Skip to main content
Erschienen in: Environmental Earth Sciences 6/2019

01.03.2019 | Thematic Issue

Development of water turbidity index (WTI) and seasonal characteristics of total suspended matter (TSM) spatial distribution in Ichkeul Lake, a shallow brackish wetland, Northern-East Tunisia

verfasst von: Hajer Ouni, Atsushi Kawachi, Mitsuteru Irie, Nabiha Ben M’Barek, Nejla Hariga-Tlatli, Jamila Tarhouni

Erschienen in: Environmental Earth Sciences | Ausgabe 6/2019

Einloggen

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

search-config
loading …

Abstract

The decrease of fresh water supply from connected rivers induces the reverse of gravity flow from Bizert Lagoon which increases the salinity and the total suspended matter (TSM). Therefore, multi-date MODIS images were analyzed by GIS to calculate and identify the spatial distribution of WTI, TSM indicator. Then, the relationship between wind conditions and TSM’s resuspension in Ichkeul Lake was clarified. After that, the cluster analysis and the temporal fluctuation of daily wind speed; rainfall, and the Potamogeton pectinatus phenology were used to interpret the seasonal distribution of the turbid water. Consequently, the linear correlation between WTI and observed data was found (R2 = 0.66; r = 0.809) and proved by ANOVA test, where P = 0.00143 (< α = 0.05). Besides, the prevailing effects of winds on turbidity were detected, where the daily mean value of WTI was positively correlated with daily wind speed with r = 0.63 and r = 0.65, respectively, for P1 and P2. Thus, the turbidity increases with the increase of wind velocity. Subsequently, wind speed threshold was chosen to be 2.8 m/s. Moreover, the frequent wind with velocity varied between 5 and 7 m/s and may exceed the 9 m/s blew from the WNW direction. Added to this, the seasonal distribution of WTI revealed that the most and moderate turbid days were detected frequently in summer season. Following the prevailing wind direction, the TSM was distributed from the center of the SSE part of Ichkeul Lake.

