Skip to main content

2014 | OriginalPaper | Buchkapitel

16. Assessing Surface Water Quality Using Landsat TM and In Situ Data: An Exploratory Analysis

verfasst von : Razia A. Chowdhury, Towhida Rashid, Sirajul Hoque

Erschienen in: Dhaka Megacity

Verlag: Springer Netherlands

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The objective of this chapter was to explore the potential of Landsat TM data, calibrated by in situ measurements, to map the spatial distribution of water quality in the rivers and lakes of Dhaka. The relationship of satellite brightness values and ground measurement was established through correlation and regression analyses. The results showed that the ratio of TM1 and TM3 was highly correlated with Secchi disk transparency (SDT), a measure of water clarity, while total suspended sediment (TSS) was strongly correlated with brightness values in the near-infrared portion of the electromagnetic spectrum. Regression analysis indicated that TM1 and the ratio of TM1/TM3 was the best predictor for SDT, and TM3 and the ratio of TM1 and TM3 was suitable for the estimation of TSS in waters. Maps of SDT and TSS are presented that illustrate the spatial variation of water quality in the inland water systems of Dhaka.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Aktar Z, Fakhruddin ANM, Ahmed MSU, Nasreen T, Parveen S (2009) Assessment and treatment of the supplied pipeline water of selected areas of Dhaka City. Bangladesh J Sci Ind Res 44(3):335–340 Aktar Z, Fakhruddin ANM, Ahmed MSU, Nasreen T, Parveen S (2009) Assessment and treatment of the supplied pipeline water of selected areas of Dhaka City. Bangladesh J Sci Ind Res 44(3):335–340
Zurück zum Zitat Allee RJ, Johnson JE (1999) Use of satellite imagery to estimate surface chlorophyll a and Secchi disc depth of Bull Shoals Reservoir, Arkansas, USA. Int J Remote Sens 20(6):1057–1072CrossRef Allee RJ, Johnson JE (1999) Use of satellite imagery to estimate surface chlorophyll a and Secchi disc depth of Bull Shoals Reservoir, Arkansas, USA. Int J Remote Sens 20(6):1057–1072CrossRef
Zurück zum Zitat Almanza E, Melack JM (1985) Chlorophyll differences in Mono Lake (California) observable on Landsat imagery. Hydrobiologia 122(1):13–17CrossRef Almanza E, Melack JM (1985) Chlorophyll differences in Mono Lake (California) observable on Landsat imagery. Hydrobiologia 122(1):13–17CrossRef
Zurück zum Zitat Aranuvachapun S, LeBlond PH (1981) Turbidity of coastal water determined from Landsat. Remote Sens Environ 84:113–132CrossRef Aranuvachapun S, LeBlond PH (1981) Turbidity of coastal water determined from Landsat. Remote Sens Environ 84:113–132CrossRef
Zurück zum Zitat Aranuvachapun S, Walling DE (1988) Landsat-MSS radiance as a measure of suspended sediment in the lower Yellow River (Hwang Ho). Remote Sens Environ 25(2):145–165CrossRef Aranuvachapun S, Walling DE (1988) Landsat-MSS radiance as a measure of suspended sediment in the lower Yellow River (Hwang Ho). Remote Sens Environ 25(2):145–165CrossRef
Zurück zum Zitat Baban SMJ (1995) The use of Landsat imagery to map fluvial sediment discharge into coastal waters. Mar Geol 123(3–4):263–270CrossRef Baban SMJ (1995) The use of Landsat imagery to map fluvial sediment discharge into coastal waters. Mar Geol 123(3–4):263–270CrossRef
Zurück zum Zitat Baban SMJ (1996) Trophic classification and ecosystem checking of lakes using remotely sensed information. Hydrol Sci J 41(6):939–957CrossRef Baban SMJ (1996) Trophic classification and ecosystem checking of lakes using remotely sensed information. Hydrol Sci J 41(6):939–957CrossRef
Zurück zum Zitat Baban SMJ (1997) Environmental monitoring of estuaries; estimating and mapping various environmental indicators in Breydon water estuary, U.K., using Landsat TM imagery. Estuar Coast Shelf Sci 44(5):589–598CrossRef Baban SMJ (1997) Environmental monitoring of estuaries; estimating and mapping various environmental indicators in Breydon water estuary, U.K., using Landsat TM imagery. Estuar Coast Shelf Sci 44(5):589–598CrossRef
Zurück zum Zitat Bangladesh Bureau of Statistics (BBS) (2010) Compendium of environment statistics of Bangladesh 2009, Bangladesh Bureau of Statistics. Ministry of Planning, Dhaka Bangladesh Bureau of Statistics (BBS) (2010) Compendium of environment statistics of Bangladesh 2009, Bangladesh Bureau of Statistics. Ministry of Planning, Dhaka
