Currently, satellite ocean color imageries play an important role in monitoring of water properties in various oceanic, coastal, and inland ecosystems. Although there is a long-time and global archive of such valuable data, no study has comprehensively used these data to assess the changes in the Caspian Sea. Hence, this study assessed the variability of bio-optical properties of the upper-water column in the Southern Caspian Sea (SCS) using the archive of the Sea-Viewing Wide Field-of-View Sensor (SeaWiFS) and the Moderate Resolution Imaging Spectroradiometer (MODIS). The images acquired from SeaWiFS (January 1998 to December 2002) and MODIS Aqua (January 2003 to December 2015) satellites were used to investigate the spatial-temporal variability of bio-optical properties including Chlorophyll-a (Chl-a), attenuation coefficient, and remote sensing reflectance, and environmental parameters such as sea surface temperature (SST), wind stress and the El Nino-southern oscillation (ENSO) phenomena at different time lags in the study area. The trend analysis demonstrated an overall increase of 0.3358 mg m(-3) in the Chl-a concentration during 1998-2015 (annual increase rate of 0.018 mg m(-3) year(-1)) and four algal blooms and in turn an abnormal increase in Chl-a concentration were occurred in August 2001, September 2005, 2009, and August 2010. The linear model revealed that Chl-a in the northern and middle part of the study area had been influenced by the attenuation coefficient after a one-month lag time. The analysis revealed a sharp decline in Chl-a concentration during 2011-2015 and showed a high correlation with the turbidity and attenuation coefficient in the southern region, while Kd_490nm and remote sensing reflectance did a low one. Generally, Chl-a concentration exhibited a positive correlation with the attenuation coefficient (r = 0.63) and with remote sensing reflectance at the 555 nm (r = 0.111). This study can be used as the basis for predictive modeling to evaluate the changes of water quality and bio-optical indices in the Southern Caspian Sea (SCS).
机构:
Sorbonne Univ, UPMC Univ Paris 06, CNRS, UMR 7093,LOV, 181 Chemin Lazaret, F-06230 Villefranche Sur Mer, FranceSorbonne Univ, UPMC Univ Paris 06, CNRS, UMR 7093,LOV, 181 Chemin Lazaret, F-06230 Villefranche Sur Mer, France
Organelli, Emanuele
Bricaud, Annick
论文数: 0引用数: 0
h-index: 0
机构:
Sorbonne Univ, UPMC Univ Paris 06, CNRS, UMR 7093,LOV, 181 Chemin Lazaret, F-06230 Villefranche Sur Mer, FranceSorbonne Univ, UPMC Univ Paris 06, CNRS, UMR 7093,LOV, 181 Chemin Lazaret, F-06230 Villefranche Sur Mer, France
Bricaud, Annick
Gentili, Bernard
论文数: 0引用数: 0
h-index: 0
机构:
Sorbonne Univ, UPMC Univ Paris 06, CNRS, UMR 7093,LOV, 181 Chemin Lazaret, F-06230 Villefranche Sur Mer, FranceSorbonne Univ, UPMC Univ Paris 06, CNRS, UMR 7093,LOV, 181 Chemin Lazaret, F-06230 Villefranche Sur Mer, France
Gentili, Bernard
Antoine, David
论文数: 0引用数: 0
h-index: 0
机构:
Sorbonne Univ, UPMC Univ Paris 06, CNRS, UMR 7093,LOV, 181 Chemin Lazaret, F-06230 Villefranche Sur Mer, France
Curtin Univ, Dept Phys & Med Radiat Sci, Dept Astron & Med Radiat Sci, Remote Sensing & Satellite Res Grp, Perth, WA 6845, AustraliaSorbonne Univ, UPMC Univ Paris 06, CNRS, UMR 7093,LOV, 181 Chemin Lazaret, F-06230 Villefranche Sur Mer, France
机构:
Univ Arizona, Dept Hydrol & Water Resources, JW Harshbarger Bldg,1133 James E Rogers Way 122, Tucson, AZ 85721 USA
Univ Talca, Technol Ctr Environm Hydrol, Talca, ChileUniv Arizona, Dept Hydrol & Water Resources, JW Harshbarger Bldg,1133 James E Rogers Way 122, Tucson, AZ 85721 USA
Valdes-Pineda, Rodrigo
Valdes, Juan B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Arizona, Dept Hydrol & Water Resources, JW Harshbarger Bldg,1133 James E Rogers Way 122, Tucson, AZ 85721 USAUniv Arizona, Dept Hydrol & Water Resources, JW Harshbarger Bldg,1133 James E Rogers Way 122, Tucson, AZ 85721 USA
Valdes, Juan B.