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 ANPE: The Tunisian National Agency for Environmental Protection (2009) Rapport sur le suivi Scientifique au Parc National de L’Ichkeul Année 2007–2008. Report on scientific monitoring at the Ichkeul National Park Year 2007–2008 ANPE: The Tunisian National Agency for Environmental Protection (2009) Rapport sur le suivi Scientifique au Parc National de L’Ichkeul Année 2007–2008. Report on scientific monitoring at the Ichkeul National Park Year 2007–2008
Zurück zum Zitat Aouissi J, Lili Chabaane Z, Ben Abdallah S, Cudennec C (2015) Assessing the hydrological impacts of agricultural changes upstream of the Tunisian World Heritage sea-connected Ichkeul Lake. In: Complex interfaces under change: sea-river-groundwater-lake Proceedings of HP2/AHS-IAPSO-IASPEI assembly, Gothenburg, Sweden. https://doi.org/10.5194/piahs-365-61-2015 CrossRef Aouissi J, Lili Chabaane Z, Ben Abdallah S, Cudennec C (2015) Assessing the hydrological impacts of agricultural changes upstream of the Tunisian World Heritage sea-connected Ichkeul Lake. In: Complex interfaces under change: sea-river-groundwater-lake Proceedings of HP2/AHS-IAPSO-IASPEI assembly, Gothenburg, Sweden. https://​doi.​org/​10.​5194/​piahs-365-61-2015 CrossRef
Zurück zum Zitat Barhoumi B (2014) Biosurveillance de la pollution de la lagune de Bizerte (Tunisie) par l’analyse comparée des niveaux de contamination et de l’écotoxicité des sédiments et du biote [Biomonitoring pollution of the Bizerte lagoon (Tunisia) by comparative analysis of contamination levels and ecotoxicity of sediments and biota], Ecologie, Environnement. Université de Bordeaux (French) Barhoumi B (2014) Biosurveillance de la pollution de la lagune de Bizerte (Tunisie) par l’analyse comparée des niveaux de contamination et de l’écotoxicité des sédiments et du biote [Biomonitoring pollution of the Bizerte lagoon (Tunisia) by comparative analysis of contamination levels and ecotoxicity of sediments and biota], Ecologie, Environnement. Université de Bordeaux (French)
Zurück zum Zitat Ben M’Barek N (2001) Etude de l’écosystème du lac Ichkeul et de son bassin versant: Caractéristiques physiques et géophysiques des eaux et des sédiments [Study of Ichkeul Lake Ecosystem and its Watershed: Physical and Geophysical Characteristics of Waters and Sediments]. Thèse de Doctorat en Géologie, p 235 (French) Ben M’Barek N (2001) Etude de l’écosystème du lac Ichkeul et de son bassin versant: Caractéristiques physiques et géophysiques des eaux et des sédiments [Study of Ichkeul Lake Ecosystem and its Watershed: Physical and Geophysical Characteristics of Waters and Sediments]. Thèse de Doctorat en Géologie, p 235 (French)
Zurück zum Zitat Ben M’Barek N, Slim-Shimi N (2002) Evolution des parmètres physico-chimiques des eaux du lac Ichkeul après la réalisation des aménagements hydrauliques (Tunisie) [Physico-chemical properties evolution of Lake Ichkeul water after hydraulic adjustment]. In: Proceedings of international symposium and workshop on environmental pollution control and waste management, 7–10 January 2002, Tunis, pp 20–27 (in French) Ben M’Barek N, Slim-Shimi N (2002) Evolution des parmètres physico-chimiques des eaux du lac Ichkeul après la réalisation des aménagements hydrauliques (Tunisie) [Physico-chemical properties evolution of Lake Ichkeul water after hydraulic adjustment]. In: Proceedings of international symposium and workshop on environmental pollution control and waste management, 7–10 January 2002, Tunis, pp 20–27 (in French)
Zurück zum Zitat Chung EG, Bombardelli FA, Schladow SG (2009a) Modeling linkages between sediment resuspension and water quality in a shallow, eutrophic, wind-exposed lake. Ecol Model 220:1251–1265CrossRef Chung EG, Bombardelli FA, Schladow SG (2009a) Modeling linkages between sediment resuspension and water quality in a shallow, eutrophic, wind-exposed lake. Ecol Model 220:1251–1265CrossRef
Zurück zum Zitat Condie SA, Webster IT (2002) Stratification and circulation in a shallow turbid waterbody. Environ Fluid Mech 2:177–196CrossRef Condie SA, Webster IT (2002) Stratification and circulation in a shallow turbid waterbody. Environ Fluid Mech 2:177–196CrossRef
