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Transport and distribution of manganese in tidal estuarine system in Taiwan

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Abstract

Based on the observed heavy metals in the Danshui River estuarine system, the concentration of manganese (Mn) exceeds the water quality standards. High concentrations of manganese in aquatic environment can cause disturbances in the sodium balance, disturb the metabolism of carbohydrates, and impair the immunological functions of fish. Therefore, a three-dimensional heavy metal transport model was developed and incorporated into the hydrodynamics, salinity, and suspended sediment transport model to evaluate the concentration distribution of the heavy metal manganese (Mn) in the Danshui River estuarine system of northern Taiwan. The model was validated with observational data for water level, tidal current, salinity, suspended sediment concentration, and heavy metal (Mn) concentration that was measured in 2015. The indicators of statistical error, including mean absolute error (MAE), root mean square error (RMSE), and skill score (SS), were adopted to evaluate the model performance. There was good quantitative agreement between the simulation results and measurements. Sensitivity analysis of suspended sediment and heavy metal transport model was carried out to understand which parameters were important to be cautiously determined. Furthermore, the validated model was used to investigate the influence of suspended sediment on the concentration distribution of heavy metals (Mn) in tidal estuaries. If the suspended sediment transport module was excluded in model simulations, the predicted results for the heavy metal (Mn) concentration underestimated the measured data. The modeling results showed that the inclusion of the suspended sediment transport module in the model simulations was critically important to the results of the heavy metal (Mn) concentration in the tidal estuarine system in Taiwan.

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References

  • Abadi M, Zamzni A, Parizanganeh A, Khosravi Y, Badiee H (2018) Heavy metal and arsenic content in water along the southern Caspian coasts in Iran. Environ Sci Pollut Res 25:23725–23735

    CAS  Google Scholar 

  • Adamo P, Dudka S, Wilson MJ, Mchardy WJ (2002) Distribution of trace elements in soils from the Sudbury smelting area (Ontario, Canada). Water Air Soil Poll 137:95–116

    CAS  Google Scholar 

  • Allen J, Somerfield P, Gilbert F (2007) Quantifying uncertainty in high-resolution coupled hydrodynamic-ecosystem models. J Mar Syst 64:3–14

    Google Scholar 

  • Angelidis MO, Aloupi M (2000) Geochemical study of coast sediments influenced by river-transported pollution: southern Evolkos Gulf, Greece. Mar Pollut Bull 40:77–82

    CAS  Google Scholar 

  • Ariathuri R, Krone RB (1976) Finite element model for cohesive sediment transport. J Hydrau Eng 102:323–338

    Google Scholar 

  • Baptista Neto JA, Smith BJ, McAllister JJ (2000) Heavy metal concentrations in surface sediments in a nearshore environment, Jurujuba Sound Brazil. Environ Pollut 109:1–9

    CAS  Google Scholar 

  • Chen W, Chen K, Kuang C, Zhu DZ, He L, Mao X, Liang H, Song H (2016) Influence of sea level rise on saline water intrusion in the Yangtz River Estuary, China. Appl Ocean Res 54:12–25

    Google Scholar 

  • Cho E, Arhonditsis GB, Khim J, Chung S, Heo TY (2016) Modeling metal-sediment interaction process: parameter sensitivity assessment and uncertainty analysis. Environ Model Assess 80:159–174

    Google Scholar 

  • Cliffroy P, Moulin C, Gailhard J (2000) A model simulating the transport of dissolved and particulate copper in the Seine river. Ecol Model 127:99–117

  • Conrad CF, Chisholm-Brause CJ (2004) Spatial survey of trace metal contaminants in the sediments of the Elizabeth River, Virginia. Mar Pollut Bull 49:319–324

    CAS  Google Scholar 

  • Dauvalter V, Rognerud S (2001) Heavy metal pollution in sediments of the Pasvik River drainage. Chemosphere 42:9–18

    CAS  Google Scholar 

  • Einstein HA, Krone RB (1962) Experiments to determine modes of cohesive sediment transport in salt water. J Geophys Res 67:1451–1461

    Google Scholar 

  • Farajnejad H, Karbassi A, Heldari M (2017) Fate of toxic metals during estuarine mixing of fresh water with saline water. Environ Sci Pollut Res 24:27430–27435

    CAS  Google Scholar 

  • Gourgue O, Baeyens W, Chen MS, de Brauwere A, de Brye B, Deleersnijder E, Elskens M, Legat V (2013) A depth-averaged two-dimensional sediment transport model for environmental studies in the Scheldt Estuary and tidal river network. J Mar Syst 128:27–39

    Google Scholar 

  • Hartnett M, Berry A (2012) Numerical modelling of the transport and transformation of trace metals in a highly dynamic estuarine environment. Adv Eng Softw 44:170–179

    Google Scholar 

  • Hartnett M, Lin B, Jones PD, Berry A (2006) Modelling the fate and transport of nickel in the Mersey Estuary. J Environ Sci Health Part A 41:825–847

    CAS  Google Scholar 

  • Horvat Z, Horvat M (2016) Two-dimensional heavy metal transport model for natural watercourses. River Res Appl 32:1327–1341

