Skip to main content

2018 | OriginalPaper | Buchkapitel

13. Applications of Remote Sensing and GIS in Water Quality Monitoring and Remediation: A State-of-the-Art Review

verfasst von : Meenu Ramadas, Alok Kumar Samantaray

Erschienen in: Water Remediation

Verlag: Springer Singapore

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

search-config
loading …

Abstract

Recent advancements in the field of remote sensing and geographic information systems (GIS) have made it possible to conduct large-scale water remediation studies. Using improved spectral and spatial resolution sensors and geospatial modeling techniques, water quality parameters such as chlorophyll-a, algae bloom, turbidity, suspended sediments, and mineral content in water bodies including groundwater are being monitored at low cost and with greater accuracy. Integration of these technologies with field monitoring have successfully aided in identification of contamination zones and sources of contamination, and for developing strategies for remediation. High-resolution mapping of contamination zones will further help in allocating remediation efforts to the critically affected areas. This chapter investigates the status of ongoing research in the domain of remote sensing and GIS for water quality monitoring and management, and remediation of water resources.

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!

Literatur
Zurück zum Zitat Abdelmalik KW (2016) Role of statistical remote sensing for Inland water quality parameters prediction. The Egyptian Journal of Remote Sensing and Space Science Abdelmalik KW (2016) Role of statistical remote sensing for Inland water quality parameters prediction. The Egyptian Journal of Remote Sensing and Space Science
Zurück zum Zitat Ahn HI, Chon HT (1999) Assessment of groundwater contamination using geographic information systems. Environmental Geochemistry and Health, 21(3):273–289 Ahn HI, Chon HT (1999) Assessment of groundwater contamination using geographic information systems. Environmental Geochemistry and Health, 21(3):273–289
Zurück zum Zitat Akbar TA, Hassan QK, Achari G (2014) Development of remote sensing based models for surface water quality. CLEAN–Soil, Air, Water, 42(8):1044–1051 Akbar TA, Hassan QK, Achari G (2014) Development of remote sensing based models for surface water quality. CLEAN–Soil, Air, Water, 42(8):1044–1051
Zurück zum Zitat Al-Adamat RA, Foster ID, Baban SM (2003) Groundwater vulnerability and risk mapping for the Basaltic aquifer of the Azraq basin of Jordan using GIS, remote sensing and DRASTIC. Appl Geogr 23(4):303–324 Al-Adamat RA, Foster ID, Baban SM (2003) Groundwater vulnerability and risk mapping for the Basaltic aquifer of the Azraq basin of Jordan using GIS, remote sensing and DRASTIC. Appl Geogr 23(4):303–324
Zurück zum Zitat Alexander RB, Smith RA, Schwarz GE, Boyer EW, Nolan JV, Brakebill JW (2007) Differences in phosphorus and nitrogen delivery to the Gulf of Mexico from the Mississippi River Basin. Environ Sci Technol 42(3):822–830 Alexander RB, Smith RA, Schwarz GE, Boyer EW, Nolan JV, Brakebill JW (2007) Differences in phosphorus and nitrogen delivery to the Gulf of Mexico from the Mississippi River Basin. Environ Sci Technol 42(3):822–830
Zurück zum Zitat Alparslan E, Aydöner C, Tufekci V, Tüfekci H (2007) Water quality assessment at Ömerli Dam using remote sensing techniques. Environ Monit Assess 135:391 Alparslan E, Aydöner C, Tufekci V, Tüfekci H (2007) Water quality assessment at Ömerli Dam using remote sensing techniques. Environ Monit Assess 135:391
Zurück zum Zitat Arnold JG, Williams JR, Srinivasan R, King KW (1996) The soil and water assessment tool (SWAT) user’s manual. Temple, TX Arnold JG, Williams JR, Srinivasan R, King KW (1996) The soil and water assessment tool (SWAT) user’s manual. Temple, TX
Zurück zum Zitat Asadi SS, Rajani G, Reddy MA (2007) Analysis and interpretation of groundwater contamination using remote sensing and GIS: a case study. Curr World Environ 2(2):115–126 Asadi SS, Rajani G, Reddy MA (2007) Analysis and interpretation of groundwater contamination using remote sensing and GIS: a case study. Curr World Environ 2(2):115–126
Zurück zum Zitat Babiker IS, Mohamed MA, Terao H, Kato K, Ohta K (2004) Assessment of groundwater contamination by nitrate leaching from intensive vegetable cultivation using geographical information system. Environ Int 29(8):1009–1017 Babiker IS, Mohamed MA, Terao H, Kato K, Ohta K (2004) Assessment of groundwater contamination by nitrate leaching from intensive vegetable cultivation using geographical information system. Environ Int 29(8):1009–1017
Zurück zum Zitat Babiker IS, Mohamed MA, Hiyama T, Kato K (2005) A GIS-based DRASTIC model for assessing aquifer vulnerability in Kakamigahara Heights, Gifu Prefecture, central Japan. Sci Total Environ 345(1):127–140 Babiker IS, Mohamed MA, Hiyama T, Kato K (2005) A GIS-based DRASTIC model for assessing aquifer vulnerability in Kakamigahara Heights, Gifu Prefecture, central Japan. Sci Total Environ 345(1):127–140
