Seasonal Monitoring Of Chlorophyll-A With Landsat 8 Oli In The Madura Strait, Pasuruan, East Java, Indonesia
Chlorophyll-a (Chl-a) is a type of pigment is most common and predominant in all oxygen-evolving photosynthetic organisms such as higher plants, red and green algae. The concentrations of high chlorophyll-a (Chl-a) in coastal waters tend to be lower offshore due to land through river water runoff. T...
Ausführliche Beschreibung
Autor*in: |
Arief Darmawan [verfasserIn] Endang Yuli Herawati [verfasserIn] Millati Azkiya [verfasserIn] Rizka Nur Cahyani [verfasserIn] Siti Hasanah Aryani [verfasserIn] . Fradaningtyas [verfasserIn] Citra Anjani Hardiyanti [verfasserIn] Retno Suminar Mey Dwiyanti [verfasserIn] |
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Sprache: |
Englisch |
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2021 |
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In: Geography, Environment, Sustainability - Lomonosov Moscow State University, 2017, 14(2021), 2, Seite 22-29 |
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Übergeordnetes Werk: |
volume:14 ; year:2021 ; number:2 ; pages:22-29 |
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DOI / URN: |
10.24057/2071-9388-2020-199 |
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DOAJ030383196 |
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520 | |a Chlorophyll-a (Chl-a) is a type of pigment is most common and predominant in all oxygen-evolving photosynthetic organisms such as higher plants, red and green algae. The concentrations of high chlorophyll-a (Chl-a) in coastal waters tend to be lower offshore due to land through river water runoff. The Madura Strait is one of the Indonesian basins that is widely used for fisheries activity, which directly impacts and puts quite high pressure on the aquatic resources. In addition, the development of urban areas and changes of land use in the hinterland areas of East Java Province due to increasing population are also intensive. The objectives of this research were: (1) to map the distribution of chlorophyll-a, its concentration and dynamics in the Madura Strait near the Pasuruan coastal area using remote sensing for both dry and rainy seasons, (2) figure out the influence of rivers or other oceanographic factors that may occur, and (3) calculate the accuracy of the estimation compared to the field data. The Landsat 8 OLI imagery was used to determine the concentration of Chl-a and analyze its seasonal spatial distribution pattern. The results show that (1) spatial distribution of chlorophyll-a (Chl-a), its concentration and dynamics in the Madura Strait waters near the Pasuruan coastal area varies between dry and rainy months or seasons, (2) input from rivers, waves, tidal level, and eddy circulation constitute the oceanographic parameters that influence the spatial distribution pattern of chlorophyll-a (Chl-a) in the Madura Strait waters near the Pasuruan coastal area, and (3) validation of the estimated Chl-a concentrations from Landsat 8 OLI using field data has shown RMSE value of 0.49. | ||
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10.24057/2071-9388-2020-199 doi (DE-627)DOAJ030383196 (DE-599)DOAJ9be579d7459a418b952c54b939fea30e DE-627 ger DE-627 rakwb eng G1-922 Arief Darmawan verfasserin aut Seasonal Monitoring Of Chlorophyll-A With Landsat 8 Oli In The Madura Strait, Pasuruan, East Java, Indonesia 2021 Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Chlorophyll-a (Chl-a) is a type of pigment is most common and predominant in all oxygen-evolving photosynthetic organisms such as higher plants, red and green algae. The concentrations of high chlorophyll-a (Chl-a) in coastal waters tend to be lower offshore due to land through river water runoff. The Madura Strait is one of the Indonesian basins that is widely used for fisheries activity, which directly impacts and puts quite high pressure on the aquatic resources. In addition, the development of urban areas and changes of land use in the hinterland areas of East Java Province due to increasing population are also intensive. The objectives of this research were: (1) to map the distribution of chlorophyll-a, its concentration and dynamics in the Madura Strait near the Pasuruan coastal area using remote sensing for both dry and rainy seasons, (2) figure out the influence of rivers or other oceanographic factors that may occur, and (3) calculate the accuracy of the estimation compared to the field data. The Landsat 8 OLI imagery was used to determine the concentration of Chl-a and analyze its seasonal spatial distribution pattern. The results show that (1) spatial distribution of chlorophyll-a (Chl-a), its concentration and dynamics in the