed water. Canopy reflectance spectra of two dominant plants in the wetland, including reed and cattail, were acquired using a spectrometer (350–2500 nm). Simultaneously, water samples were collected to measure water quality. To establish the appreciate relationship between total nitrogen content (TN) and reflectance spectra, both simple and multiple regression models, including simple ration spectral index (SR), normalized difference spectral index (ND), stepwise multiple linear regression (SMLR) model, and partial least squares regression (PLSR), were adopted in this study. The results showed that (1) compared with simple regression models (SR and ND), multiple regressions models (SMLR and PLSR) could provide a more accurate estimation of TN concentration in the wetland environment. Among these models, the PLSR model had the highest accuracy and was proven to be the most useful tool to reveal the relationship between the spectral reflectance of wetland plants and the total nitrogen consistency of wetland at the canopy scale. (2) The inversion effect of TN concentration in water is slightly better than that of wetland vegetation, and the reflection spectrum of the reed can predict TN concentration more accurately than that of cattail. The finding not only provides solid evidence for the potential application of remote sensing to detect water eutrophication but also enhances our understanding of the monitoring and management of water quality in urban wetlands using recycled water.http://dx.doi.org/10.1155/2022/8800371 |
| spellingShingle | Dongli Wu Dongliang Zhao Yongchao Zhu Chao Shen Hongxi Xue Nitrogen Inversion Model in a Wetland Environment Based on the Canopy Reflectance of Emergent Plants Advances in Meteorology |
| title | Nitrogen Inversion Model in a Wetland Environment Based on the Canopy Reflectance of Emergent Plants |
| title_full | Nitrogen Inversion Model in a Wetland Environment Based on the Canopy Reflectance of Emergent Plants |
| title_fullStr | Nitrogen Inversion Model in a Wetland Environment Based on the Canopy Reflectance of Emergent Plants |
| title_full_unstemmed | Nitrogen Inversion Model in a Wetland Environment Based on the Canopy Reflectance of Emergent Plants |
| title_short | Nitrogen Inversion Model in a Wetland Environment Based on the Canopy Reflectance of Emergent Plants |
| title_sort | nitrogen inversion model in a wetland environment based on the canopy reflectance of emergent plants |
| url | http://dx.doi.org/10.1155/2022/8800371 |
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