Zurück zum Zitat Basavarajappa HT, Manjunatha MC (2015) Groundwater quality analysis in Precambrian rocks of Chitradurga district, Karnataka, India using Geo-informatics technique. Aquat Procedia 4:1354–1365 Basavarajappa HT, Manjunatha MC (2015) Groundwater quality analysis in Precambrian rocks of Chitradurga district, Karnataka, India using Geo-informatics technique. Aquat Procedia 4:1354–1365
Zurück zum Zitat Brekke C, Solberg AH (2005) Oil spill detection by satellite remote sensing. Remote Sens Environ 95(1):1–13 Brekke C, Solberg AH (2005) Oil spill detection by satellite remote sensing. Remote Sens Environ 95(1):1–13
Zurück zum Zitat Bukata RP (2013) Retrospection and introspection on remote sensing of inland water quality: “Like Déjà Vu all over again”. J Great Lakes Res 39:2–5 Bukata RP (2013) Retrospection and introspection on remote sensing of inland water quality: “Like Déjà Vu all over again”. J Great Lakes Res 39:2–5
Zurück zum Zitat Chen J, Quan W (2012) Using Landsat/TM imagery to estimate nitrogen and phosphorus concentration in Taihu Lake, China. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 5(1):273–280 Chen J, Quan W (2012) Using Landsat/TM imagery to estimate nitrogen and phosphorus concentration in Taihu Lake, China. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 5(1):273–280
Zurück zum Zitat Chen S, Fang L, Zhang L, Huang W (2009) Remote sensing of turbidity in seawater intrusion reaches of Pearl River Estuary–a case study in Modaomen water way, China. Estuar Coast Shelf Sci 82(1):119–127 Chen S, Fang L, Zhang L, Huang W (2009) Remote sensing of turbidity in seawater intrusion reaches of Pearl River Estuary–a case study in Modaomen water way, China. Estuar Coast Shelf Sci 82(1):119–127
Zurück zum Zitat Choubey VK, Subramanian V (1990) Nature of suspended solids and IRS1A-LISSI data: a case study of Tawa reservoir (Narmada Basin). Remote Sens Environ 34(3):207–215CrossRef Choubey VK, Subramanian V (1990) Nature of suspended solids and IRS1A-LISSI data: a case study of Tawa reservoir (Narmada Basin). Remote Sens Environ 34(3):207–215CrossRef
Zurück zum Zitat Chu HJ, Liu CY, Wang CK (2013) Identifying the relationships between water quality and land cover changes in the tseng-wen reservoir watershed of Taiwan. Int J Environ Res Public Health 10(2):478–489CrossRef Chu HJ, Liu CY, Wang CK (2013) Identifying the relationships between water quality and land cover changes in the tseng-wen reservoir watershed of Taiwan. Int J Environ Res Public Health 10(2):478–489CrossRef
Zurück zum Zitat Corwin DL, Wagenet RJ (1996) Applications of GIS to the modeling of nonpoint source pollutants in the vadose zone: A conference overview. Journal of environmental quality 25(3):403–411 Corwin DL, Wagenet RJ (1996) Applications of GIS to the modeling of nonpoint source pollutants in the vadose zone: A conference overview. Journal of environmental quality 25(3):403–411
Zurück zum Zitat Corwin DL, Loague K, Ellsworth TR (1998) GIS-based modeling of non-point source pollutants in the vadose zone. J Soil Water Conserv 53(1):34–38 Corwin DL, Loague K, Ellsworth TR (1998) GIS-based modeling of non-point source pollutants in the vadose zone. J Soil Water Conserv 53(1):34–38
Zurück zum Zitat Curran PJ, Novo EMM (1988) The relationship between suspended sediment concentration and remotely sensed spectral radiance: a review. J Coast Res 351–368 Curran PJ, Novo EMM (1988) The relationship between suspended sediment concentration and remotely sensed spectral radiance: a review. J Coast Res 351–368
Zurück zum Zitat Digenis CJ (2005) The EO-1 mission and the advanced land imager. Lincoln Laboratory Journal 15(2):161 Digenis CJ (2005) The EO-1 mission and the advanced land imager. Lincoln Laboratory Journal 15(2):161
Zurück zum Zitat Devred E, Turpie KR, Moses W, Klemas VV, Moisan T, Babin M, Toro-Farmer G, Forget MH, Jo YH (2013) Future retrievals of water column bio-optical properties using the Hyperspectral Infrared Imager (HyspIRI). Remote Sensing 5(12):6812–6837 Devred E, Turpie KR, Moses W, Klemas VV, Moisan T, Babin M, Toro-Farmer G, Forget MH, Jo YH (2013) Future retrievals of water column bio-optical properties using the Hyperspectral Infrared Imager (HyspIRI). Remote Sensing 5(12):6812–6837
Zurück zum Zitat Dörnhöfer K, Göritz A, Gege P, Pflug B, Oppelt N (2016) Water constituents and water depth retrieval from Sentinel-2A—A first evaluation in an Oligotrophic Lake. Remote Sens 8(11):941 Dörnhöfer K, Göritz A, Gege P, Pflug B, Oppelt N (2016) Water constituents and water depth retrieval from Sentinel-2A—A first evaluation in an Oligotrophic Lake. Remote Sens 8(11):941
Zurück zum Zitat Doerffer R, Fischer J (1994) Concentrations of chlorophyll, suspended matter, and gelbstoff in case II waters derived from satellite coastal zone color scanner data with inverse modeling methods. Journal of Geophysical Research: Oceans 99(C4):7457–7466 Doerffer R, Fischer J (1994) Concentrations of chlorophyll, suspended matter, and gelbstoff in case II waters derived from satellite coastal zone color scanner data with inverse modeling methods. Journal of Geophysical Research: Oceans 99(C4):7457–7466