Diaz, Henry F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, CIRES, Boulder, CO 80309 USA
NOAA, Boulder, CO USAUniv Arizona, Dept Hydrol & Water Resources, JW Harshbarger Bldg,1133 James E Rogers Way 122, Tucson, AZ 85721 USA
Diaz, Henry F.
Pizarro-Tapia, Roberto
论文数: 0引用数: 0
h-index: 0
机构:
Univ Talca, Technol Ctr Environm Hydrol, Talca, ChileUniv Arizona, Dept Hydrol & Water Resources, JW Harshbarger Bldg,1133 James E Rogers Way 122, Tucson, AZ 85721 USA
机构:
E China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
ECNU&CEODE, Joint Lab Environm Remote Sensing & Data Assimila, Shanghai 200062, Peoples R ChinaE China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
Zhai, Tianyong
Zhao, Qing
论文数: 0引用数: 0
h-index: 0
机构:
E China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
ECNU&CEODE, Joint Lab Environm Remote Sensing & Data Assimila, Shanghai 200062, Peoples R ChinaE China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
Zhao, Qing
Gao, Wei
论文数: 0引用数: 0
h-index: 0
机构:
E China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
ECNU&CEODE, Joint Lab Environm Remote Sensing & Data Assimila, Shanghai 200062, Peoples R China
Colorado State Univ, Nat Resource Ecol Lab, Ft Collins, CO 80521 USAE China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
Gao, Wei
Shi, Runhe
论文数: 0引用数: 0
h-index: 0
机构:
E China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
ECNU&CEODE, Joint Lab Environm Remote Sensing & Data Assimila, Shanghai 200062, Peoples R ChinaE China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
Shi, Runhe
Xiang, Weining
论文数: 0引用数: 0
h-index: 0
机构:
E China Normal Univ, Shanghai Key Lab Urban Ecol & Sustainabil, Shanghai 200062, Peoples R ChinaE China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
Xiang, Weining
Huang, Hung-lung Allen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wisconsin, Cooperat Inst Meteorol Satellite Studies CIMSS, Madison, WI 53706 USAE China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
Huang, Hung-lung Allen
Zhang, Chao
论文数: 0引用数: 0
h-index: 0
机构:
E China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
ECNU&CEODE, Joint Lab Environm Remote Sensing & Data Assimila, Shanghai 200062, Peoples R ChinaE China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
机构:
Univ Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, IndiaUniv Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, India
Jha, Isha
Hossain, S. K. Ariful
论文数: 0引用数: 0
h-index: 0
机构:
Jadavpur Univ, Sch Oceanog Studies, Kolkata 700032, IndiaUniv Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, India
Hossain, S. K. Ariful
De, Aakash
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, IndiaUniv Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, India
De, Aakash
Altuwaijri, Hamad Ahmed
论文数: 0引用数: 0
h-index: 0
机构:
King Saud Univ, Coll Humanities & Social Sci, Dept Geog, Riyadh, Saudi ArabiaUniv Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, India
Altuwaijri, Hamad Ahmed
