Potential Factors That Trigger the Suspension of Calcium Carbonate Sediments and Whiting in a Semi-Enclosed Gulf

Whitings, the manifestation of high levels of suspended fine-grained calcium carbonate particles in the water, have been reported and studied worldwide. However, the triggering mechanism of whiting occurrences remains uncertain. The current study attempted to analyze potential factors that might account for whiting occurrences in a semi-enclosed gulf (namely the Arabian/Persian Gulf, hereinafter called the Gulf). First, spatial and temporal variability of whiting events and different potential driving factors (i.e., whiting seasonality, wind-induced mixing, sea surface temperature, and bathymetry) were explored and examined for five years (2015–2020). Second, as a general indicator of whiting occurrences in the Gulf, a whiting index (WI) was developed using time-series analysis and decision tree (DT) classification algorithm. Third, the correlation between the proposed WI and the spatial coverage of various whiting events was examined. Time-series analysis showed that whiting events during the winter season are associated with high winds that lasted for several days. Nevertheless, whiting events were rarely observed despite high wind speed and increased potential for CaCO3 precipitation in summer. This finding suggests that wind-driven forces might be potential sources for mixing water columns, resuspension of CaCO3 particles, and the appearance of whiting in the Gulf. The DT classification algorithm demonstrated that a minimum WI value of 1.1 can explain the initiation of most summer and winter whiting events. Furthermore, a Pearson correlation coefficient of 0.73 was measured between WI and the extent of whiting along the UAE and Qatar coastlines in the Gulf. The proposed WI shows a simple yet effective method for identifying and estimating the extent of whiting in the Gulf.

[1]  C. Binding,et al.  Long term water clarity changes in North America's Great Lakes from multi‐sensor satellite observations , 2015 .

[2]  K. Yates,et al.  Production of carbonate sediments by a unicellular green alga , 1998 .

[3]  Feng Peng,et al.  Characterizations of the light-scattering attributes of mineral particles in Lake Ontario and the effects of whiting , 2011 .

[4]  G. Brunskill,et al.  FAYETTEVILLE GREEN LAKE, NEW YORK. I. PHYSICAL AND CHEMICAL LIMNOLOGY1 , 1969 .

[5]  J. Burt,et al.  Living on the edge: Vulnerability of coral-dependent fishes in the Gulf. , 2016, Marine Pollution Bulletin.

[6]  A. Mucci The solubility of calcite and aragonite in seawater at various salinities , 1983 .

[7]  J. Reijmer,et al.  Whiting-related sediment export along the Middle Miocene carbonate ramp of Great Bahama Bank , 2011 .

[8]  J. Mylroie,et al.  A review of whiting formation in the Bahamas and new models , 2014, Carbonates and Evaporites.

[9]  E. Armstrong,et al.  Satellite remote sensing observations and aerial photography of storm-induced neritic carbonate transport from shallow carbonate platforms , 2002 .

[10]  Abdallah Shanableh,et al.  Spatiotemporal Mapping and Monitoring of Whiting in the Semi-Enclosed Gulf Using Moderate Resolution Imaging Spectroradiometer (MODIS) Time Series Images and a Generic Ensemble Tree-Based Model , 2019, Remote. Sens..

[11]  N. Dulvy,et al.  The Gulf: a young sea in decline. , 2010, Marine pollution bulletin.

[12]  A. Strong,et al.  Satellite observations of calcium carbonate precipitations in the Great Lakes1 , 1978 .

[13]  Qiusheng Wu,et al.  Decision-Tree, Rule-Based, and Random Forest Classification of High-Resolution Multispectral Imagery for Wetland Mapping and Inventory , 2018, Remote. Sens..

[14]  R. Noori,et al.  Recent and future trends in sea surface temperature across the Persian Gulf and Gulf of Oman , 2019, PloS one.

[15]  H. Naser Marine Ecosystem Diversity in the Arabian Gulf: Threats and Conservation , 2014 .

[16]  J. Taylor,et al.  HOLOCENE INTERTIDAL CALCIUM CARBONATE CEMENTATION, QATAR, PERSIAN GULF , 1969 .

[17]  B. Purser,et al.  The Principal Environmental Factors Influencing Holocene Sedimentation and Diagenesis in the Persian Gulf , 1973 .

[18]  Heidi M. Dierssen,et al.  Optics and remote sensing of Bahamian carbonate sediment whitings and potential relationship to wind-driven Langmuir circulation , 2009 .

[19]  M. Hereher Assessment of Climate Change Impacts on Sea Surface Temperatures and Sea Level Rise—The Arabian Gulf , 2020, Climate.

[20]  Muhammad Shakir,et al.  Object-based image analysis supported by data mining to discriminate large areas of soybean , 2019, Int. J. Digit. Earth.