Zurück zum Zitat Begum DA, Tanvir AKM (2010) Water quality aspects in and around Dhaka city. In: Proceedings of international conference on environmental aspects of Bangladesh (ICEABO10), Japan, 2010, pp 175–178 Begum DA, Tanvir AKM (2010) Water quality aspects in and around Dhaka city. In: Proceedings of international conference on environmental aspects of Bangladesh (ICEABO10), Japan, 2010, pp 175–178
Zurück zum Zitat Bilge F, Yazici B, Dogeroglu T, Ayday C (2003) Statistical evaluation of remotely sensed data for water quality monitoring. Int J Remote Sens 24(24):5317–5326CrossRef Bilge F, Yazici B, Dogeroglu T, Ayday C (2003) Statistical evaluation of remotely sensed data for water quality monitoring. Int J Remote Sens 24(24):5317–5326CrossRef
Zurück zum Zitat Brezonik P, Menken KD, Bauer M (2005) Landsat-based remote sensing of lake water quality characteristics, including chlorophyll and colored dissolved organic matter (CDOM). Lake Reserv Manag 21(4):373–382CrossRef Brezonik P, Menken KD, Bauer M (2005) Landsat-based remote sensing of lake water quality characteristics, including chlorophyll and colored dissolved organic matter (CDOM). Lake Reserv Manag 21(4):373–382CrossRef
Zurück zum Zitat Brivio PA, Giardino C, Zilioli E (2001) Determination of chlorophyll concentration changes in Lake Garda using an image-based radiative transfer code for Landsat TM images. Int J Remote Sens 22(2–3):487–502CrossRef Brivio PA, Giardino C, Zilioli E (2001) Determination of chlorophyll concentration changes in Lake Garda using an image-based radiative transfer code for Landsat TM images. Int J Remote Sens 22(2–3):487–502CrossRef
Zurück zum Zitat Carlson RE (1977) A trophic state index for lakes. Limnol Oceanogr 22(2):361–369CrossRef Carlson RE (1977) A trophic state index for lakes. Limnol Oceanogr 22(2):361–369CrossRef
Zurück zum Zitat Carpenter DS, Carpenter SM (1983) Modeling inland water quality using Landsat data. Remote Sens Environ 13(4):345–352CrossRef Carpenter DS, Carpenter SM (1983) Modeling inland water quality using Landsat data. Remote Sens Environ 13(4):345–352CrossRef
Zurück zum Zitat Chander G, Markham B (2003) Revised Landsat-5 TM radiometric calibration procedures and postcalibration dynamic ranges. IEEE Trans Geosci Remote Sens 41(11):2674–2677CrossRef Chander G, Markham B (2003) Revised Landsat-5 TM radiometric calibration procedures and postcalibration dynamic ranges. IEEE Trans Geosci Remote Sens 41(11):2674–2677CrossRef
Zurück zum Zitat Chavez PS (1996) Image-base atmospheric corrections – revisited and improved. Photogramm Eng Remote Sens 62:1025–1036 Chavez PS (1996) Image-base atmospheric corrections – revisited and improved. Photogramm Eng Remote Sens 62:1025–1036
Zurück zum Zitat Choubey VK (1997) Monitoring turbidity with IRS-1A. Hydrol Process 11(15):1907–1915CrossRef Choubey VK (1997) Monitoring turbidity with IRS-1A. Hydrol Process 11(15):1907–1915CrossRef
Zurück zum Zitat Clark GL, Ewing C, Lorenzen CJ (1970) Spectra of backscattered light from the sea obtained from aircraft as a measure of chlorophyll concentration. Science 167:1119–1121CrossRef Clark GL, Ewing C, Lorenzen CJ (1970) Spectra of backscattered light from the sea obtained from aircraft as a measure of chlorophyll concentration. Science 167:1119–1121CrossRef
Zurück zum Zitat Curran PJ, Novo EMM (1988) The relationship between suspended sediment concentration and remotely sensed spectral radiance: a review. J Coast Res 4(3):351–368 Curran PJ, Novo EMM (1988) The relationship between suspended sediment concentration and remotely sensed spectral radiance: a review. J Coast Res 4(3):351–368
Zurück zum Zitat Curran PJ, Hansom JD, Plummer SE, Pedley MI (1987) Multispectral remote sensing of nearshore suspended sediments: a pilot study. Int J Remote Sens 8(1):103–112CrossRef Curran PJ, Hansom JD, Plummer SE, Pedley MI (1987) Multispectral remote sensing of nearshore suspended sediments: a pilot study. Int J Remote Sens 8(1):103–112CrossRef
Zurück zum Zitat Dekker AG, Peters SWM (1993) The use of the Thematic Mapper for the analysis of eutrophic lakes: a case study in the Netherlands. Int J Remote Sens 14(5):799–821CrossRef Dekker AG, Peters SWM (1993) The use of the Thematic Mapper for the analysis of eutrophic lakes: a case study in the Netherlands. Int J Remote Sens 14(5):799–821CrossRef
Zurück zum Zitat Dekker AG, Vos RJ, Peters SWM (2002) Analytical algorithms for lake water TSM estimation for retrospective analysis of TM and SPOT sensor data. Int J Remote Sens 23(1):15–35CrossRef Dekker AG, Vos RJ, Peters SWM (2002) Analytical algorithms for lake water TSM estimation for retrospective analysis of TM and SPOT sensor data. Int J Remote Sens 23(1):15–35CrossRef