Jose, Felix
论文数: 0引用数: 0
h-index: 0
机构:
Florida Gulf Coast Univ, Dept Marine & Earth Sci, Ft Myers, FL USAUniv Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, India
Jose, Felix
De, Tarun Kumar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, IndiaUniv Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, India
De, Tarun Kumar
Lu, Quang-Oai
论文数: 0引用数: 0
h-index: 0
机构:
Dong Nai Technol Univ, Adv Appl Sci Res Grp, Bien Hoa City, Vietnam
Dong Nai Technol Univ, Fac Technol, Bien Hoa, VietnamUniv Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, India
Lu, Quang-Oai
Minh, Nguyen Nguyet
论文数: 0引用数: 0
h-index: 0
机构:
Van Lang Univ, Inst Computat Sci & Artificial Intelligence, Lab Environm Sci & Climate Change, Ho Chi Minh City, Vietnam
Van Lang Univ, Fac Environm, Sch Technol, Ho Chi Minh City, VietnamUniv Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, India
机构:
Sorbonne Univ, UPMC Univ Paris 06, CNRS, UMR 7093,LOV, 181 Chemin Lazaret, F-06230 Villefranche Sur Mer, FranceSorbonne Univ, UPMC Univ Paris 06, CNRS, UMR 7093,LOV, 181 Chemin Lazaret, F-06230 Villefranche Sur Mer, France
Organelli, Emanuele
Bricaud, Annick
论文数: 0引用数: 0
h-index: 0
机构:
Sorbonne Univ, UPMC Univ Paris 06, CNRS, UMR 7093,LOV, 181 Chemin Lazaret, F-06230 Villefranche Sur Mer, FranceSorbonne Univ, UPMC Univ Paris 06, CNRS, UMR 7093,LOV, 181 Chemin Lazaret, F-06230 Villefranche Sur Mer, France
Bricaud, Annick
Gentili, Bernard
论文数: 0引用数: 0
h-index: 0
机构:
Sorbonne Univ, UPMC Univ Paris 06, CNRS, UMR 7093,LOV, 181 Chemin Lazaret, F-06230 Villefranche Sur Mer, FranceSorbonne Univ, UPMC Univ Paris 06, CNRS, UMR 7093,LOV, 181 Chemin Lazaret, F-06230 Villefranche Sur Mer, France
Gentili, Bernard
Antoine, David
论文数: 0引用数: 0
h-index: 0
机构:
Sorbonne Univ, UPMC Univ Paris 06, CNRS, UMR 7093,LOV, 181 Chemin Lazaret, F-06230 Villefranche Sur Mer, France
Curtin Univ, Dept Phys & Med Radiat Sci, Dept Astron & Med Radiat Sci, Remote Sensing & Satellite Res Grp, Perth, WA 6845, AustraliaSorbonne Univ, UPMC Univ Paris 06, CNRS, UMR 7093,LOV, 181 Chemin Lazaret, F-06230 Villefranche Sur Mer, France
机构:
Univ Arizona, Dept Hydrol & Water Resources, JW Harshbarger Bldg,1133 James E Rogers Way 122, Tucson, AZ 85721 USA
Univ Talca, Technol Ctr Environm Hydrol, Talca, ChileUniv Arizona, Dept Hydrol & Water Resources, JW Harshbarger Bldg,1133 James E Rogers Way 122, Tucson, AZ 85721 USA
Valdes-Pineda, Rodrigo
Valdes, Juan B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Arizona, Dept Hydrol & Water Resources, JW Harshbarger Bldg,1133 James E Rogers Way 122, Tucson, AZ 85721 USAUniv Arizona, Dept Hydrol & Water Resources, JW Harshbarger Bldg,1133 James E Rogers Way 122, Tucson, AZ 85721 USA
Valdes, Juan B.
Diaz, Henry F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, CIRES, Boulder, CO 80309 USA
NOAA, Boulder, CO USAUniv Arizona, Dept Hydrol & Water Resources, JW Harshbarger Bldg,1133 James E Rogers Way 122, Tucson, AZ 85721 USA
Diaz, Henry F.
