61 / 2023-07-24 17:18:20
Estimation of oceanic chlorophyll-a concentration using SAR imagery
oceanic chlorophyll-a,synthetic aperture radar,normalized radar cross section,satellite remote sensing,Yilan Bay,biological surfactant
摘要录用
Lim Jing Tian / National Taiwan Ocean University
Ho Chung-Ru / National Taiwan Ocean University
Sea surface roughness (SSR) is measurable from spaceborne synthetic aperture radar (SAR) that also expressed in normalized radar cross section (NRCS). This work aims to identify the relationship between NRCS and oceanic chlorophyll-a (Chl-a) concentration using satellite data in Yilan Bay, Taiwan. Marine biological activity signifies the Chl-a concentration floating on the sea surface can alter SSR where Chl-a is located. Optical satellites usually cannot provide Chl-a concentration images due to cloudy weather and night time. The SSR images provided by SAR can usually help solving this issue. As change in sea surface temperature (SST) can affect SSR, the SSR is first corrected by SST and then compared with Chl-a concentration to find the relationship between the two. An area of interest was chosen between 24.72 and 24.78°N, as this area is close to the mouth of the Lanyang River and the fronts are also easily noticeable. To avoid the influence of wind, the satellite images used in this study were selected during the wind speed under 2 m s-1 measured by the weather station at Gueishan Island near Yilan Bay. The results show that NRCS directly proportionally to SST. The NRCS after SST correction is compared with Chl-a concentration derived from the Geostationary Ocean Color Imager, showing a good negative correlation. The coefficient of determination can reach 0.78. This study discovered that 1 mg m-3 of oceanic Chl-a suppresses Bragg scattering, producing NRCS of around -16.7 dB with a -0.34 dB/mg m-3 NRCS to Chl-a ratio. Since the images taken by SAR, Chl-a and SST used in this study are somewhat different in time, if images taken at the same time can be obtained, the estimation errors should be better than the results presented in this study. Sea surface roughness (SSR) is measurable from spaceborne synthetic aperture radar (SAR) that also expressed in normalized radar cross section (NRCS). This work aims to identify the relationship between NRCS and oceanic chlorophyll-a (Chl-a) concentration using satellite data in Yilan Bay, Taiwan. Marine biological activity signifies the Chl-a concentration floating on the sea surface can alter SSR where Chl-a is located. Optical satellites usually cannot provide Chl-a concentration images due to cloudy weather and night time. The SSR images provided by SAR can usually help solving this issue. As change in sea surface temperature (SST) can affect SSR, the SSR is first corrected by SST and then compared with Chl-a concentration to find the relationship between the two. An area of interest was chosen between 24.72 and 24.78°N, as this area is close to the mouth of the Lanyang River and the fronts are also easily noticeable. To avoid the influence of wind, the satellite images used in this study were selected during the wind speed under 2 m s-1 measured by the weather station at Gueishan Island near Yilan Bay. The results show that NRCS directly proportionally to SST. The NRCS after SST correction is compared with Chl-a concentration derived from the Geostationary Ocean Color Imager, showing a good negative correlation. The coefficient of determination can reach 0.78. This study discovered that 1 mg m-3 of oceanic Chl-a suppresses Bragg scattering, producing NRCS of around -16.7 dB with a -0.34 dB/mg m-3 NRCS to Chl-a ratio. Since the images taken by SAR, Chl-a and SST used in this study are somewhat different in time, if images taken at the same time can be obtained, the estimation errors should be better than the results presented in this study. Sea surface roughness (SSR) is measurable from spaceborne synthetic aperture radar (SAR) that also expressed in normalized radar cross section (NRCS). This work aims to identify the relationship between NRCS and oceanic chlorophyll-a (Chl-a) concentration using satellite data in Yilan Bay, Taiwan. Marine biological activity signifies the Chl-a concentration floating on the sea surface can alter SSR where Chl-a is located. Optical satellites usually cannot provide Chl-a concentration images due to cloudy weather and night time. The SSR images provided by SAR can usually help solving this issue. As change in sea surface temperature (SST) can affect SSR, the SSR is first corrected by SST and then compared with Chl-a concentration to find the relationship between the two. An area of interest was chosen between 24.72 and 24.78°N, as this area is close to the mouth of the Lanyang River and the fronts are also easily noticeable. To avoid the influence of wind, the satellite images used in this study were selected during the wind speed under 2 m s-1 measured by the weather station at Gueishan Island near Yilan Bay. The results show that NRCS directly proportionally to SST. The NRCS after SST correction is compared with Chl-a concentration derived from the Geostationary Ocean Color Imager, showing a good negative correlation. The coefficient of determination can reach 0.78. This study discovered that 1 mg m-3 of oceanic Chl-a suppresses Bragg scattering, producing NRCS of around -16.7 dB with a -0.34 dB/mg m-3 NRCS to Chl-a ratio. Since the images taken by SAR, Chl-a and SST used in this study are somewhat different in time, if images taken at the same time can be obtained, the estimation errors should be better than the results presented in this study.
重要日期
  • 会议日期

    11月02日

    2023

    11月06日

    2023

  • 11月01日 2023

    报告提交截止日期

  • 11月20日 2023

    初稿截稿日期

  • 11月05日 2024

    注册截止日期

主办单位
Coastal Zones Under Intensifying Human Activities and Changing Climate: A
Regional Programme Integrating Science, Management and Society to Support
Ocean Sustainability (COASTAL-SOS)
承办单位
State Key Laboratory of Marine Environmental Science, Xiamen University
College of Ocean and Earth Sciences, Xiamen University
China-ASEAN College of Marine Sciences, Xiamen University Malaysia
协办单位
COASTAL-SOS
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