Zurück zum Zitat El Saadi AM, Yousry MM, Jahin HS (2014) Statistical estimation of rosetta branch water quality using multi-spectral data. Water Sci 28(1):18–30 El Saadi AM, Yousry MM, Jahin HS (2014) Statistical estimation of rosetta branch water quality using multi-spectral data. Water Sci 28(1):18–30
Zurück zum Zitat ESRI (1990) Understanding GIS the arc/info method. Environmental Systems Research Institute, Redlands, CA, USA ESRI (1990) Understanding GIS the arc/info method. Environmental Systems Research Institute, Redlands, CA, USA
Zurück zum Zitat Everitt JH, Yang C, Escobar DE, Webster CF, Lonard RI, Davis MR (1999) Using remote sensing and spatial information technologies to detect and map two aquatic macrophytes. J Aquat Plant Manag 37:71–80 Everitt JH, Yang C, Escobar DE, Webster CF, Lonard RI, Davis MR (1999) Using remote sensing and spatial information technologies to detect and map two aquatic macrophytes. J Aquat Plant Manag 37:71–80
Zurück zum Zitat Fichot CG, Downing BD, Bergamaschi BA, Windham-Myers L, Marvin-DiPasquale M, Thompson DR, Gierach MM (2015) High-resolution remote sensing of water quality in the San Francisco Bay-Delta Estuary. Environ Sci Technol 50(2):573–583CrossRef Fichot CG, Downing BD, Bergamaschi BA, Windham-Myers L, Marvin-DiPasquale M, Thompson DR, Gierach MM (2015) High-resolution remote sensing of water quality in the San Francisco Bay-Delta Estuary. Environ Sci Technol 50(2):573–583CrossRef
Zurück zum Zitat Foerster S, Carrère V, Rast M, Staenz K (2016) Preface: The Environmental Mapping and Analysis Program (EnMAP) Mission: Preparing for Its Scientific Exploitation Foerster S, Carrère V, Rast M, Staenz K (2016) Preface: The Environmental Mapping and Analysis Program (EnMAP) Mission: Preparing for Its Scientific Exploitation
Zurück zum Zitat Fraser RH, Barten PK, Pinney DA (1998) Predicting stream pathogen loading from livestock using a geographical information system-based delivery model. J Environ Qual 27(4):935–945CrossRef Fraser RH, Barten PK, Pinney DA (1998) Predicting stream pathogen loading from livestock using a geographical information system-based delivery model. J Environ Qual 27(4):935–945CrossRef
Zurück zum Zitat Frere MH, Ross JD, Lane LJ (1980). The nutrient submodel. In: Knisel W (ed) CREAMS: a field model for chemicals, runoff and erosion from agricultural management systems, vol 26. USDA Conserv Res Rep, p 340 Frere MH, Ross JD, Lane LJ (1980). The nutrient submodel. In: Knisel W (ed) CREAMS: a field model for chemicals, runoff and erosion from agricultural management systems, vol 26. USDA Conserv Res Rep, p 340
Zurück zum Zitat Gholizadeh MH, Melesse AM, Reddi L (2016) Spaceborne and airborne sensors in water quality assessment. Int J Remote Sens 37(14):3143–3180CrossRef Gholizadeh MH, Melesse AM, Reddi L (2016) Spaceborne and airborne sensors in water quality assessment. Int J Remote Sens 37(14):3143–3180CrossRef
Zurück zum Zitat Giardino C, Candiani G, Zilioli E (2005) Detecting chlorophyll-a in Lake Garda using TOA MERIS radiances. Photogramm Eng Remote Sens 71(9):1045–1051CrossRef Giardino C, Candiani G, Zilioli E (2005) Detecting chlorophyll-a in Lake Garda using TOA MERIS radiances. Photogramm Eng Remote Sens 71(9):1045–1051CrossRef
Zurück zum Zitat Giupponi C, Vladimirova I (2006) Ag-PIE: a GIS-based screening model for assessing agricultural pressures and impacts on water quality on a European scale. Sci Total Environ 359(1):57–75CrossRef Giupponi C, Vladimirova I (2006) Ag-PIE: a GIS-based screening model for assessing agricultural pressures and impacts on water quality on a European scale. Sci Total Environ 359(1):57–75CrossRef
Zurück zum Zitat Griffith JA (2002) Geographic techniques and recent applications of remote sensing to landscape-water quality studies. Water Air Soil Pollut 138(1):181–197CrossRef Griffith JA (2002) Geographic techniques and recent applications of remote sensing to landscape-water quality studies. Water Air Soil Pollut 138(1):181–197CrossRef
Zurück zum Zitat Griffith JA, Martinko EA, Whistler JL, Price KP (2002) Interrelationships among landscapes, NDVI, and stream water quality in the US Central Plains. Ecol Appl 12(6):1702–1718CrossRef Griffith JA, Martinko EA, Whistler JL, Price KP (2002) Interrelationships among landscapes, NDVI, and stream water quality in the US Central Plains. Ecol Appl 12(6):1702–1718CrossRef
Zurück zum Zitat Guanter L, Kaufmann H, Segl K, Foerster S, Rogass C, Chabrillat S, Straif C (2015) The EnMAP spaceborne imaging spectroscopy mission for earth observation. Remote Sens 7(7):8830–8857CrossRef Guanter L, Kaufmann H, Segl K, Foerster S, Rogass C, Chabrillat S, Straif C (2015) The EnMAP spaceborne imaging spectroscopy mission for earth observation. Remote Sens 7(7):8830–8857CrossRef
