Spatio-temporal modeling;
Environmental monitoring;
Surface water quality;
Environmetrics;
D O I:
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摘要:
The objective of this study was to devise and validate simple models for estimating spatio-temporal dynamics of seven optically (in)active biogeochemical properties in Mersin Bay using Landsat 7 Enhanced Thematic Mapper Plus (ETM+) data and GIS. Spatio-temporal dynamics of Secchi depth (Sdepth), dissolved oxygen (DO), nitrite nitrogen (NO2-N), nitrate nitrogen (NO3-N), silicate (SiO4), 5-day biological oxygen demand (BOD5), and chlorophyll-a (Chl-a) were estimated using best-fit multiple linear regression (MLR) models as a function of Landsat 7 ETM+ and ground data in 2007 and 2008, latitude, longitude, and day of year. Validation of the MLR models against Landsat and ground data in 2005 led to r values ranging from 0.39 for NO2-N (P = 0.008) to 0.79 for Sdepth (P < 0.001). Parsimonious MLR models built in this study appear to be promising for monitoring and predicting spatio-temporal dynamics of optically (in)active water quality characteristics in Mersin Bay.
机构:
Guangzhou Inst Geog, Guangzhou 510070, Guangdong, Peoples R China
Key Lab Guangdong Utilizat Remote Sensing & Geog, Guangzhou 510070, Guangdong, Peoples R China
Guangdong Open Lab Geospatial Informat Technol &, Guangzhou 510070, Guangdong, Peoples R ChinaGuangzhou Inst Geog, Guangzhou 510070, Guangdong, Peoples R China
Xu, Jianhui
Zhao, Yi
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机构:
Guangzhou Inst Geog, Guangzhou 510070, Guangdong, Peoples R China
Guangzhou Inst Geochem, Guangzhou 510640, Guangdong, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaGuangzhou Inst Geog, Guangzhou 510070, Guangdong, Peoples R China
Zhao, Yi
Zhong, Kaiwen
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机构:
Guangzhou Inst Geog, Guangzhou 510070, Guangdong, Peoples R China
Key Lab Guangdong Utilizat Remote Sensing & Geog, Guangzhou 510070, Guangdong, Peoples R China
Guangdong Open Lab Geospatial Informat Technol &, Guangzhou 510070, Guangdong, Peoples R ChinaGuangzhou Inst Geog, Guangzhou 510070, Guangdong, Peoples R China
Zhong, Kaiwen
Zhang, Feifei
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机构:
Guangdong Univ Educ, Dept Comp Sci, Guangzhou 510310, Guangdong, Peoples R ChinaGuangzhou Inst Geog, Guangzhou 510070, Guangdong, Peoples R China
Zhang, Feifei
Liu, Xulong
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机构:
Guangzhou Inst Geog, Guangzhou 510070, Guangdong, Peoples R China
Key Lab Guangdong Utilizat Remote Sensing & Geog, Guangzhou 510070, Guangdong, Peoples R China
Guangdong Open Lab Geospatial Informat Technol &, Guangzhou 510070, Guangdong, Peoples R ChinaGuangzhou Inst Geog, Guangzhou 510070, Guangdong, Peoples R China
Liu, Xulong
Sun, Caige
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h-index: 0
机构:
Guangzhou Inst Geog, Guangzhou 510070, Guangdong, Peoples R China
Key Lab Guangdong Utilizat Remote Sensing & Geog, Guangzhou 510070, Guangdong, Peoples R China
Guangdong Open Lab Geospatial Informat Technol &, Guangzhou 510070, Guangdong, Peoples R ChinaGuangzhou Inst Geog, Guangzhou 510070, Guangdong, Peoples R China
机构:
Kim Il Sung Univ, Fac Forestry Sci, Dept Forestry Informat, Pyongyang 999093, North Korea
Northeast Forestry Univ, Ctr Ecol Res, Harbin 150040, Peoples R ChinaKim Il Sung Univ, Fac Forestry Sci, Dept Forestry Informat, Pyongyang 999093, North Korea
Jon, SongHun
Jin, Guangze
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机构:
Northeast Forestry Univ, Ctr Ecol Res, Harbin 150040, Peoples R China
Northeast Forestry Univ, Key Lab Sustainable Forest Ecosyst Management, Minist Educ, Harbin 150040, Peoples R ChinaKim Il Sung Univ, Fac Forestry Sci, Dept Forestry Informat, Pyongyang 999093, North Korea
Jin, Guangze
Pak, UnIl
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机构:
Northeast Forestry Univ, Ctr Ecol Res, Harbin 150040, Peoples R China
Pyongyang Univ Sci & Technol, Dept Agr & Life Sci, Pyongyang 950003, North KoreaKim Il Sung Univ, Fac Forestry Sci, Dept Forestry Informat, Pyongyang 999093, North Korea
Pak, UnIl
So, KumRyong
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机构:
Kim Il Sung Univ, Fac Forestry Sci, Dept Forestry Informat, Pyongyang 999093, North KoreaKim Il Sung Univ, Fac Forestry Sci, Dept Forestry Informat, Pyongyang 999093, North Korea
So, KumRyong
Ri, CholUk
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机构:
Kimchaek Univ Technol, Sch Mech Technol, Pyongyang 950003, North KoreaKim Il Sung Univ, Fac Forestry Sci, Dept Forestry Informat, Pyongyang 999093, North Korea
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R China
Shihezi Univ, Key Lab Oasis Ecoagr, Xinjiang Prod & Construct Corps, Shihezi 832003, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Zhang, Lifu
Wang, Sa
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机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Wang, Sa
Cen, Yi
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机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Cen, Yi
Huang, Changping
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机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Huang, Changping
Zhang, Hongming
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h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Zhang, Hongming
Sun, Xuejian
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机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Sun, Xuejian
Tong, Qingxi
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机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
机构:
Yunnan Normal Univ, Fac Geog, Kunming, Yunnan, Peoples R China
Yunnan Normal Univ, GIS Technol Res Ctr Resource & Environm Western C, Minist Educ, Kunming, Yunnan, Peoples R ChinaYunnan Normal Univ, Fac Geog, Kunming, Yunnan, Peoples R China
Li, He
Hong, Liang
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机构:
Yunnan Normal Univ, Fac Geog, Kunming, Yunnan, Peoples R China
Yunnan Normal Univ, GIS Technol Res Ctr Resource & Environm Western C, Minist Educ, Kunming, Yunnan, Peoples R ChinaYunnan Normal Univ, Fac Geog, Kunming, Yunnan, Peoples R China