How climate change affected on water level in Ha Long coastal area in the period 1974–2020: results from the mann-kendall test and sen’s slope estimate

Nguyen Minh Hai, Vu Duy Vinh
Author affiliations

Authors

  • Nguyen Minh Hai Institute of Marine Environment and Resources, VAST, Vietnam; Graduate University of Science and Technology, VAST, Vietnam
  • Vu Duy Vinh Institute of Marine Environment and Resources, VAST, Vietnam

DOI:

https://doi.org/10.15625/1859-3097/16956

Keywords:

Sea-level rise, climate change, Mann-Kendall, Sen’s slope, Bai Chay, Ha Long.

Abstract

The impact of climate change on sea level has attracted much attention from scientists worldwide. The analysis of sea-level change at global and regional scales is based on altimetry and/or tide gauge data. The main objective’s study relied on statistical tests to highlight the significant long-term changes in sea level in Ha Long coastal area through the 47 years (1974–2020) historical tide gauge record of the Bai Chay station. The average water level in this area was 207.9 cm, which tended to be higher in recent years, especially from 2006 to the present (above 210 cm). Moreover, sea level trends were carried out separately for the whole period (1974–2020) and the last 19 years (2002–2020) by the Mann-Kendall test and Sen’s slope estimator. The results showed a significant sea-level rise (SLR) trend with a 95–100% confidence level. The average annual rates of sea-level were 3.14 mm/year and 5.83 mm/year in 1974–2020 and 2002–2020, respectively, indicating an SLR of about 14.76 cm over 47 years and significant acceleration in SLR recently (11.01 cm over the last 19 years).

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References

Taibi, H., and Haddad, M., 2019. Estimating trends of the Mediterranean Sea level changes from tide gauge and satellite altimetry data (1993–2015). Journal of Oceanology and Limnology, 37(4), 1176–1185.

Douglas, B. C., and Peltier, W. R., 2002. The puzzle of global sea-level rise. Physics Today, 55(3), 35–41.

Houghton, J. T., Ding, Y. D. J. G., Griggs, D. J., Noguer, M., van der Linden, P. J., Dai, X., Maskell, K., and Johnson, C. A. (Eds.), 2001. Climate change 2001: the scientific basis: contribution of Working Group I to the third assessment report of the Intergovernmental Panel on Climate Change. Cambridge university press.

Change, I. P. O. C., 2007. Climate change 2007: The physical science basis.

Masson-Delmotte, V., Zhai, P., Pirani, A., Connors, S. L., Péan, C., Chen, Y., Goldfarb, L., Gomis, M. I., Matthews, J. B. R., Berger, S., Huang, M., Yelekçi, O., Yu, R., Zhou, B., Lonnoy, E., Maycock, T. K., Waterfield, T., Leitzell, K., and Caud, N., 2021. Climate change 2021: the physical science basis. Contribution of working group I to the sixth assessment report of the intergovernmental panel on climate change, 2.

Li, L., Jindian, X., and Rongshuo, C., 2002. Trends of sea level rise in the South China Sea during the 1990s: An altimetry result. Chinese Science Bulletin, 47(7), 582–585.

Small, C., and Nicholls, R. J., 2003. A global analysis of human settlement in coastal zones. Journal of Coastal Research, 584–599.

Nicholls, R. J., Wong, P. P., Burkett, V. R., Codignotto, J. O., and Hay, J. E., 2007. Coastal systems and low-lying areas. In ‘Climate Change 2007: Impacts, Adaptation and Vulnerability’.(Eds Parry, M. L., Canziani, O. F., Palutikof, J. P., van der Linden, P. J., and Hanson, C. E.), pp. 315–356.

Church, J. A., Clark, P. U., Cazenave, A., Gregory, J. M., Jevrejeva, S., Levermann, A., Merrifield, M. A., Milne, G. A., Nerem, R. S., Nunn, P. D., Payne, A. J., Pfeffer, W. T., Stammer, D., and Unnikrishnan, A. S., 2013. Sea level change. Climate change 2013: the physical science basis. Contribution of working group I to the fifth assessment report of the intergovernmental panel on climate change. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA, 1137–1216.

Vinh, V. D., and Ouillon, S., 2021. The double structure of the Estuarine Turbidity Maximum in the Cam-Nam Trieu mesotidal tropical estuary, Vietnam. Marine Geology, 442, 106670.

Hai, N. M., Vinh, V. D., and Lan, T. D., 2019. Impact of sea level rise on current and wave in Van Uc coastal area. Vietnam Journal of Marine Science and Technology, 19(3), 313–325.

Hai, N. M., Vinh, V. D., and Lan, T. D., 2019. Impact of sea-level rise on sediment transport and morphological change in Van Uc estuary area. Vietnam Journal of Marine Science and Technology, 19(3A), 1–17.

Vinh, V. D., Hai, N. M., and Khanh, D. G., 2020. Impacts of pollution discharges from Dinh Vu industrial zone on water quality in the Hai Phong coastal area. Vietnam Journal of Marine Science and Technology, 20(2), 173–187.