Zurück zum Zitat Harding LW, Itsweire EC, Esaias WE (1995) Algorithm development for recovering chlorophyll concentrations in the Chesapeake Bay using aircraft remote sensing, 1989–91. Photogramm Eng Remote Sens 61(2):177–185 Harding LW, Itsweire EC, Esaias WE (1995) Algorithm development for recovering chlorophyll concentrations in the Chesapeake Bay using aircraft remote sensing, 1989–91. Photogramm Eng Remote Sens 61(2):177–185
Zurück zum Zitat Hellweger FL, Schlosser P, Lall U, Weissel JK (2004) Use of satellite imagery for water quality studies in New York Harbor. Estuar 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. Estuar Coast Shelf Sci 61(3):437–448CrossRef
Zurück zum Zitat Hestir EL, Khanna S, Andrew ME, Santos MJ, Viers JH, Greenberg JA, Ustin SL (2008) Identification of invasive vegetation using hyperspectral remote sensing in the California Delta ecosystem. Remote Sens Environ 112(11):4034–4047CrossRef Hestir EL, Khanna S, Andrew ME, Santos MJ, Viers JH, Greenberg JA, Ustin SL (2008) Identification of invasive vegetation using hyperspectral remote sensing in the California Delta ecosystem. Remote Sens Environ 112(11):4034–4047CrossRef
Zurück zum Zitat Holme AM, Burnside DG, Mitchell AA (1987) The development of a system for monitoring trend in range condition in the arid shrublands of Western Australia. Rangel J 9(1):14–20CrossRef Holme AM, Burnside DG, Mitchell AA (1987) The development of a system for monitoring trend in range condition in the arid shrublands of Western Australia. Rangel J 9(1):14–20CrossRef
Zurück zum Zitat Huan H, Wang J, Teng Y (2012) Assessment and validation of groundwater vulnerability to nitrate based on a modified DRASTIC model: a case study in Jilin City of northeast China. Sci Total Environ 440:14–23CrossRef Huan H, Wang J, Teng Y (2012) Assessment and validation of groundwater vulnerability to nitrate based on a modified DRASTIC model: a case study in Jilin City of northeast China. Sci Total Environ 440:14–23CrossRef
Zurück zum Zitat Hunter PD, Tyler AN, Carvalho L, Codd GA, Maberly SC (2010) Hyperspectral remote sensing of cyanobacterial pigments as indicators for cell populations and toxins in Eutrophic Lakes. Remote Sens Environ 114(11):2705–2718CrossRef Hunter PD, Tyler AN, Carvalho L, Codd GA, Maberly SC (2010) Hyperspectral remote sensing of cyanobacterial pigments as indicators for cell populations and toxins in Eutrophic Lakes. Remote Sens Environ 114(11):2705–2718CrossRef
Zurück zum Zitat Jensen JR, Hodgson ME, Garcia-Quijano M, Im J, Tullis JA (2009) A remote sensing and GIS-assisted spatial decision support system for hazardous waste site monitoring. Photogramm Eng Remote Sens 75(2):169–177CrossRef Jensen JR, Hodgson ME, Garcia-Quijano M, Im J, Tullis JA (2009) A remote sensing and GIS-assisted spatial decision support system for hazardous waste site monitoring. Photogramm Eng Remote Sens 75(2):169–177CrossRef
Zurück zum Zitat Jerlov NG (1976) Marine optics. Elsevier, Amsterdam, p 194 Jerlov NG (1976) Marine optics. Elsevier, Amsterdam, p 194
Zurück zum Zitat Jha MN, Levy J, Gao Y (2008) Advances in remote sensing for oil spill disaster management: state-of-the-art sensors technology for oil spill surveillance. Sensors 8(1):236–255CrossRef Jha MN, Levy J, Gao Y (2008) Advances in remote sensing for oil spill disaster management: state-of-the-art sensors technology for oil spill surveillance. Sensors 8(1):236–255CrossRef
Zurück zum Zitat Jones KB, Riitters KH, Wickham JD, Tankersley RD Jr, O’Neill RV, Chaloud DJ, Neale AC (1997) An ecological assessment of the United States mid-Atlantic region: a landscape atlas. United States Environmental Protection Agency. Office of Research and Development, Washington DC, 20460. EPA/600/R-97/130 Jones KB, Riitters KH, Wickham JD, Tankersley RD Jr, O’Neill RV, Chaloud DJ, Neale AC (1997) An ecological assessment of the United States mid-Atlantic region: a landscape atlas. United States Environmental Protection Agency. Office of Research and Development, Washington DC, 20460. EPA/600/R-97/130
Zurück zum Zitat Jupp DL, Kirk JT, Harris GP (1994) Detection, identification and mapping of cyanobacteria—using remote sensing to measure the optical quality of turbid inland waters. Mar Freshw Res 45(5):801–828CrossRef Jupp DL, Kirk JT, Harris GP (1994) Detection, identification and mapping of cyanobacteria—using remote sensing to measure the optical quality of turbid inland waters. Mar Freshw Res 45(5):801–828CrossRef
Zurück zum Zitat Kaba E, Philpot W, Steenhuis T (2014) Evaluating suitability of MODIS-Terra images for reproducing historic sediment concentrations in water bodies: Lake Tana, Ethiopia. Int J Appl Earth Obs Geoinf 26:286–297CrossRef Kaba E, Philpot W, Steenhuis T (2014) Evaluating suitability of MODIS-Terra images for reproducing historic sediment concentrations in water bodies: Lake Tana, Ethiopia. Int J Appl Earth Obs Geoinf 26:286–297CrossRef