Zurück zum Zitat Dewan AM, Kabir MH, Nahar K, Rahman MZ (2012) Urbanization and environmental degradation in Dhaka Metropolitan Area of Bangladesh. Int J Environ Sustain Dev 11(2):118–146CrossRef Dewan AM, Kabir MH, Nahar K, Rahman MZ (2012) Urbanization and environmental degradation in Dhaka Metropolitan Area of Bangladesh. Int J Environ Sustain Dev 11(2):118–146CrossRef
Zurück zum Zitat Dewan AM, Corner RJ, Hashizume M, Ongee ET (2013) Typhoid fever and its association with environmental factors in the Dhaka Metropolitan Area of Bangladesh: a spatial and time-series approach. PLoS Negl Trop Dis 7(1):e1998CrossRef Dewan AM, Corner RJ, Hashizume M, Ongee ET (2013) Typhoid fever and its association with environmental factors in the Dhaka Metropolitan Area of Bangladesh: a spatial and time-series approach. PLoS Negl Trop Dis 7(1):e1998CrossRef
Zurück zum Zitat Dwivedi RM, Narain A (1987) Remote sensing of phytoplankton: an attempt from the Landsat Thematic Mapper. Int J Remote Sens 8(10):1563–1569CrossRef Dwivedi RM, Narain A (1987) Remote sensing of phytoplankton: an attempt from the Landsat Thematic Mapper. Int J Remote Sens 8(10):1563–1569CrossRef
Zurück zum Zitat Ekercin S (2007) Water quality retrievals from high resolution Ikonos multispectral imagery: a case study in Istanbul, Turkey. J Water Air Soil Pollut 183(1–4):239–251CrossRef Ekercin S (2007) Water quality retrievals from high resolution Ikonos multispectral imagery: a case study in Istanbul, Turkey. J Water Air Soil Pollut 183(1–4):239–251CrossRef
Zurück zum Zitat Fraser RN (1998) Multispectral remote sensing of turbidity among Nebraska Sand Hills Lakes. Int J Remote Sens 19:3011–3016CrossRef Fraser RN (1998) Multispectral remote sensing of turbidity among Nebraska Sand Hills Lakes. Int J Remote Sens 19:3011–3016CrossRef
Zurück zum Zitat Hadjimitsis DG, Hadjimitsis MG, Toulios L, Clayton CRI (2010) Use of space technology for assisting water quality assessment and monitoring of inland water bodies. Phys Chem Earth 35(1–2):115–120 Hadjimitsis DG, Hadjimitsis MG, Toulios L, Clayton CRI (2010) Use of space technology for assisting water quality assessment and monitoring of inland water bodies. Phys Chem Earth 35(1–2):115–120
Zurück zum Zitat Harrington JA Jr, Schiebe FR, Nix JF (1992) Remote sensing of lake Chicot, Arkansas: monitoring suspended sediments, turbidity, and secchi depth with Landsat MSS data. Remote Sens Environ 39(1):15–27CrossRef Harrington JA Jr, Schiebe FR, Nix JF (1992) Remote sensing of lake Chicot, Arkansas: monitoring suspended sediments, turbidity, and secchi depth with Landsat MSS data. Remote Sens Environ 39(1):15–27CrossRef
Zurück zum Zitat Hellweger FL, Schlosser P, Lall U, Weissel JK (2004) Use of satellite imagery for water quality studies in New York harbor. Estuarine, Coast Shelf Sci 61(3):437–448CrossRef Hellweger FL, Schlosser P, Lall U, Weissel JK (2004) Use of satellite imagery for water quality studies in New York harbor. Estuarine, Coast Shelf Sci 61(3):437–448CrossRef
Zurück zum Zitat Hellweger FL, Miller W, Oshodi KS (2007) Mapping turbidity in the Charles River, Boston using a high-resolution satellite. Environ Monit Assess 132(1–3):311–320CrossRef Hellweger FL, Miller W, Oshodi KS (2007) Mapping turbidity in the Charles River, Boston using a high-resolution satellite. Environ Monit Assess 132(1–3):311–320CrossRef
Zurück zum Zitat Islam MA, Gao J, Ahmad W, Neil D, Bell P (2003) Image calibration to like-values in mapping shallow water quality from multi-temporal data. Photogramm Eng Remote Sens 69(5):567–575 Islam MA, Gao J, Ahmad W, Neil D, Bell P (2003) Image calibration to like-values in mapping shallow water quality from multi-temporal data. Photogramm Eng Remote Sens 69(5):567–575
Zurück zum Zitat Jensen JR (2000) Remote sensing of the environment: an earth resources perspective. Prentice Hall, Upper Saddler River Jensen JR (2000) Remote sensing of the environment: an earth resources perspective. Prentice Hall, Upper Saddler River
Zurück zum Zitat Johnson RW, Harriss RC (1980) Remote sensing for water quality and biological measurements in coastal waters. Photogramm Eng Remote Sens 46(1):77–85 Johnson RW, Harriss RC (1980) Remote sensing for water quality and biological measurements in coastal waters. Photogramm Eng Remote Sens 46(1):77–85
Zurück zum Zitat Julien RY (1995) Erosion and sedimentation. Cambridge University Press, New YorkCrossRef Julien RY (1995) Erosion and sedimentation. Cambridge University Press, New YorkCrossRef