[21]  S. Effler,et al.  Effect of "whiting" on Optical Properties and Turbidity in Owasco Lake, New York , 1987 .

[22]  G. Fahnenstiel,et al.  Biologically induced calcite and its isotopic composition in Lake Ontario , 1998 .

[23]  T. Kutser,et al.  Resolving biogeochemical processes in lakes using remote sensing , 2019, Aquatic Sciences.

[24]  C. Schelske Historical Nutrient Enrichment of Lake Ontario: Paleolimnological Evidence , 1991 .

[25]  Y. Alosairi,et al.  World record extreme sea surface temperatures in the northwestern Arabian/Persian Gulf verified by in situ measurements. , 2020, Marine pollution bulletin.

[26]  P. Thoppil,et al.  Persian Gulf response to a wintertime shamal wind event , 2010 .

[27]  D. Arizteguí,et al.  Discriminating the Role of Photosynthetic and Heterotrophic Microbes Triggering Low-Mg Calcite Precipitation in Freshwater Biofilms (Lake Geneva, Switzerland) , 2010 .

[28]  T. Beveridge,et al.  Whiting events: Biogenic origin due to the photosynthetic activity of cyanobacterial picoplankton , 1997, Limnology and oceanography.

[29]  A. J. Wells,et al.  Present-Day Precipitation of Calcium Carbonate in the Persian Gulf , 1964 .

[30]  V. M. Aboobacker,et al.  Observed variability in physical and biogeochemical parameters in the central Arabian Gulf , 2021, Oceanologia.

[31]  F. Millero,et al.  The formation of whitings on the Little Bahama Bank , 2009 .

[32]  F. G. Ferris,et al.  Geomicrobiology and sedimentology of the mixolimnion and chemocline in Fayetteville Green Lake, New York , 1990 .

[33]  D. Hodell,et al.  Production, sedimentation, and isotopic composition of organic matter in Lake Ontario , 1998 .

[34]  A. Weidemann,et al.  Particulate and optical properties during CaCO3 precipitation in Otisco Lake1 , 1985 .

[35]  Bahareh Kalantar,et al.  Performance Evaluation and Sensitivity Analysis of Expert-Based, Statistical, Machine Learning, and Hybrid Models for Producing Landslide Susceptibility Maps , 2017 .

[36]  G. Brunskill FAYETTEVILLE GREEN LAKE, NEW YORK. II. PRECIPITATION AND SEDIMENTATION OF CALCITE IN A MEROMICTIC LAKE WITH LAMINATED SEDIMENTS1 , 1969 .

[37]  C. Sheppard,et al.  Coral mortality and recovery in response to increasing temperature in the southern Arabian Gulf , 2002 .

[38]  Yoav Freund,et al.  A decision-theoretic generalization of on-line learning and an application to boosting , 1997, EuroCOLT.

[39]  R. Upstill‐Goddard,et al.  Hypoxia in the central Arabian Gulf Exclusive Economic Zone (EEZ) of Qatar during summer season , 2015 .

[40]  D. Martinez,et al.  Water geochemistry of shallow lakes from the southeastern Pampa plain, Argentina and their implications on mollusk shells preservation. , 2017, The Science of the total environment.

[41]  Chuanmin Hu,et al.  Long-term spatiotemporal variability of southwest Florida whiting events from MODIS observations , 2018 .

[42]  G. Evans The Arabian Gulf: A Modern Carbonate-evaporite factory; a review , 1995 .

[43]  M. Juračić,et al.  Whiting events and the formation of aragonite in Mediterranean Karstic Marine Lakes: new evidence on its biologically induced inorganic origin , 2010 .

[44]  Chuanmin Hu,et al.  Optical and biochemical properties of a southwest Florida whiting event , 2017 .

[45]  M. A. Anderson,et al.  Stratification and mixing in Lake Elsinore, California: an assessment of axial flow pumps for improving water quality in a shallow eutrophic lake. , 2007, Water research.

[46]  Jochen Kämpf,et al.  The circulation of the Persian Gulf: a numerical study , 2005 .

[47]  D. Dyrssen,et al.  Alkalinity and total carbonate in the Arabian Sea. Carbonate depletion in the Red Sea and Persian Gulf , 1994 .

[48]  Mar Bisquert,et al.  Object-based delineation of homogeneous landscape units at regional scale based on MODIS time series , 2015, Int. J. Appl. Earth Obs. Geoinformation.

[49]  S. D. Field,et al.  The seasonal cycle of inorganic carbon species in Cazenovia Lake, New York, 1977 * , 1982 .

[50]  S. Hassanzadeh,et al.  Numerical modelling of salinity variations due to wind and thermohaline forcing in the Persian Gulf , 2011 .