Zurück zum Zitat Kallio K, Koponen S, Ylöstalo P, Kervinen M, Pyhälahti T, Attila J (2015) Validation of MERIS spectral inversion processors using reflectance, IOP and water quality measurements in boreal lakes. Remote Sens Environ 157:147–157CrossRef Kallio K, Koponen S, Ylöstalo P, Kervinen M, Pyhälahti T, Attila J (2015) Validation of MERIS spectral inversion processors using reflectance, IOP and water quality measurements in boreal lakes. Remote Sens Environ 157:147–157CrossRef
Zurück zum Zitat Kazakis N, Voudouris KS (2015) Groundwater vulnerability and pollution risk assessment of porous aquifers to nitrate: modifying the DRASTIC method using quantitative parameters. J Hydrol 525:13–25CrossRef Kazakis N, Voudouris KS (2015) Groundwater vulnerability and pollution risk assessment of porous aquifers to nitrate: modifying the DRASTIC method using quantitative parameters. J Hydrol 525:13–25CrossRef
Zurück zum Zitat Keith DJ, Schaeffer BA, Lunetta RS, Gould RW Jr, Rocha K, Cobb DJ (2014) Remote sensing of selected water-quality indicators with the hyperspectral imager for the coastal ocean (HICO) sensor. Int J Remote Sens 35(9):2927–2962CrossRef Keith DJ, Schaeffer BA, Lunetta RS, Gould RW Jr, Rocha K, Cobb DJ (2014) Remote sensing of selected water-quality indicators with the hyperspectral imager for the coastal ocean (HICO) sensor. Int J Remote Sens 35(9):2927–2962CrossRef
Zurück zum Zitat Kelly JR, Harwell MA (1990) Indicators of ecosystem recovery. Environ Manag 14(5):527–545CrossRef Kelly JR, Harwell MA (1990) Indicators of ecosystem recovery. Environ Manag 14(5):527–545CrossRef
Zurück zum Zitat Kilham NE, Roberts D, Singer MB (2012) Remote sensing of suspended sediment concentration during turbid flood conditions on the Feather River, California—a modeling approach. Water Resour Res 48:1CrossRef Kilham NE, Roberts D, Singer MB (2012) Remote sensing of suspended sediment concentration during turbid flood conditions on the Feather River, California—a modeling approach. Water Resour Res 48:1CrossRef
Zurück zum Zitat Kirk JTO (1983) Light and photosynthesis in aquatic ecosystems. Cambridge University Press, Cambridge, p 509 Kirk JTO (1983) Light and photosynthesis in aquatic ecosystems. Cambridge University Press, Cambridge, p 509
Zurück zum Zitat Knox RC, Sabatini DA, Canter LW (1993) Subsurface transport and fate processes. Lewis Publishers Knox RC, Sabatini DA, Canter LW (1993) Subsurface transport and fate processes. Lewis Publishers
Zurück zum Zitat Kulkarni A (2011) Water quality retrieval from Landsat TM imagery. Procedia Comput Sci 6:475–480CrossRef Kulkarni A (2011) Water quality retrieval from Landsat TM imagery. Procedia Comput Sci 6:475–480CrossRef
Zurück zum Zitat Kumar DN, Reshmidevi TV (2013) Remote sensing applications in water resources. J Indian Inst Sci 93(2):163–188 Kumar DN, Reshmidevi TV (2013) Remote sensing applications in water resources. J Indian Inst Sci 93(2):163–188
Zurück zum Zitat Kutser T (2012) The possibility of using the Landsat image archive for monitoring long time trends in coloured dissolved organic matter concentration in lake waters. Remote Sens Environ 123:334–338CrossRef Kutser T (2012) The possibility of using the Landsat image archive for monitoring long time trends in coloured dissolved organic matter concentration in lake waters. Remote Sens Environ 123:334–338CrossRef
Zurück zum Zitat Leifer I, Lehr WJ, Simecek-Beatty D, Bradley E, Clark R, Dennison P, Hu Y, Matheson S, Jones CE, Holt B, Reif M (2012) State of the art satellite and airborne marine oil spill remote sensing: application to the BP Deepwater Horizon oil spill. Remote Sens Environ 124:185–209CrossRef Leifer I, Lehr WJ, Simecek-Beatty D, Bradley E, Clark R, Dennison P, Hu Y, Matheson S, Jones CE, Holt B, Reif M (2012) State of the art satellite and airborne marine oil spill remote sensing: application to the BP Deepwater Horizon oil spill. Remote Sens Environ 124:185–209CrossRef
Zurück zum Zitat Lillesand TM, Kiefer RW (1994) Remote sensing and image interpretation, 3rd edn. John Wiley and Sons, New York Lillesand TM, Kiefer RW (1994) Remote sensing and image interpretation, 3rd edn. John Wiley and Sons, New York
Zurück zum Zitat Lim J, Choi M (2015) Assessment of water quality based on Landsat 8 operational land imager associated with human activities in Korea. Environ Monit Assess 187(6):384CrossRef Lim J, Choi M (2015) Assessment of water quality based on Landsat 8 operational land imager associated with human activities in Korea. Environ Monit Assess 187(6):384CrossRef
Zurück zum Zitat Liu Z, Li Y, Li Z (2009) Surface water quality and land use in Wisconsin, USA—a GIS approach. J Integr Environ Sci 6(1):69–89CrossRef Liu Z, Li Y, Li Z (2009) Surface water quality and land use in Wisconsin, USA—a GIS approach. J Integr Environ Sci 6(1):69–89CrossRef
Zurück zum Zitat Maidment DR (1996) GIS and hydrologic models of non-point source pollution in subsurface water. In: Applications of GIS to the Modeling of Non-Point Source Pollutants in the Vadose Zone, pp 163–174 Maidment DR (1996) GIS and hydrologic models of non-point source pollution in subsurface water. In: Applications of GIS to the Modeling of Non-Point Source Pollutants in the Vadose Zone, pp 163–174