Zurück zum Zitat Kamal MM, Malmgren-Hansen A, Badruzzaman ABM (1999) Assessment of pollution of the river Buriganga, Bangladesh using a water quality model. Water Sci Technol 40(2):129–136CrossRef Kamal MM, Malmgren-Hansen A, Badruzzaman ABM (1999) Assessment of pollution of the river Buriganga, Bangladesh using a water quality model. Water Sci Technol 40(2):129–136CrossRef
Zurück zum Zitat Karn SK, Harada H (2001) Surface water pollution in three urban territories of Nepal, India and Bangladesh. Environ Manag 28(4):483–496CrossRef Karn SK, Harada H (2001) Surface water pollution in three urban territories of Nepal, India and Bangladesh. Environ Manag 28(4):483–496CrossRef
Zurück zum Zitat Khorram S (1981) Water quality mapping from Landsat digital data. Int J Remote Sens 2(2):145–153CrossRef Khorram S (1981) Water quality mapping from Landsat digital data. Int J Remote Sens 2(2):145–153CrossRef
Zurück zum Zitat Khorram S, Cheshire HM (1985) Remote sensing of water quality in the Neuse river estuary, North Carolina. Photogramm Eng Remote Sens 51:329–341 Khorram S, Cheshire HM (1985) Remote sensing of water quality in the Neuse river estuary, North Carolina. Photogramm Eng Remote Sens 51:329–341
Zurück zum Zitat Klemas V, Borchardt VJF, Treasure WM (1973) Suspended sediment observations from ERTS-1. Remote Sens Environ 2:205–221CrossRef Klemas V, Borchardt VJF, Treasure WM (1973) Suspended sediment observations from ERTS-1. Remote Sens Environ 2:205–221CrossRef
Zurück zum Zitat Klemas V, Borchardt JF, Treasure WM (1974) Coastal and estuarine studies with ERTS-1 and Skylab. Remote Sens Environ 3(3):153–174CrossRef Klemas V, Borchardt JF, Treasure WM (1974) Coastal and estuarine studies with ERTS-1 and Skylab. Remote Sens Environ 3(3):153–174CrossRef
Zurück zum Zitat Kloiber SM, Brezonik PL, Bauer ME (2002a) Application of Landsat imagery to regional-scale assessment of lake clarity. Water Res 36(17):4330–4340CrossRef Kloiber SM, Brezonik PL, Bauer ME (2002a) Application of Landsat imagery to regional-scale assessment of lake clarity. Water Res 36(17):4330–4340CrossRef
Zurück zum Zitat Kloiber SM, Brezonik PL, Olmanson LG, Bauer ME (2002b) A procedure for regional lake water clarity assessment using Landsat multispectral data. Remote Sens Environ 82(1):38–47CrossRef Kloiber SM, Brezonik PL, Olmanson LG, Bauer ME (2002b) A procedure for regional lake water clarity assessment using Landsat multispectral data. Remote Sens Environ 82(1):38–47CrossRef
Zurück zum Zitat Lambrix JM, Naugle BI (2003) Linear regression prediction models for turbidity in Kentucky Lake utilizing Landsat 7 ETM+ and KLMP in situ data. Geol Soc Am Abstr Progr 35(6):168 Lambrix JM, Naugle BI (2003) Linear regression prediction models for turbidity in Kentucky Lake utilizing Landsat 7 ETM+ and KLMP in situ data. Geol Soc Am Abstr Progr 35(6):168
Zurück zum Zitat Lathrop RG Jr (1992) Landsat thematic mapper monitoring of turbid inland water quality. Photogramm Eng Remote Sens 58(4):465–470 Lathrop RG Jr (1992) Landsat thematic mapper monitoring of turbid inland water quality. Photogramm Eng Remote Sens 58(4):465–470
Zurück zum Zitat Lathrop RG Jr, Lillesand TM (1986) Utility of thematic mapper data to assess water quality in southern Green Bay and West-Central Lake Michigan. Photogramm Eng Remote Sens 52:671–680 Lathrop RG Jr, Lillesand TM (1986) Utility of thematic mapper data to assess water quality in southern Green Bay and West-Central Lake Michigan. Photogramm Eng Remote Sens 52:671–680
Zurück zum Zitat Lillesand TM, Johnson WL, Deuell RL, Lindstrom OM, Meisner DE (1983) Use of Landsat data to predict the trophic state of Minnesota lakes. Photogramm Eng Remote Sens 49(2):219–229 Lillesand TM, Johnson WL, Deuell RL, Lindstrom OM, Meisner DE (1983) Use of Landsat data to predict the trophic state of Minnesota lakes. Photogramm Eng Remote Sens 49(2):219–229
Zurück zum Zitat Lindell LT, Steinvall O, Jonsson M, Thcalesson T (1985) Mapping coastal water turbidity using Landsat imagery. Int J Remote Sens 16(5):629–642CrossRef Lindell LT, Steinvall O, Jonsson M, Thcalesson T (1985) Mapping coastal water turbidity using Landsat imagery. Int J Remote Sens 16(5):629–642CrossRef
Zurück zum Zitat Lo CP, Hutchinson WT (1991) Determination of turbidity patterns of the Zhijiang estuarine region, South China, using satellite images and a GIS approach. Geocarto Int 6(3):27–38CrossRef Lo CP, Hutchinson WT (1991) Determination of turbidity patterns of the Zhijiang estuarine region, South China, using satellite images and a GIS approach. Geocarto Int 6(3):27–38CrossRef