    Google Scholar 

  • Hsu MH, Kuo AY, Kuo JT, Liu WC (1999) Procedures to calibrate and verify numerical models of estuarine hydrodynamics. J Hydrau Eng 125:166–182

    Google Scholar 

  • Ji ZG, Hamrick JH, Pagenkopf J (2002) Sediment and metal modeling in shallow river. J Environ Eng 128:105–119

    CAS  Google Scholar 

  • Jiann KT, Wen LS, Santschi PH (2007) Trace metal (Cd, Cu, Ni and Pb) partitioning, affinities and removal in the Danshuei River estuary, a micro-tidal, temporally anoxic estuary in Taiwan. Mar Chem 96:293–313

    Google Scholar 

  • Karna T, Baptista AM, Lopez JE, Turner PJ, McNeil V, Sanford TB (2015) Numerical modeling of circulation in high-energy estuaries: a Columbia River estuary benchmark. Ocean Model 88:54–71

    Google Scholar 

  • Li K, Shi X, Bao X, Ma Q, Wang X (2014) Modeling total maximum allocated loads for heavy metals in Jinzhou Bay, China. Mar Pollut Bull 85:659–664

    CAS  Google Scholar 

  • Li YH, Burkhardt L, Teraoka H (1984) Desorption and coagulation of trace element during estuarine mixing. Geochem et Cosmochim Acta 48:1879–1884

    CAS  Google Scholar 

  • Liu WC, Huang WC (2012) Modeling the transport and distribution of fecal coliform in a tidal estuary. Sci Total Environ 431:1–8

    CAS  Google Scholar 

  • Liu WC, Chen WB, Chang YP (2012) Modeling the transport and distribution of lead in tidal Keelung River estuary. Environ Earth Sci 65:39–47

    CAS  Google Scholar 

  • Liu WC, Chen WB, Cheng RT, Hsu MH, Kuo AY (2007) Modeling the influence of river discharge on salt intrusion and residual circulation in Danhuei River estuary. Cont Shelf Res 27:900–921

    Google Scholar 

  • Liu WC, Hsu MH, Kuo AY (2002) Modelling of hydrodynamics and cohesive sediment transport in Tanshui River estuarine system, Taiwan. Mar Pollut Bull 44:1076–1088

    CAS  Google Scholar 

  • Lin HJ, Shao KT, Jan RQ, Hsieh HL, Chen CP, Hsieh LY, Hsiao YT (2007) A trophic model for the Danshuei River Estuary, a hypoxic estuary in northern Taiwan. Mar Pollut Bull 54:1789–1800

    CAS  Google Scholar 

  • Lopez JE, Baptista AM (2017) Benchmarking an unstructured grid sediment model in an energetic estuary. Ocean Model 110:32–48

    Google Scholar 

  • Lu S, Li R, Xia X, Zheng J (2014) Use of a three-dimensional model to predict heavy metal (copper) fluxes in the Qujiang estuary. Water Sci Technol 69:1334–1343

    Google Scholar 

  • Mehta AJ, Partheniades E (1975) An investigation of the depositional properties of flocculated fine sediments. J Hydraul Res 12:361–381

    Google Scholar 

  • Murdoch N, Jones PJC, Falconer RA, Lin B (2010) A modelling assessment of contaminant distributions in the Severn Estuary. Mar Pollut Bull 61:124–131

    CAS  Google Scholar 

  • Mwanuzi F, De Smedt F (1999) Heavy metal distribution model under estuarine mixing. Hydrol Process 13:789–804

    Google Scholar 

  • Mellor GL, Yamada T (1982) Development of a turbulence closure model for geophysical fluid problems. Rev Geophys 20:851–875

    Google Scholar 

  • Ng SMY, Wai OWH, Li YS, Li ZL, Jiang Y (2009) Integration of a GIS and a complex three-dimensional hydrodynamic, sediment and heavy metal transport numerical model. Adv Eng Softw 40:391–401

    Google Scholar 

  • Pachana K, Wattanakornsiri A, Nanuam J (2010) Heavy metal transport and fate in the environmental compartments. NU Sci J 7:1–11

    Google Scholar 

  • Partheniades E (1965) Erosion and deposition of cohesive soils. J Hydraul Div 91:105–139

    Google Scholar 

  • Pinto L, Fortunato AB, Zhang Y, Oliveria A, Sancho FEP (2012) Development of validation of a three-dimensional morphodynamic modelling system for non-cohesive sediments. Ocean Model 57-58:1–14

    Google Scholar 

  • Rodi W (1984) Turbulence models and their applications in hydraulics: a state of the art review. International Association for Hydraulics Research. Delft, The Netherlands

    Google Scholar 

  • Roland A, Zhang Y, Wang HV, Meng Y, Teng YC, Maderich V, Brovchenko I, Dutour-Sikiric M, Zanke U (2012) A fully coupled 3D wave-current interaction model on unstructured grids. J Geophys Res 117:C00J33

    Google Scholar 

  • Umlauf L, Buchard H (2003) A generic length-scale equation for geophysical turbulence models. J Mar Res 61:235–265