Pizarro-Tapia, Roberto
论文数: 0引用数: 0
h-index: 0
机构:
Univ Talca, Technol Ctr Environm Hydrol, Talca, ChileUniv Arizona, Dept Hydrol & Water Resources, JW Harshbarger Bldg,1133 James E Rogers Way 122, Tucson, AZ 85721 USA
机构:
E China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
ECNU&CEODE, Joint Lab Environm Remote Sensing & Data Assimila, Shanghai 200062, Peoples R ChinaE China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
Zhai, Tianyong
Zhao, Qing
论文数: 0引用数: 0
h-index: 0
机构:
E China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
ECNU&CEODE, Joint Lab Environm Remote Sensing & Data Assimila, Shanghai 200062, Peoples R ChinaE China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
Zhao, Qing
Gao, Wei
论文数: 0引用数: 0
h-index: 0
机构:
E China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
ECNU&CEODE, Joint Lab Environm Remote Sensing & Data Assimila, Shanghai 200062, Peoples R China
Colorado State Univ, Nat Resource Ecol Lab, Ft Collins, CO 80521 USAE China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
Gao, Wei
Shi, Runhe
论文数: 0引用数: 0
h-index: 0
机构:
E China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
ECNU&CEODE, Joint Lab Environm Remote Sensing & Data Assimila, Shanghai 200062, Peoples R ChinaE China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
Shi, Runhe
Xiang, Weining
论文数: 0引用数: 0
h-index: 0
机构:
E China Normal Univ, Shanghai Key Lab Urban Ecol & Sustainabil, Shanghai 200062, Peoples R ChinaE China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
Xiang, Weining
Huang, Hung-lung Allen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wisconsin, Cooperat Inst Meteorol Satellite Studies CIMSS, Madison, WI 53706 USAE China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
Huang, Hung-lung Allen
Zhang, Chao
论文数: 0引用数: 0
h-index: 0
机构:
E China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
ECNU&CEODE, Joint Lab Environm Remote Sensing & Data Assimila, Shanghai 200062, Peoples R ChinaE China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
机构:
Univ Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, IndiaUniv Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, India
Jha, Isha
Hossain, S. K. Ariful
论文数: 0引用数: 0
h-index: 0
机构:
Jadavpur Univ, Sch Oceanog Studies, Kolkata 700032, IndiaUniv Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, India
Hossain, S. K. Ariful
De, Aakash
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, IndiaUniv Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, India
De, Aakash
Altuwaijri, Hamad Ahmed
论文数: 0引用数: 0
h-index: 0
机构:
King Saud Univ, Coll Humanities & Social Sci, Dept Geog, Riyadh, Saudi ArabiaUniv Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, India
Altuwaijri, Hamad Ahmed
Jose, Felix
论文数: 0引用数: 0
h-index: 0
机构:
Florida Gulf Coast Univ, Dept Marine & Earth Sci, Ft Myers, FL USAUniv Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, India
Jose, Felix
De, Tarun Kumar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, IndiaUniv Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, India
De, Tarun Kumar
Lu, Quang-Oai
论文数: 0引用数: 0
h-index: 0
机构:
Dong Nai Technol Univ, Adv Appl Sci Res Grp, Bien Hoa City, Vietnam
Dong Nai Technol Univ, Fac Technol, Bien Hoa, VietnamUniv Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, India
Lu, Quang-Oai
Minh, Nguyen Nguyet
论文数: 0引用数: 0
h-index: 0
机构:
Van Lang Univ, Inst Computat Sci & Artificial Intelligence, Lab Environm Sci & Climate Change, Ho Chi Minh City, Vietnam
Van Lang Univ, Fac Environm, Sch Technol, Ho Chi Minh City, VietnamUniv Calcutta, Dept Marine Sci, Kolkata 700019, West Bengal, India