Zurück zum Zitat Lodhi MA, Runquist DC, Han L, Kuzila MS (1998) Estimation of suspended sediment concentration in water integrated surface reflectance. Geocarto Int 13(2):11–15CrossRef Lodhi MA, Runquist DC, Han L, Kuzila MS (1998) Estimation of suspended sediment concentration in water integrated surface reflectance. Geocarto Int 13(2):11–15CrossRef
Zurück zum Zitat Lyon JC, Bedford KW, Yen JC, Lee DH, Mark DJ (1988) Determination of suspended sediments from multiple day Landsat and AVHRR data. Remote Sens Environ 25(1):107–115CrossRef Lyon JC, Bedford KW, Yen JC, Lee DH, Mark DJ (1988) Determination of suspended sediments from multiple day Landsat and AVHRR data. Remote Sens Environ 25(1):107–115CrossRef
Zurück zum Zitat Ma R, Dai J (2005) Investigation of chlorophyll-a and total suspended matter concentrations using Landsat ETM and field spectral measurement in Taihu lake, China. Int J Remote Sens 26(13):2779–2787CrossRef Ma R, Dai J (2005) Investigation of chlorophyll-a and total suspended matter concentrations using Landsat ETM and field spectral measurement in Taihu lake, China. Int J Remote Sens 26(13):2779–2787CrossRef
Zurück zum Zitat Mayo M, Gitelson A, Yacobi YZ, Ben-Avraham Z (1995) Chlorophyll distribution in Lake Kinneret determined from Landsat Thematic Mapper data. Int J Remote Sens 16(1):175–182CrossRef Mayo M, Gitelson A, Yacobi YZ, Ben-Avraham Z (1995) Chlorophyll distribution in Lake Kinneret determined from Landsat Thematic Mapper data. Int J Remote Sens 16(1):175–182CrossRef
Zurück zum Zitat McFeeters SK (1996) The use of normalized difference water index (NDWI) in the delineation of open water features. Int J Remote Sens 17(7):1425–1432CrossRef McFeeters SK (1996) The use of normalized difference water index (NDWI) in the delineation of open water features. Int J Remote Sens 17(7):1425–1432CrossRef
Zurück zum Zitat Mertes LAK, Smith MO, Adams JB (1993) Estimating suspended sediment concentrations in surface waters of the Amazon river wetlands from Landsat images. Remote Sens Environ 43(3):281–301CrossRef Mertes LAK, Smith MO, Adams JB (1993) Estimating suspended sediment concentrations in surface waters of the Amazon river wetlands from Landsat images. Remote Sens Environ 43(3):281–301CrossRef
Zurück zum Zitat Moore GK (1980) Satellite remote sensing of water turbidity. Hydrol Sci 25(4):407–421CrossRef Moore GK (1980) Satellite remote sensing of water turbidity. Hydrol Sci 25(4):407–421CrossRef
Zurück zum Zitat Nas B, Karabork H, Ekercon S, Berktay A (2009) Mapping chlorophyll-a through in-situ measurements and Terra Aster satellite data. Environ Monit Assess 157(1–4):375–382CrossRef Nas B, Karabork H, Ekercon S, Berktay A (2009) Mapping chlorophyll-a through in-situ measurements and Terra Aster satellite data. Environ Monit Assess 157(1–4):375–382CrossRef
Zurück zum Zitat Nas B, Ekercin S, Karabork H, Berktay A, Mulla DJ (2010) An application of Landsat-5TM image data for water quality mapping in Lake Beyşehir, Turkey. J Water Air Soil Pollut 212(1–4):183–197CrossRef Nas B, Ekercin S, Karabork H, Berktay A, Mulla DJ (2010) An application of Landsat-5TM image data for water quality mapping in Lake Beyşehir, Turkey. J Water Air Soil Pollut 212(1–4):183–197CrossRef
Zurück zum Zitat Nelson SAC, Soranno PA, Cheruvelil KS, Batzli SA, Skole DL (2003) Regional assessment of lake water clarity using remote sensing. J Limnol 62(Suppl 1):27–32 Nelson SAC, Soranno PA, Cheruvelil KS, Batzli SA, Skole DL (2003) Regional assessment of lake water clarity using remote sensing. J Limnol 62(Suppl 1):27–32
Zurück zum Zitat Olmanson LG, Kloiber SM, Bauer ME, Brezonik PL (2001) Image processing protocol for regional assessments of lake water quality. Water Resources Center and Remote Sensing Laboratory, University of Minnesota, St. Paul Olmanson LG, Kloiber SM, Bauer ME, Brezonik PL (2001) Image processing protocol for regional assessments of lake water quality. Water Resources Center and Remote Sensing Laboratory, University of Minnesota, St. Paul
Zurück zum Zitat Olmanson LG, Bauer ME, Brezonik PL (2002) Use of Landsat imagery to develop a water quality atlas of Minnesota’s 10,000 lakes. In: Pecora 15/Land Satellite Information IV/ISPRS Commission I/FIEOS 2002 conference proceedings, Denver, 10–14 Nov 2002 Olmanson LG, Bauer ME, Brezonik PL (2002) Use of Landsat imagery to develop a water quality atlas of Minnesota’s 10,000 lakes. In: Pecora 15/Land Satellite Information IV/ISPRS Commission I/FIEOS 2002 conference proceedings, Denver, 10–14 Nov 2002