Madura Strait waters near the Pasuruan coastal area varies between dry and rainy months or seasons, (2) input from rivers, waves, tidal level, and eddy circulation constitute the oceanographic parameters that influence the spatial distribution pattern of chlorophyll-a (Chl-a) in the Madura Strait waters near the Pasuruan coastal area, and (3) validation of the estimated Chl-a concentrations from Landsat 8 OLI using field data has shown RMSE value of 0.49. chlorophyll-a landsat 8 remote sensing spatial distribution madura Geography (General) Endang Yuli Herawati verfasserin aut Millati Azkiya verfasserin aut Rizka Nur Cahyani verfasserin aut Siti Hasanah Aryani verfasserin aut . Fradaningtyas verfasserin aut Citra Anjani Hardiyanti verfasserin aut Retno Suminar Mey Dwiyanti verfasserin aut In Geography, Environment, Sustainability Lomonosov Moscow State University, 2017 14(2021), 2, Seite 22-29 (DE-627)157418539X 25421565 nnns volume:14 year:2021 number:2 pages:22-29 https://doi.org/10.24057/2071-9388-2020-199 kostenfrei https://doaj.org/article/9be579d7459a418b952c54b939fea30e kostenfrei https://ges.rgo.ru/jour/article/view/1862 kostenfrei https://doaj.org/toc/2071-9388 Journal toc kostenfrei https://doaj.org/toc/2542-1565 Journal toc kostenfrei GBV_USEFLAG_A SYSFLAG_A GBV_DOAJ SSG-OLC-PHA AR 14 2021 2 22-29 |
spelling |
10.24057/2071-9388-2020-199 doi (DE-627)DOAJ030383196 (DE-599)DOAJ9be579d7459a418b952c54b939fea30e DE-627 ger DE-627 rakwb eng G1-922 Arief Darmawan verfasserin aut Seasonal Monitoring Of Chlorophyll-A With Landsat 8 Oli In The Madura Strait, Pasuruan, East Java, Indonesia 2021 Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Chlorophyll-a (Chl-a) is a type of pigment is most common and predominant in all oxygen-evolving photosynthetic organisms such as higher plants, red and green algae. The concentrations of high chlorophyll-a (Chl-a) in coastal waters tend to be lower offshore due to land through river water runoff. The Madura Strait is one of the Indonesian basins that is widely used for fisheries activity, which directly impacts and puts quite high pressure on the aquatic resources. In addition, the development of urban areas and changes of land use in the hinterland areas of East Java Province due to increasing population are also intensive. The objectives of this research were: (1) to map the distribution of chlorophyll-a, its concentration and dynamics in the Madura Strait near the Pasuruan coastal area using remote sensing for both dry and rainy seasons, (2) figure out the influence of rivers or other oceanographic factors that may occur, and (3) calculate the accuracy of the estimation compared to the field data. The Landsat 8 OLI imagery was used to determine the concentration of Chl-a and analyze its seasonal spatial distribution pattern. The results show that (1) spatial distribution of chlorophyll-a (Chl-a), its concentration and dynamics in the Madura Strait waters near the Pasuruan coastal area varies between dry and rainy months or seasons, (2) input from rivers, waves, tidal level, and eddy circulation constitute the oceanographic parameters that influence the spatial distribution pattern of chlorophyll-a (Chl-a) in the Madura Strait waters near the Pasuruan coastal area, and (3) validation of the estimated Chl-a concentrations from Landsat 8 OLI using field data has shown RMSE value of 0.49. chlorophyll-a landsat 8 remote sensing spatial distribution madura Geography (General) Endang Yuli Herawati verfasserin aut Millati Azkiya verfasserin aut Rizka Nur Cahyani verfasserin aut Siti Hasanah Aryani verfasserin aut . Fradaningtyas verfasserin aut Citra Anjani Hardiyanti verfasserin aut Retno Suminar Mey Dwiyanti verfasserin aut In Geography, Environment, Sustainability Lomonosov Moscow State University, 2017 14(2021), 2, Seite 22-29 (DE-627)157418539X 25421565 nnns volume:14 year:2021 number:2 pages:22-29 https://doi.org/10.24057/2071-9388-2020-199 kostenfrei https://doaj.org/article/9be579d7459a418b952c54b939fea30e kostenfrei https://ges.rgo.ru/jour/article/view/1862 kostenfrei https://doaj.org/toc/2071-9388 Journal toc kostenfrei https://doaj.org/toc/2542-1565 Journal toc kostenfrei GBV_USEFLAG_A SYSFLAG_A GBV_DOAJ SSG-OLC-PHA AR 14 2021 2 22-29 |
allfields_unstemmed |