Zurück zum Zitat Markogianni V, Dimitriou E, Karaouzas I (2014) Water quality monitoring and assessment of an urban Mediterranean lake facilitated by remote sensing applications. Environ Monit Assess 186(8):5009–5026CrossRef Markogianni V, Dimitriou E, Karaouzas I (2014) Water quality monitoring and assessment of an urban Mediterranean lake facilitated by remote sensing applications. Environ Monit Assess 186(8):5009–5026CrossRef
Zurück zum Zitat Martins VS, Barbosa CCF, de Carvalho LAS, Jorge DSF, Lobo FDL, Novo EMLDM (2017) Assessment of Atmospheric Correction Methods for Sentinel-2 MSI Images Applied to Amazon Floodplain Lakes. Remote Sensing 9(4):322 Martins VS, Barbosa CCF, de Carvalho LAS, Jorge DSF, Lobo FDL, Novo EMLDM (2017) Assessment of Atmospheric Correction Methods for Sentinel-2 MSI Images Applied to Amazon Floodplain Lakes. Remote Sensing 9(4):322
Zurück zum Zitat Matthews MW, Bernard S, Winter K (2010) Remote sensing of cyanobacteria-dominant algal blooms and water quality parameters in Zeekoevlei, a small hypertrophic lake, using MERIS. Remote Sens Environ 114(9):2070–2087CrossRef Matthews MW, Bernard S, Winter K (2010) Remote sensing of cyanobacteria-dominant algal blooms and water quality parameters in Zeekoevlei, a small hypertrophic lake, using MERIS. Remote Sens Environ 114(9):2070–2087CrossRef
Zurück zum Zitat Mueller TG, Pusuluri NB, Mathias KK, Cornelius PL, Barnhisel RI, Shearer SA (2004) Map quality for ordinary kriging and inverse distance weighted interpolation. Soil Sci Soc Am J 68(6):2042–2047CrossRef Mueller TG, Pusuluri NB, Mathias KK, Cornelius PL, Barnhisel RI, Shearer SA (2004) Map quality for ordinary kriging and inverse distance weighted interpolation. Soil Sci Soc Am J 68(6):2042–2047CrossRef
Zurück zum Zitat Munn RE (1988) The design of integrated monitoring systems to provide early indications of environmental/ecological changes. Environ Monit Assess 11(3):203–217CrossRef Munn RE (1988) The design of integrated monitoring systems to provide early indications of environmental/ecological changes. Environ Monit Assess 11(3):203–217CrossRef
Zurück zum Zitat Nas B, Berktay A (2010) Groundwater quality mapping in urban groundwater using GIS. Environ Monit Assess 160(1):215–227CrossRef Nas B, Berktay A (2010) Groundwater quality mapping in urban groundwater using GIS. Environ Monit Assess 160(1):215–227CrossRef
Zurück zum Zitat Navulur KCS, Engel BA (1998) Groundwater vulnerability assessment to non-point source nitrate pollution on a regional scale using GIS. Trans ASAE 41(6):1671–1678CrossRef Navulur KCS, Engel BA (1998) Groundwater vulnerability assessment to non-point source nitrate pollution on a regional scale using GIS. Trans ASAE 41(6):1671–1678CrossRef
Zurück zum Zitat Nelson SA, Soranno PA, Cheruvelil KS, Batzli SA, Skole DL (2003) Regional assessment of lake water clarity using satellite remote sensing. Journal of Limnology 62(1s):27–32 Nelson SA, Soranno PA, Cheruvelil KS, Batzli SA, Skole DL (2003) Regional assessment of lake water clarity using satellite remote sensing. Journal of Limnology 62(1s):27–32
Zurück zum Zitat NOC (2009) National Oceanography Centre. Areas of research in the HERMIONE project, funded under the European Commission’s Framework Seven Programme, Southampton, UK NOC (2009) National Oceanography Centre. Areas of research in the HERMIONE project, funded under the European Commission’s Framework Seven Programme, Southampton, UK
Zurück zum Zitat Odermatt D, Gitelson A, Brando VE, Schaepman M (2012) Review of constituent retrieval in optically deep and complex waters from satellite imagery. Remote Sens Environ 118:116–126CrossRef Odermatt D, Gitelson A, Brando VE, Schaepman M (2012) Review of constituent retrieval in optically deep and complex waters from satellite imagery. Remote Sens Environ 118:116–126CrossRef
Zurück zum Zitat Oikonomidis D, Dimogianni S, Kazakis N, Voudouris K (2015) A GIS/remote sensing-based methodology for groundwater potentiality assessment in Tirnavos area, Greece. J Hydrol 525:197–208CrossRef Oikonomidis D, Dimogianni S, Kazakis N, Voudouris K (2015) A GIS/remote sensing-based methodology for groundwater potentiality assessment in Tirnavos area, Greece. J Hydrol 525:197–208CrossRef
Zurück zum Zitat Ouyang D, Bartholic J, Selegean J (2005) Assessing sediment loading from agricultural croplands in the Great Lakes Basin. J Am Sci 1(2):14–21 Ouyang D, Bartholic J, Selegean J (2005) Assessing sediment loading from agricultural croplands in the Great Lakes Basin. J Am Sci 1(2):14–21
Zurück zum Zitat Palmer SC, Kutser T, Hunter PD (2015) Remote sensing of inland waters: challenges, progress and future directions. Remote Sens Environ 157:1–8CrossRef Palmer SC, Kutser T, Hunter PD (2015) Remote sensing of inland waters: challenges, progress and future directions. Remote Sens Environ 157:1–8CrossRef