Zurück zum Zitat Östlund C, Flink P, Strombeck N, Pierson D, Lindell T (2001) Mapping of the water quality of lake Erken, Sweden, from imaging spectrometry and Landsat thematic mapper. Sci Total Environ 268(1–3):139–154CrossRef Östlund C, Flink P, Strombeck N, Pierson D, Lindell T (2001) Mapping of the water quality of lake Erken, Sweden, from imaging spectrometry and Landsat thematic mapper. Sci Total Environ 268(1–3):139–154CrossRef
Zurück zum Zitat Pattiaratchi C, Lavery P, Wyllie A, Hick P (1994) Estimates of water quality in coastal waters using multidate Landsat Thematic Mapper data. Int J Remote Sens 15(8):1571–1584CrossRef Pattiaratchi C, Lavery P, Wyllie A, Hick P (1994) Estimates of water quality in coastal waters using multidate Landsat Thematic Mapper data. Int J Remote Sens 15(8):1571–1584CrossRef
Zurück zum Zitat Peckham SD, Lillesand T (2006) Detection of spatial and temporal trends in Wisconsin lake water clarity using Landsat-derived estimates of Secchi depth. Lake Reserv Manag 22(4):331–341CrossRef Peckham SD, Lillesand T (2006) Detection of spatial and temporal trends in Wisconsin lake water clarity using Landsat-derived estimates of Secchi depth. Lake Reserv Manag 22(4):331–341CrossRef
Zurück zum Zitat Potes M, Costa MJ, Da Silva JCB, Silva AM, Morais M (2011) Remote sensing of water quality parameters over Alqueva reservoir in the south of Portugal. Int J Remote Sens 32(12):3373–3388CrossRef Potes M, Costa MJ, Da Silva JCB, Silva AM, Morais M (2011) Remote sensing of water quality parameters over Alqueva reservoir in the south of Portugal. Int J Remote Sens 32(12):3373–3388CrossRef
Zurück zum Zitat Pulliainen J, Kallio K, Eloheimo K, Koponen S, Servomaa H, Hannonen T (2001) A semi-operative approach to lake water quality retrieval from remote sensing data. Sci Total Environ 268(1–3):79–93CrossRef Pulliainen J, Kallio K, Eloheimo K, Koponen S, Servomaa H, Hannonen T (2001) A semi-operative approach to lake water quality retrieval from remote sensing data. Sci Total Environ 268(1–3):79–93CrossRef
Zurück zum Zitat Rahman S, Hossain F (2008) Spatial assessment of water quality in peripheral rivers of Dhaka city for optimal location of water intake point. Water Resour Manag 22(3):377–391CrossRef Rahman S, Hossain F (2008) Spatial assessment of water quality in peripheral rivers of Dhaka city for optimal location of water intake point. Water Resour Manag 22(3):377–391CrossRef
Zurück zum Zitat Reddy MA (1997) A detailed statistical study on selection of optimum IRS LISS pixel configuration for development of water quality models. Int J Remote Sens 18(12):2559–2570CrossRef Reddy MA (1997) A detailed statistical study on selection of optimum IRS LISS pixel configuration for development of water quality models. Int J Remote Sens 18(12):2559–2570CrossRef
Zurück zum Zitat Ritchie JC, Cooper CM (1987) Comparisons of Landsat MSS pixel array sizes for estimating water quality. Photogramm Eng Remote Sens 53(11):1549–1553 Ritchie JC, Cooper CM (1987) Comparisons of Landsat MSS pixel array sizes for estimating water quality. Photogramm Eng Remote Sens 53(11):1549–1553
Zurück zum Zitat Ritchie JC, Cooper CM (1988) Comparisons of measured suspended sediment concentrations with suspended sediment concentrations estimated from Landsat MSS data. Int J Remote Sens 9(3):379–387CrossRef Ritchie JC, Cooper CM (1988) Comparisons of measured suspended sediment concentrations with suspended sediment concentrations estimated from Landsat MSS data. Int J Remote Sens 9(3):379–387CrossRef
Zurück zum Zitat Ritchie JC, Schiebe FR, Cooper CM (1986) Surface water quality measurements of Lake Chicot, Arkansas using data from Landsat satellites. J Freshw Ecol 3(3):391–397CrossRef Ritchie JC, Schiebe FR, Cooper CM (1986) Surface water quality measurements of Lake Chicot, Arkansas using data from Landsat satellites. J Freshw Ecol 3(3):391–397CrossRef
Zurück zum Zitat Ritchie JC, Cooper CM, Yongqing J (1987) Using Landsat multispectral scanner data to estimate suspended sediments in Moon Lake, Mississippi. Remote Sens Environ 23(1):65–81CrossRef Ritchie JC, Cooper CM, Yongqing J (1987) Using Landsat multispectral scanner data to estimate suspended sediments in Moon Lake, Mississippi. Remote Sens Environ 23(1):65–81CrossRef
Zurück zum Zitat Ritchie JC, Schiebe FR, Cooper CM (1989) Landsat digital data for estimating suspended sediment in inland water, IAHS Pub. No. 182. International Association of Hydrological Sciences, pp 151–158 Ritchie JC, Schiebe FR, Cooper CM (1989) Landsat digital data for estimating suspended sediment in inland water, IAHS Pub. No. 182. International Association of Hydrological Sciences, pp 151–158