10.24057/2071-9388-2020-199 doi (DE-627)DOAJ030383196 (DE-599)DOAJ9be579d7459a418b952c54b939fea30e DE-627 ger DE-627 rakwb eng G1-922 Arief Darmawan verfasserin aut Seasonal Monitoring Of Chlorophyll-A With Landsat 8 Oli In The Madura Strait, Pasuruan, East Java, Indonesia 2021 Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Chlorophyll-a (Chl-a) is a type of pigment is most common and predominant in all oxygen-evolving photosynthetic organisms such as higher plants, red and green algae. The concentrations of high chlorophyll-a (Chl-a) in coastal waters tend to be lower offshore due to land through river water runoff. The Madura Strait is one of the Indonesian basins that is widely used for fisheries activity, which directly impacts and puts quite high pressure on the aquatic resources. In addition, the development of urban areas and changes of land use in the hinterland areas of East Java Province due to increasing population are also intensive. The objectives of this research were: (1) to map the distribution of chlorophyll-a, its concentration and dynamics in the Madura Strait near the Pasuruan coastal area using remote sensing for both dry and rainy seasons, (2) figure out the influence of rivers or other oceanographic factors that may occur, and (3) calculate the accuracy of the estimation compared to the field data. The Landsat 8 OLI imagery was used to determine the concentration of Chl-a and analyze its seasonal spatial distribution pattern. The results show that (1) spatial distribution of chlorophyll-a (Chl-a), its concentration and dynamics in the Madura Strait waters near the Pasuruan coastal area varies between dry and rainy months or seasons, (2) input from rivers, waves, tidal level, and eddy circulation constitute the oceanographic parameters that influence the spatial distribution pattern of chlorophyll-a (Chl-a) in the Madura Strait waters near the Pasuruan coastal area, and (3) validation of the estimated Chl-a concentrations from Landsat 8 OLI using field data has shown RMSE value of 0.49. chlorophyll-a landsat 8 remote sensing spatial distribution madura Geography (General) Endang Yuli Herawati verfasserin aut Millati Azkiya verfasserin aut Rizka Nur Cahyani verfasserin aut Siti Hasanah Aryani verfasserin aut . Fradaningtyas verfasserin aut Citra Anjani Hardiyanti verfasserin aut Retno Suminar Mey Dwiyanti verfasserin aut In Geography, Environment, Sustainability Lomonosov Moscow State University, 2017 14(2021), 2, Seite 22-29 (DE-627)157418539X 25421565 nnns volume:14 year:2021 number:2 pages:22-29 https://doi.org/10.24057/2071-9388-2020-199 kostenfrei https://doaj.org/article/9be579d7459a418b952c54b939fea30e kostenfrei https://ges.rgo.ru/jour/article/view/1862 kostenfrei https://doaj.org/toc/2071-9388 Journal toc kostenfrei https://doaj.org/toc/2542-1565 Journal toc kostenfrei GBV_USEFLAG_A SYSFLAG_A GBV_DOAJ SSG-OLC-PHA AR 14 2021 2 22-29 |
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10.24057/2071-9388-2020-199 doi (DE-627)DOAJ030383196 (DE-599)DOAJ9be579d7459a418b952c54b939fea30e DE-627 ger DE-627 rakwb eng G1-922 Arief Darmawan verfasserin aut Seasonal Monitoring Of Chlorophyll-A With Landsat 8 Oli In The Madura Strait, Pasuruan, East Java, Indonesia 2021 Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Chlorophyll-a (Chl-a) is a type of pigment is most common and predominant in all oxygen-evolving photosynthetic organisms such as higher plants, red and green algae. The concentrations of high chlorophyll-a (Chl-a) in coastal waters tend to be lower offshore due to land through river water runoff. The Madura Strait is one of the Indonesian basins that is widely used for fisheries activity, which directly impacts and puts quite high pressure on the aquatic resources. In addition, the development of urban areas and changes of land use in the hinterland areas of East Java Province due to increasing population are also intensive. The objectives of this research were: (1) to map the distribution of chlorophyll-a, its concentration and dynamics in the Madura Strait near the Pasuruan coastal area using remote sensing for both dry and rainy seasons, (2) figure out the influence of rivers or other oceanographic factors that may occur, and (3) calculate the accuracy of the estimation compared to the field data. The Landsat 8 OLI imagery was used to determine the concentration of Chl-a and analyze its seasonal spatial distribution pattern. The results show that (1) spatial distribution of chlorophyll-a (Chl-a), its concentration and dynamics in the Madura Strait waters near the Pasuruan coastal area varies between dry and rainy months or seasons, (2) input from rivers, waves, tidal level, and eddy circulation constitute the oceanographic parameters that influence the spatial distribution pattern of chlorophyll-a (Chl-a) in the Madura Strait waters near the Pasuruan coastal area, and (3) validation of the estimated Chl-a concentrations from Landsat 8 OLI using field data has shown RMSE value of 0.49. chlorophyll-a landsat 8 remote sensing spatial distribution madura Geography (General) Endang Yuli Herawati verfasserin aut Millati Azkiya verfasserin aut Rizka Nur Cahyani verfasserin aut Siti Hasanah Aryani verfasserin aut . Fradaningtyas verfasserin aut Citra Anjani Hardiyanti verfasserin aut Retno Suminar Mey Dwiyanti verfasserin aut In Geography, Environment, Sustainability Lomonosov Moscow State University, 2017 14(2021), 2, Seite 22-29 (DE-627)157418539X 25421565 nnns volume:14 year:2021 number:2 pages:22-29 https://doi.org/10.24057/2071-9388-2020-199 kostenfrei https://doaj.org/article/9be579d7459a418b952c54b939fea30e kostenfrei https://ges.rgo.ru/jour/article/view/1862 kostenfrei https://doaj.org/toc/2071-9388 Journal toc kostenfrei https://doaj.org/toc/2542-1565 Journal toc kostenfrei GBV_USEFLAG_A SYSFLAG_A GBV_DOAJ SSG-OLC-PHA AR 14 2021 2 22-29 |