Zurück zum Zitat Ritchie JC, Cooper CM (2001) Remote sensing techniques for determining water quality: applications to TMDLs. In: TMDL Science Issues Conference, Water Environment Federation, Alexandria, VA, Mar 2001, pp 367–374 Ritchie JC, Cooper CM (2001) Remote sensing techniques for determining water quality: applications to TMDLs. In: TMDL Science Issues Conference, Water Environment Federation, Alexandria, VA, Mar 2001, pp 367–374
Zurück zum Zitat Ritchie JC, Zimba PV, Everitt JH (2003) Remote sensing techniques to assess water quality. Photogramm Eng Remote Sens 69(6):695–704CrossRef Ritchie JC, Zimba PV, Everitt JH (2003) Remote sensing techniques to assess water quality. Photogramm Eng Remote Sens 69(6):695–704CrossRef
Zurück zum Zitat Ritchie JC, McHenry JR, Schiebe FR, Wilson RB (1974) The relationship of reflected solar radiation and the concentration of sediment in the surface water of reservoirs, Remote Sensing of Earth Resources Vol. III (F. Shahrokhi, editor), The University of Tennessee Space Institute, Tullahoma, Tennessee, pp 57–72 Ritchie JC, McHenry JR, Schiebe FR, Wilson RB (1974) The relationship of reflected solar radiation and the concentration of sediment in the surface water of reservoirs, Remote Sensing of Earth Resources Vol. III (F. Shahrokhi, editor), The University of Tennessee Space Institute, Tullahoma, Tennessee, pp 57–72
Zurück zum Zitat Robertson DM, Schwarz GE, Saad DA, Alexander RB (2009) Incorporating uncertainty into the ranking of SPARROW model nutrient yields from Mississippi/Atchafalaya River basin watersheds1. JAWRA J Am Water Resour Assoc 45(2):534–549CrossRef Robertson DM, Schwarz GE, Saad DA, Alexander RB (2009) Incorporating uncertainty into the ranking of SPARROW model nutrient yields from Mississippi/Atchafalaya River basin watersheds1. JAWRA J Am Water Resour Assoc 45(2):534–549CrossRef
Zurück zum Zitat Secunda S, Collin ML, Melloul AJ (1998) Groundwater vulnerability assessment using a composite model combining DRASTIC with extensive agricultural land use in Israel’s Sharon Region. J Environ Manage 54(1):39–57CrossRef Secunda S, Collin ML, Melloul AJ (1998) Groundwater vulnerability assessment using a composite model combining DRASTIC with extensive agricultural land use in Israel’s Sharon Region. J Environ Manage 54(1):39–57CrossRef
Zurück zum Zitat Shaffer MJ, Hall MD, Wylie BK, Wagner DG (1996) NLEAP/GIS approach for identifying and mitigating regional nitrate-nitrogen leaching. In: Applications of GIS to the Modeling of Non-Point Source Pollutants in the Vadose Zone, pp 283–294 Shaffer MJ, Hall MD, Wylie BK, Wagner DG (1996) NLEAP/GIS approach for identifying and mitigating regional nitrate-nitrogen leaching. In: Applications of GIS to the Modeling of Non-Point Source Pollutants in the Vadose Zone, pp 283–294
Zurück zum Zitat Shen L, Xu H, Guo X (2012) Satellite remote sensing of harmful algal blooms (HABs) and a potential synthesized framework. Sensors 12(6):7778–7803CrossRef Shen L, Xu H, Guo X (2012) Satellite remote sensing of harmful algal blooms (HABs) and a potential synthesized framework. Sensors 12(6):7778–7803CrossRef
Zurück zum Zitat Simis SG, Peters SW, Gons HJ (2005) Remote sensing of the cyanobacterial pigment phycocyanin in turbid inland water. Limnol Oceanogr 50(1):237–245CrossRef Simis SG, Peters SW, Gons HJ (2005) Remote sensing of the cyanobacterial pigment phycocyanin in turbid inland water. Limnol Oceanogr 50(1):237–245CrossRef
Zurück zum Zitat Singh CK, Shashtri S, Mukherjee S, Kumari R, Avatar R, Singh A, Singh RP (2011) Application of GWQI to assess effect of land use change on groundwater quality in lower Shiwaliks of Punjab: remote sensing and GIS based approach. Water Resour Manag 25(7):1881–1898CrossRef Singh CK, Shashtri S, Mukherjee S, Kumari R, Avatar R, Singh A, Singh RP (2011) Application of GWQI to assess effect of land use change on groundwater quality in lower Shiwaliks of Punjab: remote sensing and GIS based approach. Water Resour Manag 25(7):1881–1898CrossRef
Zurück zum Zitat Singh A, Jakubowski AR, Chidister I, Townsend PA (2013) A MODIS approach to predicting stream water quality in Wisconsin. Remote Sens Environ 128:74–86CrossRef Singh A, Jakubowski AR, Chidister I, Townsend PA (2013) A MODIS approach to predicting stream water quality in Wisconsin. Remote Sens Environ 128:74–86CrossRef
Zurück zum Zitat Sinkevich MG Jr, Walter MT, Lembo AJ, Richards BK, Peranginangin N, Aburime SA, Steenhuis TS (2005) A GIS-based ground water contamination risk assessment tool for Pesticides. Groundw Monit Remediat 25(4):82–91CrossRef Sinkevich MG Jr, Walter MT, Lembo AJ, Richards BK, Peranginangin N, Aburime SA, Steenhuis TS (2005) A GIS-based ground water contamination risk assessment tool for Pesticides. Groundw Monit Remediat 25(4):82–91CrossRef