    Google Scholar 

  • Umlauf L, Buchard H (2005) Second-order turbulence closure models for geophysical boundary layers. A review of recent work. Cont Shelf Res 25:795–827

    Google Scholar 

  • Wang CF, Hsu MH, Liu WC, Hwang JS, Wu JT, Kuo AY (2007) Simulation of water quality and plankton dynamics in the Danshuei River estuary. J Environ Sci Health Part A 42:933–953

    CAS  Google Scholar 

  • Wang D, Cao A, Zhang J, Fan D, Liu Y, Zhang Y (2018) A three-dimensional cohesive sediment transport model with data assimilation: model development, sensitivity analysis, and parameter estimation. Estuar Coast Shelf Sci 206:87–100

    Google Scholar 

  • Wen LS, Jiann KT, Liu KK (2008) Seasonal variation and flux of dissolved nutrients in the Danshuei Estuary, Taiwan: a hypoxic subtropical mountain river. Estuar Coast Shelf Sci 78:694–704

    Google Scholar 

  • Wilcox DC (1998) Reassessment of scale determining equation for advance turbulence models. AIAA J 26:1299–1310

    Google Scholar 

  • Wilmott CJ (1981) On the validation of models. Phys Geog 2:184–194

    Google Scholar 

  • Woitke P, Wellmitz J, Helm D, Kube P, Lepom P, Litheraty P (2003) Analysis and assessment of heavy metal pollution in suspended soils and sediments of the river Danube. Chemosphere 51:633–642

    CAS  Google Scholar 

  • Wu Y, Falconer RA, Lin B (2005) Modelling trace metal concentration distributions in estuarine waters. Estuar Coast Shelf Sci 64:699–709

    CAS  Google Scholar 

  • Samano ML, Garcia A, Revilla JA, Alvarez C (2014) Modeling heavy metal concentration distributions in estuarine waters: an application to Suances Estuary (northern Spain). Environ Earth Sci 72:2931–2945

    CAS  Google Scholar 

  • Saltelli A (2004) Sensitivity analysis in practices: a guide to assessing scientific models. Wiley, New York

    Google Scholar 

  • Shrestha OL, Orlob GT (1996) Multiphase distribution of cohesive sediments and heavy metals in estuarine systems. J Environ Eng 122:730–740

    CAS  Google Scholar 

  • Song Y, Haidvogel D (1994) A semi-implicit ocean circulation model using a generalized topography-following coordinate system. J Comput Phys 115:228–244

    Google Scholar 

  • Tappin AD, Burton JD, Millward GE, Statham PJ (1997) A numerical transport model for predicting the distribution of Cd, Cu, Ni, Pb and Zn in the southern North Sea: the sensitivity of model results to the uncertainties in the magnitudes of metal inputs. J Mar Syst 13:173–204

    Google Scholar 

  • Turner A, Millward GE (2002) Suspended particles: their role in estuarine biogeochemical cycles. Estuari Coast Shelf Sci 55:857–883

    CAS  Google Scholar 

  • Turner A, Millward GE, Le Roux SM (2001) Sediment-water partitioning of inorganic mercury in estuaries. Environ Sci Technol 35:4648–4654

    CAS  Google Scholar 

  • Turner A, Millward GE, Schuchardt B, Schirmer M, Prange A (1992) Trace metal distribution coefficients in the Wester Estuary (Germany). Cont Shelf Res 12:1277–1292

    Google Scholar 

  • Zhang Y, Baptista AM (2008) SELFE: A semi-implicit Eulerian-Lagrangian finite-element model for cross-scale ocean circulation. Ocean Model 21:71–96

    Google Scholar 

  • Zhang Y, Baptista AM, Myers EP (2004) A cross-scale model for 3D baroclinic circulation in estuary-plume-shelf systems: I. Formulation and skill assessment. Cont Shelf Res 24:2187–2214

    Google Scholar 

  • Zhao S, Feng C, Wang D, Liu Y, Shen Z (2013) Salinity increases mobility of Cd, Cu, Mn, and Pb in the sediment of Yangtze Estuary: relative role of sediments’ properties and metal speciation. Chemosphere 91:977–984

    CAS  Google Scholar 

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Acknowledgments

The authors would like to express their appreciation to the Taiwan Water Resources Agency and the Taiwan Environmental Protection Administration for providing the observational data. The authors also thank Dr. W. B. Chen of the National Science and Technology Center for Disaster Reduction for setting up the suspended sediment and heavy metal transport model. Two anonymous reviewers are thanked for their constructive comments to substantially improve the paper.

Funding

This study was partially supported by funding from the Ministry of Science and Technology (MOST), Taiwan, under grant no. 105-2625-M-239-MY2.

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Correspondence to Wen-Cheng Liu.

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Responsible editor: Severine Le Faucheur

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Liu, WC., Ken, PJ. & Liu, HM. Transport and distribution of manganese in tidal estuarine system in Taiwan. Environ Sci Pollut Res 27, 510–531 (2020). https://doi.org/10.1007/s11356-019-06797-1

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