Zurück zum Zitat Ritchie JC, Cooper CM, Schiebe FR (1990) The relationship of MSS and TM digital data with suspended sediments, chlorophyll, temperature in Moon Lake, Mississippi. Remote Sens Environ 33(2):137–148CrossRef Ritchie JC, Cooper CM, Schiebe FR (1990) The relationship of MSS and TM digital data with suspended sediments, chlorophyll, temperature in Moon Lake, Mississippi. Remote Sens Environ 33(2):137–148CrossRef
Zurück zum Zitat Sawaya KE, Olmanson LG, Heinert NJ, Brezonik PL, Bauer ME (2003) Extending satellite remote sensing to local scales: land and water resource monitoring using high-resolution imagery. Remote Sens Environ 88(1–2):144–156CrossRef Sawaya KE, Olmanson LG, Heinert NJ, Brezonik PL, Bauer ME (2003) Extending satellite remote sensing to local scales: land and water resource monitoring using high-resolution imagery. Remote Sens Environ 88(1–2):144–156CrossRef
Zurück zum Zitat Scarpace FL, Holmquist KW, Fisher LT (1979) Landsat analysis of lake quality. Photogramm Eng Remote Sens 45(5):623–633 Scarpace FL, Holmquist KW, Fisher LT (1979) Landsat analysis of lake quality. Photogramm Eng Remote Sens 45(5):623–633
Zurück zum Zitat Schiebe FR, Ritchie JC (1986) Suspended sediment monitored by satellite. In: Proceedings of fourth Federal Interagency Sedimentation conference, Las Vegas, 1986, vol 1. pp 70–78 Schiebe FR, Ritchie JC (1986) Suspended sediment monitored by satellite. In: Proceedings of fourth Federal Interagency Sedimentation conference, Las Vegas, 1986, vol 1. pp 70–78
Zurück zum Zitat Schneider WJ (1968) Color photographs for water resources studies. Photogramm Eng 34(3):257–262 Schneider WJ (1968) Color photographs for water resources studies. Photogramm Eng 34(3):257–262
Zurück zum Zitat Slonecker ET, Jennings DB, Garofalo D (2001) Remote sensing of impervious surface: a review. Remote Sens Rev 20(3):227–235CrossRef Slonecker ET, Jennings DB, Garofalo D (2001) Remote sensing of impervious surface: a review. Remote Sens Rev 20(3):227–235CrossRef
Zurück zum Zitat Sohel KMA, Chowdhury MAI, Ahmed MF (2003) Surface water quality in and around Dhaka City. J Water Supply: Res Technol 52(2):141–153 Sohel KMA, Chowdhury MAI, Ahmed MF (2003) Surface water quality in and around Dhaka City. J Water Supply: Res Technol 52(2):141–153
Zurück zum Zitat Stefouli M, Dimitrakopoulos D, Papadimitrakis J, Charou E (2005) Monitoring and assessing internal waters (Lakes) using operational space borne data and field measurements. Eur Water 9(10):25–33 Stefouli M, Dimitrakopoulos D, Papadimitrakis J, Charou E (2005) Monitoring and assessing internal waters (Lakes) using operational space borne data and field measurements. Eur Water 9(10):25–33
Zurück zum Zitat Svab E, Tyler AN, Preston T, Presing M, Balogh KV (2005) Characterizing the spectral reflectance of algae in lake waters with high suspended sediment concentrations. Int J Remote Sens 26(5):919–928CrossRef Svab E, Tyler AN, Preston T, Presing M, Balogh KV (2005) Characterizing the spectral reflectance of algae in lake waters with high suspended sediment concentrations. Int J Remote Sens 26(5):919–928CrossRef
Zurück zum Zitat Tan Q, Shao Y, Yang S, Wei Q (2003) Landsat TM optimal bands selection for freshwater lake international importance wetland interpretation and monitoring. IEEE Geosci Remote Sens Proc 2003:3299–3301 Tan Q, Shao Y, Yang S, Wei Q (2003) Landsat TM optimal bands selection for freshwater lake international importance wetland interpretation and monitoring. IEEE Geosci Remote Sens Proc 2003:3299–3301
Zurück zum Zitat Tassan S (1997) A numerical model for the detection of sediment concentration in stratified river plums using Thematic Mapper data. Int J Remote Sens 18(12):2699–2705CrossRef Tassan S (1997) A numerical model for the detection of sediment concentration in stratified river plums using Thematic Mapper data. Int J Remote Sens 18(12):2699–2705CrossRef
Zurück zum Zitat Tyler AN, Svab E, Preston T, Présing M, Kovács WA (2006) Remote sensing of the water quality of shallow lakes: a mixture modelling approach to quantifying phytoplankton in water characterized by high-suspended sediment. Int J Remote Sens 27(8):1521–1537CrossRef Tyler AN, Svab E, Preston T, Présing M, Kovács WA (2006) Remote sensing of the water quality of shallow lakes: a mixture modelling approach to quantifying phytoplankton in water characterized by high-suspended sediment. Int J Remote Sens 27(8):1521–1537CrossRef
Zurück zum Zitat Usali N, Ismail MH (2010) Use of remote sensing and GIS in monitoring water quality. J Sustain Dev 3(3):228–238 Usali N, Ismail MH (2010) Use of remote sensing and GIS in monitoring water quality. J Sustain Dev 3(3):228–238