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10.24057/2071-9388-2020-199 doi (DE-627)DOAJ030383196 (DE-599)DOAJ9be579d7459a418b952c54b939fea30e DE-627 ger DE-627 rakwb eng G1-922 Arief Darmawan verfasserin aut Seasonal Monitoring Of Chlorophyll-A With Landsat 8 Oli In The Madura Strait, Pasuruan, East Java, Indonesia 2021 Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Chlorophyll-a (Chl-a) is a type of pigment is most common and predominant in all oxygen-evolving photosynthetic organisms such as higher plants, red and green algae. The concentrations of high chlorophyll-a (Chl-a) in coastal waters tend to be lower offshore due to land through river water runoff. The Madura Strait is one of the Indonesian basins that is widely used for fisheries activity, which directly impacts and puts quite high pressure on the aquatic resources. In addition, the development of urban areas and changes of land use in the hinterland areas of East Java Province due to increasing population are also intensive. The objectives of this research were: (1) to map the distribution of chlorophyll-a, its concentration and dynamics in the Madura Strait near the Pasuruan coastal area using remote sensing for both dry and rainy seasons, (2) figure out the influence of rivers or other oceanographic factors that may occur, and (3) calculate the accuracy of the estimation compared to the field data. The Landsat 8 OLI imagery was used to determine the concentration of Chl-a and analyze its seasonal spatial distribution pattern. The results show that (1) spatial distribution of chlorophyll-a (Chl-a), its concentration and dynamics in the Madura Strait waters near the Pasuruan coastal area varies between dry and rainy months or seasons, (2) input from rivers, waves, tidal level, and eddy circulation constitute the oceanographic parameters that influence the spatial distribution pattern of chlorophyll-a (Chl-a) in the Madura Strait waters near the Pasuruan coastal area, and (3) validation of the estimated Chl-a concentrations from Landsat 8 OLI using field data has shown RMSE value of 0.49. chlorophyll-a landsat 8 remote sensing spatial distribution madura Geography (General) Endang Yuli Herawati verfasserin aut Millati Azkiya verfasserin aut Rizka Nur Cahyani verfasserin aut Siti Hasanah Aryani verfasserin aut . Fradaningtyas verfasserin aut Citra Anjani Hardiyanti verfasserin aut Retno Suminar Mey Dwiyanti verfasserin aut In Geography, Environment, Sustainability Lomonosov Moscow State University, 2017 14(2021), 2, Seite 22-29 (DE-627)157418539X 25421565 nnns volume:14 year:2021 number:2 pages:22-29 https://doi.org/10.24057/2071-9388-2020-199 kostenfrei https://doaj.org/article/9be579d7459a418b952c54b939fea30e kostenfrei https://ges.rgo.ru/jour/article/view/1862 kostenfrei https://doaj.org/toc/2071-9388 Journal toc kostenfrei https://doaj.org/toc/2542-1565 Journal toc kostenfrei GBV_USEFLAG_A SYSFLAG_A GBV_DOAJ SSG-OLC-PHA AR 14 2021 2 22-29 |
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Arief Darmawan Endang Yuli Herawati Millati Azkiya Rizka Nur Cahyani Siti Hasanah Aryani . Fradaningtyas Citra Anjani Hardiyanti Retno Suminar Mey Dwiyanti |
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Seasonal Monitoring Of Chlorophyll-A With Landsat 8 Oli In The Madura Strait, Pasuruan, East Java, Indonesia |
abstract |