Zurück zum Zitat Sridhar BM, Vincent RK, Witter JD, Spongberg AL (2009) Mapping the total phosphorus concentration of biosolid amended surface soils using LANDSAT TM data. Science of the total environment 407(8):2894–2899 Sridhar BM, Vincent RK, Witter JD, Spongberg AL (2009) Mapping the total phosphorus concentration of biosolid amended surface soils using LANDSAT TM data. Science of the total environment 407(8):2894–2899
Zurück zum Zitat Srinivasa Rao Y, Jugran DK (2003) Delineation of groundwater potential zones and zones of groundwater quality suitable for domestic purposes using remote sensing and GIS. Hydrol Sci J 48(5):821–833CrossRef Srinivasa Rao Y, Jugran DK (2003) Delineation of groundwater potential zones and zones of groundwater quality suitable for domestic purposes using remote sensing and GIS. Hydrol Sci J 48(5):821–833CrossRef
Zurück zum Zitat Srivastava PK, Singh SK, Gupta M, Thakur JK, Mukherjee S (2013) Modeling impact of land use change trajectories on groundwater quality using remote sensing and GIS. Environ Eng Manag J (EEMJ) 12:12 Srivastava PK, Singh SK, Gupta M, Thakur JK, Mukherjee S (2013) Modeling impact of land use change trajectories on groundwater quality using remote sensing and GIS. Environ Eng Manag J (EEMJ) 12:12
Zurück zum Zitat Tassan S (1993) An improved in-water algorithm for the determination of chlorophyll and suspended sediment concentration from Thematic Mapper data in coastal waters. Int J Remote Sens 14(6):1221–1229CrossRef Tassan S (1993) An improved in-water algorithm for the determination of chlorophyll and suspended sediment concentration from Thematic Mapper data in coastal waters. Int J Remote Sens 14(6):1221–1229CrossRef
Zurück zum Zitat Tebbs EJ, Remedios JJ, Harper DM (2013) Remote sensing of chlorophyll-a as a measure of cyanobacterial biomass in Lake Bogoria, a hypertrophic, saline–alkaline, flamingo lake, using Landsat ETM+. Remote Sens Environ 135:92–106CrossRef Tebbs EJ, Remedios JJ, Harper DM (2013) Remote sensing of chlorophyll-a as a measure of cyanobacterial biomass in Lake Bogoria, a hypertrophic, saline–alkaline, flamingo lake, using Landsat ETM+. Remote Sens Environ 135:92–106CrossRef
Zurück zum Zitat Thirumalaivasan D, Karmegam M, Venugopal K (2003) AHP-DRASTIC: software for specific aquifer vulnerability assessment using DRASTIC model and GIS. Environ Model Softw 18(7):645–656CrossRef Thirumalaivasan D, Karmegam M, Venugopal K (2003) AHP-DRASTIC: software for specific aquifer vulnerability assessment using DRASTIC model and GIS. Environ Model Softw 18(7):645–656CrossRef
Zurück zum Zitat Tiktak A, van der Linden A, Leine I (1996) Application of GIS to the modeling of pesticide leaching on a regional scale in the Netherlands. In: Applications of GIS to the modeling of non-point source pollutants in the vadose zone, pp 259–281 Tiktak A, van der Linden A, Leine I (1996) Application of GIS to the modeling of pesticide leaching on a regional scale in the Netherlands. In: Applications of GIS to the modeling of non-point source pollutants in the vadose zone, pp 259–281
Zurück zum Zitat Toming K, Kutser T, Laas A, Sepp M, Paavel B, Nõges T (2016) First experiences in mapping lake water quality parameters with Sentinel-2 MSI imagery. Remote Sens 8(8):640CrossRef Toming K, Kutser T, Laas A, Sepp M, Paavel B, Nõges T (2016) First experiences in mapping lake water quality parameters with Sentinel-2 MSI imagery. Remote Sens 8(8):640CrossRef
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 Yenilmez F, Kuter N, Emil MK, Aksoy A (2011) Evaluation of pollution levels at an abandoned coal mine site in Turkey with the aid of GIS. Int J Coal Geol 86(1):12–19CrossRef Yenilmez F, Kuter N, Emil MK, Aksoy A (2011) Evaluation of pollution levels at an abandoned coal mine site in Turkey with the aid of GIS. Int J Coal Geol 86(1):12–19CrossRef
Zurück zum Zitat Yüzügüllü O, Aksoy A (2011) Determination of Secchi Disc depths in Lake Eymir using remotely sensed data. Procedia-Soc Behav Sci 19:586–592CrossRef Yüzügüllü O, Aksoy A (2011) Determination of Secchi Disc depths in Lake Eymir using remotely sensed data. Procedia-Soc Behav Sci 19:586–592CrossRef
Zurück zum Zitat Zhang Y, Pulliainen JT, Koponen SS, Hallikainen MT (2003) 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 JT, Koponen SS, Hallikainen MT (2003) 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 Zhang Y, Zhang Y, Shi K, Zha Y, Zhou Y, Liu M (2016) A Landsat 8 OLI-Based, Semianalytical Model for Estimating the Total Suspended Matter Concentration in the Slightly Turbid Xin’anjiang Reservoir (China). IEEE J Sel Top Appl Earth Obs Remote Sens 9(1):398–413CrossRef Zhang Y, Zhang Y, Shi K, Zha Y, Zhou Y, Liu M (2016) A Landsat 8 OLI-Based, Semianalytical Model for Estimating the Total Suspended Matter Concentration in the Slightly Turbid Xin’anjiang Reservoir (China). IEEE J Sel Top Appl Earth Obs Remote Sens 9(1):398–413CrossRef
Metadaten
Titel
Applications of Remote Sensing and GIS in Water Quality Monitoring and Remediation: A State-of-the-Art Review
verfasst von
Meenu Ramadas
Alok Kumar Samantaray
Copyright-Jahr
2018
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-7551-3_13