Zurück zum Zitat Cózar A, Gálvez JA, Hull V, García CM, Loiselle SA (2005) Sediment resuspension by wind in a shallow lake of Esteros del Iberá (Argentina): a model based on turbidimetry. Ecol Model 186:63–76CrossRef Cózar A, Gálvez JA, Hull V, García CM, Loiselle SA (2005) Sediment resuspension by wind in a shallow lake of Esteros del Iberá (Argentina): a model based on turbidimetry. Ecol Model 186:63–76CrossRef
Zurück zum Zitat De Vente J, Poesen J, Verstraeten G (2005) The application of semi quantitative methods and reservoir sedimentation rates for the prediction of basin sediment yield in Spain. J Hydrol 305:63–86CrossRef De Vente J, Poesen J, Verstraeten G (2005) The application of semi quantitative methods and reservoir sedimentation rates for the prediction of basin sediment yield in Spain. J Hydrol 305:63–86CrossRef
Zurück zum Zitat Diouf A, Lambin EF (2001) Monitoring land-cover changes in semi-arid regions: remote sensing data and field observations in the Ferlo, Senegal. Arid Environ 42:99–110 Diouf A, Lambin EF (2001) Monitoring land-cover changes in semi-arid regions: remote sensing data and field observations in the Ferlo, Senegal. Arid Environ 42:99–110
Zurück zum Zitat Dogliotti AI, Ruddick KG, Nechad B, Doxaran D, Knaeps E (2015) A single algorithm to retrieve turbidity from remotely-sensed data in all coastal and estuarine waters. Remote Sens Environ 156:157–168CrossRef Dogliotti AI, Ruddick KG, Nechad B, Doxaran D, Knaeps E (2015) A single algorithm to retrieve turbidity from remotely-sensed data in all coastal and estuarine waters. Remote Sens Environ 156:157–168CrossRef
Zurück zum Zitat Ferrati R, Canziani GA, Moreno DR (2005) Esteros del Ibera: hydrometeorological and hydrological characterization. Ecol Model 186:3–15CrossRef Ferrati R, Canziani GA, Moreno DR (2005) Esteros del Ibera: hydrometeorological and hydrological characterization. Ecol Model 186:3–15CrossRef
Zurück zum Zitat Gan W, Sen H, Zhang L, Gong W (2014) Normalization of NDVI from different sensor system using MODIS products as reference. In: Conference and Earth and environmental series sciences, p 7 Gan W, Sen H, Zhang L, Gong W (2014) Normalization of NDVI from different sensor system using MODIS products as reference. In: Conference and Earth and environmental series sciences, p 7
Zurück zum Zitat Holyer RJ (1978) Toward universal multispectral suspended sediment algorithms. Remote Sens Environ 7: 323–338CrossRef Holyer RJ (1978) Toward universal multispectral suspended sediment algorithms. Remote Sens Environ 7: 323–338CrossRef
Zurück zum Zitat Hyun JC (2007) Effects of prevailing winds on turbidity of a shallow estuary. Int J Environ Res Public Health 4(2):185–192CrossRef Hyun JC (2007) Effects of prevailing winds on turbidity of a shallow estuary. Int J Environ Res Public Health 4(2):185–192CrossRef
Zurück zum Zitat Jackson RD (1983) Spectral indices in n-space. Remote Sens Environ 13:409–421CrossRef Jackson RD (1983) Spectral indices in n-space. Remote Sens Environ 13:409–421CrossRef
Zurück zum Zitat Katlane R, Dupouy C, Zargouni F (2012) Chlorophyll and turbidity concentrations as an index of water quality of the Gulf of Gabes from modis in 2009. AUF Télédétection 11:263–271 Katlane R, Dupouy C, Zargouni F (2012) Chlorophyll and turbidity concentrations as an index of water quality of the Gulf of Gabes from modis in 2009. AUF Télédétection 11:263–271
Zurück zum Zitat Kauth RJ, Thomas GS (1976) The tesseled cap-A graphic description of the spectral-temporal development of agriculture crops a seen by Landsat. In: LARS symposia, Perdue University, West Lafayatte, Indiana, pp 41–51. http://docs.lib.purdue.edu/lars_symp/159/ (Reprinted from the Symposium on machine processing of remotely sensed data, 29 June–1 July 1976) Kauth RJ, Thomas GS (1976) The tesseled cap-A graphic description of the spectral-temporal development of agriculture crops a seen by Landsat. In: LARS symposia, Perdue University, West Lafayatte, Indiana, pp 41–51. http://​docs.​lib.​purdue.​edu/​lars_​symp/​159/​ (Reprinted from the Symposium on machine processing of remotely sensed data, 29 June–1 July 1976)
