Abstract
A fuzzy logic algorithm was used to model coral bleaching events around Magnetic Island, North Queensland, Australia. Most events during the 80’s and 90’s did not coincide with the strong ENSO (El-Niño Southern Oscillation) phenomenon. The model uses monthly Air Temperature (AT) data obtained from the Townsville Bureau of Meteorology and monthly IGOSS-NMC and Geoffrey Bay Sea Surface Temperature (SST) data sets. Four separate model inputs were considered. They were: (a) raw temperature, (b) a temperature for a particular year is taken by subtracting the value of one year before from the value of that year, (c) a temperature for a particular year is taken by subtracting the 2-year running average from the value of that year, and (d) a temperature for a particular year is taken by subtracting the 3-year running average from the value of that year. Using the difference in seawater temperature with that of the previous year as a model input (case b) gave a better fit to bleaching events than using seawater temperature alone. This indicates that some form of acclimatisation may influence the response of corals to some form of bleaching event. It was also found that when the maximum sea temperature in a particular year exceeds 0.37 °C of the previous one year, coral bleaching occurs.
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References
Berkelmans, R. and Oliver, J.K. (1999) “Large-scale bleaching of corals on the Great Barrier Reef’, Coral Reefs 18: 55–60.
Berkelmans, R. and Willis, B.L. (1999) “Seasonal and local spatial patterns in the upper thermal limits of corals on the inshore Central Great Barrier Reef’, Coral Reefs 18: 219–228.
Bezdek, J.C. and Pal, S.K. (1992) Fuzzy models for pattern recognition — Methods that search for structures in data, IEEE press, New York.
Brown, B.E. (1997) “Adaptations of reef corals to physical environmental stress”. Adv. Mar. Biol. 31: 221–299.
Coffroth, M., Lasker, H.R. and Oliver, J.K. (1990) “Coral mortality outside of the eastern Pacific during 1982–1983: relationship to El-Nino”. In P. W. Glynn (ed.) Global Ecological consequences of the 1982–1983 El Nino Southern Oscillation), Elsevier, Amsterdam, pp 141–182.
Coles, S.L. and Jokiel, P.L. (1978) “Synergetic effects of temperature, salinity and light on the hermatypic coral Montipora verrucosa (lamarck)”.. Mar. Biol. 49: 187–195.
Gates, R.D., Baghdasarian, G. and Muscatine, L. (1992) “Temperature stress causes host cell detachment in symbiotic Cnidarians: implications for coral bleaching.” Biol. Bull. 182: 324–332.
Glynn, P.W. (1993) “Coral reef bleaching: Ecological prespectives”. Coral Reefs 12: 1–17.
Glynn P.W. and D’Croz L. (1990) “Experimental evidence for high temperature stress as the cause of El-Nino coincident coral mortality”. Coral Reefs 8: 181–191.
Halide, Halmar and Peter, Ridd. 2000: Modeling inter-annual variation of a local rainfall data using a fuzzy logic technique. In: Proceedings of the International Forum on Climate Prediction, Agriculture and Development. International Research Institute for Climate Prediction, Palisades, New York, pp. 166–170.
Hoegh-Guldberg, O., Berkelmans R. and Oliver, J.K. (1997): “Coral bleaching implications for the Great Barrier Reef Marine Park”. In: Proceedings on The Great Barrier Reef-Science, Use and Management: a National Conference Proceedings, Townsville, GBRMPA, vol. 1, pp. 210–224.
Huppert, A. and Stone, L. (1998) “Chaos in the Pacific’s coral reef bleaching”. Amer. Nat. 252 (3): 445–459.
Jong, R.J-S. and Gulley, N. (1995) Fuzzy logic toolbox For use with MATLAB. The Maths Works Inc.
Jokiel, P.L. and Coles, S.L. (1977) “Effects of temperature on the mortality and growth of Hawaiian reef corals”. Mar. Biol. 43: 201–208.
Jokiel, P.L. and Coles, S.L. (1990) “Response of Hawaiian and other Indo-Pacific coral reefs to elevated temperatures”. Coral Reefs 8: 155–162.
Jones, R.J. (1995): “Sublethal stress assessment in scleractinia and the regulatory biology of the coral-algal symbiosis”. Ph.D. thesis, James Cook University.
Jones, R.J., Berkelmans, R. and Oliver, J.K. (1997) “Recurrent bleaching of corals at Magnetic Island (Australia) relative to air and seawater temperature”. Mar. Ecol. Prog. Ser. 158: 289–292.
Lygeros, J. (1997) “A formal approach to fuzzy modeling”. IEEE Trans. Fuzzy Sys, 5: 103–111.
Lough, J.M. (1994) “Climate variation and El-Nino-Southern Oscillation events on the Great Barrier Reef’: 1958 to 1987. Coral Reefs 13: 181–195.
Lough, J.M. (1999) “Sea surface temperatures on the Great Barrier Reef: a contribution to the study of coral bleaching”. Research Pub. No. 57 - a report to GBRMPA, pp. 31.
Meesters, E.H., Bak, R.P.M., Westmacott, S., Ridgley, M. and Dollar S. (1999) “A fuzzy logic model to predict coral reef development under nutrient and sediment stress”. Conservation Biol. 12 (5): 957–965.
Pedrycz, W. (1993) “Optimization of fuzzy models for system analysis, pattern recognition and knowledge engineering”. In: Wang, P. Z., Loe, K. F. (eds) Between mind and computer - fuzzy science and engineering. World Scientific, Singapore.
Pielke, Jr. R.A. and Landsea, C.N. (1999) “La Nina, El Nino, and Atlantic hurricane damages in the United States”. Bull. Amer. Meteor. Soc 80: 2027–2033.
Ruitenbeek, M., Ridgley, M., Dollar, S. and Huber R. (1999) “Optimization of economic policies and investment projects using a fuzzy logic based cost-effectiveness model of coral reef quality: empirical results for Montego Bay, Jamaica”. Coral Reefs 18: 381–392.
Sugeno, M. and Yasukawa T. (1993) “A fuzzy-logic-based approach to qualitative modeling”. IEEE Trans. Fuzzy Sys. 1: 7–31.
Trenberth, K.E. (1997) “The definition of El Nino”. Bull. Amer. Meteor. Soc. 78: 2771–2777.
Winter, A., Appeldorn, R.S., Bruckner, A., Williams Jr. E.H. and Goenaga C. (1998) “Sea surface temperatures and coral reef bleaching off La Parguera, Puerto Rico (northeastern Caribbean Sea)”. Coral Reefs 17: 377–382.
Williams, E.H. and Bunkley-Williams, L. (1990) “The world-wide coral reef bleaching cycle and related sources of coral mortality”. Atoll Res. Bull. 335: 1–67.
Zadeh, L.A. (1965) Fuzzy sets. Inform. Control 8: 338–353.
Zadeh, L.A. (1996) Fuzzy logic = computing with words. IEEE Trans. Fuzzy Sys. 4: 103–111.
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Halide, H., Ridd, P. (2002). Modelling Coral Bleaching Events Using a Fuzzy Logic Technique. In: Dimitrov, V., Korotkich, V. (eds) Fuzzy Logic. Studies in Fuzziness and Soft Computing, vol 81. Physica, Heidelberg. https://doi.org/10.1007/978-3-7908-1806-2_26
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DOI: https://doi.org/10.1007/978-3-7908-1806-2_26
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