Chlorophyll-a (Chl-a) is a type of pigment is most common and predominant in all oxygen-evolving photosynthetic organisms such as higher plants, red and green algae. The concentrations of high chlorophyll-a (Chl-a) in coastal waters tend to be lower offshore due to land through river water runoff. The Madura Strait is one of the Indonesian basins that is widely used for fisheries activity, which directly impacts and puts quite high pressure on the aquatic resources. In addition, the development of urban areas and changes of land use in the hinterland areas of East Java Province due to increasing population are also intensive. The objectives of this research were: (1) to map the distribution of chlorophyll-a, its concentration and dynamics in the Madura Strait near the Pasuruan coastal area using remote sensing for both dry and rainy seasons, (2) figure out the influence of rivers or other oceanographic factors that may occur, and (3) calculate the accuracy of the estimation compared to the field data. The Landsat 8 OLI imagery was used to determine the concentration of Chl-a and analyze its seasonal spatial distribution pattern. The results show that (1) spatial distribution of chlorophyll-a (Chl-a), its concentration and dynamics in the Madura Strait waters near the Pasuruan coastal area varies between dry and rainy months or seasons, (2) input from rivers, waves, tidal level, and eddy circulation constitute the oceanographic parameters that influence the spatial distribution pattern of chlorophyll-a (Chl-a) in the Madura Strait waters near the Pasuruan coastal area, and (3) validation of the estimated Chl-a concentrations from Landsat 8 OLI using field data has shown RMSE value of 0.49. |
abstractGer |
Chlorophyll-a (Chl-a) is a type of pigment is most common and predominant in all oxygen-evolving photosynthetic organisms such as higher plants, red and green algae. The concentrations of high chlorophyll-a (Chl-a) in coastal waters tend to be lower offshore due to land through river water runoff. The Madura Strait is one of the Indonesian basins that is widely used for fisheries activity, which directly impacts and puts quite high pressure on the aquatic resources. In addition, the development of urban areas and changes of land use in the hinterland areas of East Java Province due to increasing population are also intensive. The objectives of this research were: (1) to map the distribution of chlorophyll-a, its concentration and dynamics in the Madura Strait near the Pasuruan coastal area using remote sensing for both dry and rainy seasons, (2) figure out the influence of rivers or other oceanographic factors that may occur, and (3) calculate the accuracy of the estimation compared to the field data. The Landsat 8 OLI imagery was used to determine the concentration of Chl-a and analyze its seasonal spatial distribution pattern. The results show that (1) spatial distribution of chlorophyll-a (Chl-a), its concentration and dynamics in the Madura Strait waters near the Pasuruan coastal area varies between dry and rainy months or seasons, (2) input from rivers, waves, tidal level, and eddy circulation constitute the oceanographic parameters that influence the spatial distribution pattern of chlorophyll-a (Chl-a) in the Madura Strait waters near the Pasuruan coastal area, and (3) validation of the estimated Chl-a concentrations from Landsat 8 OLI using field data has shown RMSE value of 0.49. |
abstract_unstemmed |
Chlorophyll-a (Chl-a) is a type of pigment is most common and predominant in all oxygen-evolving photosynthetic organisms such as higher plants, red and green algae. The concentrations of high chlorophyll-a (Chl-a) in coastal waters tend to be lower offshore due to land through river water runoff. The Madura Strait is one of the Indonesian basins that is widely used for fisheries activity, which directly impacts and puts quite high pressure on the aquatic resources. In addition, the development of urban areas and changes of land use in the hinterland areas of East Java Province due to increasing population are also intensive. The objectives of this research were: (1) to map the distribution of chlorophyll-a, its concentration and dynamics in the Madura Strait near the Pasuruan coastal area using remote sensing for both dry and rainy seasons, (2) figure out the influence of rivers or other oceanographic factors that may occur, and (3) calculate the accuracy of the estimation compared to the field data. The Landsat 8 OLI imagery was used to determine the concentration of Chl-a and analyze its seasonal spatial distribution pattern. The results show that (1) spatial distribution of chlorophyll-a (Chl-a), its concentration and dynamics in the Madura Strait waters near the Pasuruan coastal area varies between dry and rainy months or seasons, (2) input from rivers, waves, tidal level, and eddy circulation constitute the oceanographic parameters that influence the spatial distribution pattern of chlorophyll-a (Chl-a) in the Madura Strait waters near the Pasuruan coastal area, and (3) validation of the estimated Chl-a concentrations from Landsat 8 OLI using field data has shown RMSE value of 0.49. |
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Seasonal Monitoring Of Chlorophyll-A With Landsat 8 Oli In The Madura Strait, Pasuruan, East Java, Indonesia |
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