Zurück zum Zitat Verdin JP (1985) Monitoring water quality conditions in a large western reservoir with Landsat imagery. Photogramm Eng Remote Sens 51(3):343–353 Verdin JP (1985) Monitoring water quality conditions in a large western reservoir with Landsat imagery. Photogramm Eng Remote Sens 51(3):343–353
Zurück zum Zitat Volpe V, Silvestri S, Marani M (2011) Remote sensing retrieval of suspended sediment concentration in shallow waters. Remote Sens Environ 115(1):44–54CrossRef Volpe V, Silvestri S, Marani M (2011) Remote sensing retrieval of suspended sediment concentration in shallow waters. Remote Sens Environ 115(1):44–54CrossRef
Zurück zum Zitat Wang F, Luoheng H, Hsiang-Te K, Roy BVA (2006) Applications of Landsat-5 TM imagery in assessing and mapping water quality in Reelfoot Lake, Tennessee. Int J Remote Sens 27(23):5269–5283CrossRef Wang F, Luoheng H, Hsiang-Te K, Roy BVA (2006) Applications of Landsat-5 TM imagery in assessing and mapping water quality in Reelfoot Lake, Tennessee. Int J Remote Sens 27(23):5269–5283CrossRef
Zurück zum Zitat Wang J, Lu X, Zhou Y (2007) Retrieval of suspended sediment concentrations in the turbid water of the upper Yangtze River using Landsat ETM+. Chin Sci Bull 52(suppl II):273–280CrossRef Wang J, Lu X, Zhou Y (2007) Retrieval of suspended sediment concentrations in the turbid water of the upper Yangtze River using Landsat ETM+. Chin Sci Bull 52(suppl II):273–280CrossRef
Zurück zum Zitat Wen-yao L, Klemas V (1988) Quantitative analysis of distribution of suspended sediments in the Yellow river estuary from MSS data. Geocarto Int 3(1):51–62CrossRef Wen-yao L, Klemas V (1988) Quantitative analysis of distribution of suspended sediments in the Yellow river estuary from MSS data. Geocarto Int 3(1):51–62CrossRef
Zurück zum Zitat Witzig AS, Whitehurst CA (1981) Current use and technology of Landsat MSS data for lake trophic classification. Water Resour Bull 17(6):962–970CrossRef Witzig AS, Whitehurst CA (1981) Current use and technology of Landsat MSS data for lake trophic classification. Water Resour Bull 17(6):962–970CrossRef
Zurück zum Zitat Wu C, Wu J, Qi J, Zhang L, Huang H, Lou L, Chen Y (2010) Empirical estimation of total phosphorus concentration in the mainstream of the Qiantang River in China using Landsat TM data. Int J Remote Sens 31(9):2309–2324CrossRef Wu C, Wu J, Qi J, Zhang L, Huang H, Lou L, Chen Y (2010) Empirical estimation of total phosphorus concentration in the mainstream of the Qiantang River in China using Landsat TM data. Int J Remote Sens 31(9):2309–2324CrossRef
Zurück zum Zitat Zhang Y, Pulliainen J, Koponen S, Hallikainen M (2002) Application of an empirical neural network to surface water quality estimation in the Gulf of Finland using combined optical data and microwave data. Remote Sens Environ 81(2–3):327–336CrossRef Zhang Y, Pulliainen J, Koponen S, Hallikainen M (2002) Application of an empirical neural network to surface water quality estimation in the Gulf of Finland using combined optical data and microwave data. Remote Sens Environ 81(2–3):327–336CrossRef
Zurück zum Zitat Zhang Y, Pulliainen J, Koponen S, Halikainen M (2003a) Empirical algorithms for Secchi disk depth using optical and microwave remote sensing data from the Gulf of Finland and the archipelago sea. Boreal Environ Res 8(3):251–261 Zhang Y, Pulliainen J, Koponen S, Halikainen M (2003a) Empirical algorithms for Secchi disk depth using optical and microwave remote sensing data from the Gulf of Finland and the archipelago sea. Boreal Environ Res 8(3):251–261
Zurück zum Zitat Zhang Y, Pulliainen J, Koponen S, Hallikainen M (2003b) Water quality retrievals from combined Landsat TM data and ERS-2 SAR data in the Gulf of Finland. IEEE Trans Geosci Remote Sens 41(3):622–629CrossRef Zhang Y, Pulliainen J, Koponen S, Hallikainen M (2003b) Water quality retrievals from combined Landsat TM data and ERS-2 SAR data in the Gulf of Finland. IEEE Trans Geosci Remote Sens 41(3):622–629CrossRef
Zurück zum Zitat Zhou W, Wang S, Zhou Y, Troy A (2006) Mapping the concentration of total suspended matter in Lake Taihu, China using Landsat-5 TM data. Int J Remote Sens 27(6):1177–1191CrossRef Zhou W, Wang S, Zhou Y, Troy A (2006) Mapping the concentration of total suspended matter in Lake Taihu, China using Landsat-5 TM data. Int J Remote Sens 27(6):1177–1191CrossRef
Metadaten
Titel
Assessing Surface Water Quality Using Landsat TM and In Situ Data: An Exploratory Analysis
verfasst von
Razia A. Chowdhury
Towhida Rashid
Sirajul Hoque
Copyright-Jahr
2014
Verlag
Springer Netherlands
DOI
https://doi.org/10.1007/978-94-007-6735-5_16