Zurück zum Zitat Kustas WP, Norman JM (1996) Use of remote sensing for evapotranspiration monitoring over lands surfaces. Hydrol Sci 41(4):495–516CrossRef Kustas WP, Norman JM (1996) Use of remote sensing for evapotranspiration monitoring over lands surfaces. Hydrol Sci 41(4):495–516CrossRef
Zurück zum Zitat Miller RL, Mckee BA (2004) Using MODIS Terra 250 m imagery to map concentrations of total suspended matter in coastal waters, USA. Elsevier Remote Sens Environ 93:259–266CrossRef Miller RL, Mckee BA (2004) Using MODIS Terra 250 m imagery to map concentrations of total suspended matter in coastal waters, USA. Elsevier Remote Sens Environ 93:259–266CrossRef
Zurück zum Zitat Niemistö J (2008) Sediment resuspension as a water quality regulator in Lakes. Academic dissertation. University of Helsinki Finland, p 47 Niemistö J (2008) Sediment resuspension as a water quality regulator in Lakes. Academic dissertation. University of Helsinki Finland, p 47
Zurück zum Zitat Nouri H, Beecham S, Kazemi F, Hassanli AM (2013) A review of ET measurements techniques for estimating the water requirements of urban landscape vegetation. Urban Water J 10(4):247–459CrossRef Nouri H, Beecham S, Kazemi F, Hassanli AM (2013) A review of ET measurements techniques for estimating the water requirements of urban landscape vegetation. Urban Water J 10(4):247–459CrossRef
Zurück zum Zitat Potes M, Costa MJ, Salgado R (2012) Satellite remote sensing of water turbidity in Alqueva reservoir and implications on lake modelling. Hydrol Earth Syst Sci 16:1623–1633CrossRef Potes M, Costa MJ, Salgado R (2012) Satellite remote sensing of water turbidity in Alqueva reservoir and implications on lake modelling. Hydrol Earth Syst Sci 16:1623–1633CrossRef
Zurück zum Zitat Ratnadeep R, Sakti M, Arijit D (2012) Characterization and mapping of inland wetland: a case study on selected bils on Nadia district. Int J Sci Res Publ 2:10 Ratnadeep R, Sakti M, Arijit D (2012) Characterization and mapping of inland wetland: a case study on selected bils on Nadia district. Int J Sci Res Publ 2:10
Zurück zum Zitat Ritchie JC, Schiebe FR, McHenry JR (1976) Remote sensing of suspended sediments in surface waters: quantitative estimates of suspended sediments in the surface water of six northern Mississippi reservoirs were made using reflected solar radiation. Photogram Eng Remote Sens 42:1539–1545 Ritchie JC, Schiebe FR, McHenry JR (1976) Remote sensing of suspended sediments in surface waters: quantitative estimates of suspended sediments in the surface water of six northern Mississippi reservoirs were made using reflected solar radiation. Photogram Eng Remote Sens 42:1539–1545
Zurück zum Zitat Trabelsi Y, Reguigui N, Mabit L, Abril JM (2012) Recent sedimentation rates in Garaet El Ichkeul Lake, NW Tunisia, as affected by the construction of dams and a regulatory sluice. J Soils Sediments 12:784–769CrossRef Trabelsi Y, Reguigui N, Mabit L, Abril JM (2012) Recent sedimentation rates in Garaet El Ichkeul Lake, NW Tunisia, as affected by the construction of dams and a regulatory sluice. J Soils Sediments 12:784–769CrossRef
Zurück zum Zitat Yamagata Y, Wiegand C, Akiyama T, Shibayama M (1988) Water turbidity and perpendicular vegetation indices for paddy rice flood damage analyses. Remote Sens Environ 26:241–251CrossRef Yamagata Y, Wiegand C, Akiyama T, Shibayama M (1988) Water turbidity and perpendicular vegetation indices for paddy rice flood damage analyses. Remote Sens Environ 26:241–251CrossRef
Metadaten
Titel
Development of water turbidity index (WTI) and seasonal characteristics of total suspended matter (TSM) spatial distribution in Ichkeul Lake, a shallow brackish wetland, Northern-East Tunisia
verfasst von
Hajer Ouni
Atsushi Kawachi
Mitsuteru Irie
Nabiha Ben M’Barek
Nejla Hariga-Tlatli
Jamila Tarhouni
Publikationsdatum
01.03.2019
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 6/2019
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-019-8126-2

Weitere Artikel der Ausgabe 6/2019

Environmental Earth Sciences 6/2019 Zur Ausgabe