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.
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References
Affouri H, Sahraoui O (2017) The sedimentary organic matter from a Lake Ichkeul core (far northern Tunisia): Rock-Eval and biomarker approach. J Afr Earth Sc. https://doi.org/10.1016/j.jafrearsci.2017.01.017
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
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
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)
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, 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)
Chung EG, Bombardelli FA, Schladow SG (2009a) Modeling linkages between sediment resuspension and water quality in a shallow, eutrophic, wind-exposed lake. Ecol Model 220:1251–1265
Chung EG, Bombardelli FA, Schladow SG (2009b) Sediment resuspension in a shallow lake. Water Resour Res. https://doi.org/10.1029/2007WR006585
Condie SA, Webster IT (2002) Stratification and circulation in a shallow turbid waterbody. Environ Fluid Mech 2:177–196
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 186:63–76
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 305:63–86
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
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 156:157–168
Ferrati R, Canziani GA, Moreno DR (2005) Esteros del Ibera: hydrometeorological and hydrological characterization. Ecol Model 186:3–15
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
Hata T, Irie M, Kawachi A, Tebakari T (2016) Evaluation of sediment solidification ability using in situ microbial functions in Ichkeul Lake, Tunisia. Euro-Mediterr J Environ Integr 1:2. https://doi.org/10.1007/s41207-016-0003-8
Holyer RJ (1978) Toward universal multispectral suspended sediment algorithms. Remote Sens Environ 7: 323–338
Hyun JC (2007) Effects of prevailing winds on turbidity of a shallow estuary. Int J Environ Res Public Health 4(2):185–192
Jackson RD (1983) Spectral indices in n-space. Remote Sens Environ 13:409–421
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
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)
Kustas WP, Norman JM (1996) Use of remote sensing for evapotranspiration monitoring over lands surfaces. Hydrol Sci 41(4):495–516
Liu S (2013) Numerical modeling of hydrodynamic circulation in Lake Taihu. Master of Science in Hydraulic Engineering at Delft University of Technology, p 162. https://repository.tudelft.nl/islandora/object/uuid:4d666261-3bff-4796-9bba-358f76fbafb4?collection=education
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 93:259–266
Nick CD (2014) How much wetland has the world lost? Long-term and recent trends in global wetland area. Mar Freshw Res 65(10):934–941. https://doi.org/10.1071/MF14173
Niemistö J (2008) Sediment resuspension as a water quality regulator in Lakes. Academic dissertation. University of Helsinki Finland, p 47
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):247–459
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 16:1623–1633
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
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
Ruddick K, Nechad B, Neukermans G, Park Y, Doxaran D, Sirjacobs D, Beckers JM (2008) Remote sensing of suspended particulates matter in turbid water: state of the art and future perspectives. In: CDROM Proceedings of ocean optics XIX conference, Barga, 6–10 October. https://odnature.naturalsciences.be/downloads/publications/ruddick_oceanoptics_2008.pdf
So S, Khare Y, Mehta A (2013) Critical wind and turbidity rise in a shallow Florida lake. WIT Trans Ecol Environ 169:p13. https://doi.org/10.2495/13CP011
Somvanshi S, Kunwar P, Singh NB, Kachhawaha TS (2011) Water turbidity assessment in part of Gomti river using high resolution Google Earth’s Quickbird satellite data, India. Geospatial word forum, Hyderabad 18–21 January, Hyderabad, India. https://geospatialworldforum.org/2011/proceeding/pdf/Shivangifullpaper.pdf
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 12:784–769
Yamagata Y, Wiegand C, Akiyama T, Shibayama M (1988) Water turbidity and perpendicular vegetation indices for paddy rice flood damage analyses. Remote Sens Environ 26:241–251
Acknowledgements
This work was carried out within the Alliance for Research on North Africa (ARENA) framework between the National Institute of Agronomy of Tunisia, INAT, Tunisia and Tsukuba University, Japan (JASSO: Japan Student Services Organization, exchange student program, 11 months) and the cooperation with ANPE (National Agency for Environment Protection).
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Ouni, H., Kawachi, A., Irie, M. et al. 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. Environ Earth Sci 78, 228 (2019). https://doi.org/10.1007/s12665-019-8126-2
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DOI: https://doi.org/10.1007/s12665-019-8126-2