Minh, H. N., and Duy, V. V., 2021. Simulation of impact of organic and nutrient pollutants from Nghi Son economic zone on Thanh Hoa coastal waters, North Centre Vietnam. Vietnam Journal of Marine Science and Technology, 21(1), 23–36.

Sen, P. K., 1968. Estimates of the regression coefficient based on Kendall’s tau. Journal of the American statistical association, 63(324), 1379–1389.

Şen, Z., 2012. Innovative trend analysis methodology. Journal of Hydrologic Engineering, 17(9), 1042–1046.

Helsel, D. R., and Hirsch, R. M. (1992). Statistical methods in water resources (Vol. 49). Elsevier.

Hirsch, R. M., Slack, J. R., and Smith, R. A., 1982. Techniques of trend analysis for monthly water quality data. Water Resources Research, 18(1), 107–121.

Hirsch, R. M., and Slack, J. R., 1984. A nonparametric trend test for seasonal data with serial dependence. Water resources research, 20(6), 727–732.

Burn, D. H., Hannaford, J., Hodgkins, G. A., Whitfield, P. H., Thorne, R., and Marsh, T., 2012. Reference hydrologic networks II. Using reference hydrologic networks to assess climate-driven changes in streamflow. Hydrological Sciences Journal, 57(8), 1580–1593.

Douglas, E. M., Vogel, R. M., and Kroll, C. N., 2000. Trends in floods and low flows in the United States: impact of spatial correlation. Journal of hydrology, 240(1–2), 90–105.

Serinaldi, F., Kilsby, C. G., and Lombardo, F., 2018. Untenable nonstationarity: An assessment of the fitness for purpose of trend tests in hydrology. Advances in Water Resources, 111, 132–155.

Chebana, F., Aissia, M. A. B., and Ouarda, T. B., 2017. Multivariate shift testing for hydrological variables, review, comparison and application. Journal of Hydrology, 548, 88–103.

Sang, Y. F., Wang, Z., and Liu, C., 2014. Comparison of the MK test and EMD method for trend identification in hydrological time series. Journal of Hydrology, 510, 293–298.

Wang, S., Zuo, H., Yin, Y., Hu, C., Yin, J., Ma, X., and Wang, J., 2019. Interpreting rainfall anomalies using rainfall's nonnegative nature. Geophysical Research Letters, 46(1), 426–434.

Wahl, T., Jensen, J., Frank, T., and Haigh, I. D., 2011. Improved estimates of mean sea level changes in the German Bight over the last 166 years. Ocean Dynamics, 61(5), 701–715.

Scott, M., and Chandler, R., 2011. Statistical methods for trend detection and analysis in the environmental sciences. John Wiley & Sons.

Thanh Ca, V., 2017. A climate change assessment via trend estimation of certain climate parameters with in situ measurement at the coasts and islands of Viet Nam. Climate, 5(2), 36.

Ozgenc Aksoy, A., 2017. Investigation of sea level trends and the effect of the north atlantic oscillation (NAO) on the black sea and the eastern mediterranean sea. Theoretical and Applied Climatology, 129(1), 129–137.

Tabari, H., Marofi, S., and Ahmadi, M., 2011. Long-term variations of water quality parameters in the Maroon River, Iran. Environmental Monitoring and Assessment, 177(1), 273–287.

Salmi, T., Määttä, A., Anttila, P., Ruoho-Airola, T., and Amnell, T., 2002. Detecting trends of annual values of atmospheric pollutants by the Mann-Kendall test and Sen’s slope estimates MAKESENS–The excel template application. Finish Meteorological Institute, Helsinki.

von Storch, H., 1995. Misuses• of Statistical Analys s in Climate Research. Springer, 334 p.

Dasgupta, S., Laplante, B., Meisner, C., Wheeler, D., and Yan, J., 2009. The impact of sea level rise on developing countries: a comparative analysis. Climatic change, 93(3), 379–388.

ADB, 2013. Vietnam: Environment and Climate Change Assessment. https://www.adb.org/documents/viet-nam-environment-and-climate-change-assessment

Tuong, N. T., 2001. Sea level measurement and sea level rise in Vietnam. PSMSL Report for Vietnam, Proudman Oceanographic Laboratory, Birkenhead, UK.

Thuc, T., Van Thang, N., Huong, H. T. L., Van Khiem, M., Hien, N. X., and Phong, D. H., 2016. Climate change and sea level rise scenarios for Vietnam. Ministry of Natural resources and Environment. Hanoi, Vietnam.

Vu Duy, V., Ouillon, S., and Nguyen Minh, H., 2022. Sea surface temperature trend analysis by Mann-Kendall test and sen’s slope estimator: a study of the Hai Phong coastal area (Vietnam) for the period 1995–2020. Vietnam Journal of Earth Sciences, 44(1), 73–91.

Minh, H. N., Ouillon, S., and Duy, V. V., 2022. Sea-level rise in Hai Phong coastal area (Vietnam) and its response to ENSO-evidence from tide gauge measurement of 1960-2020. Vietnam Journal of Earth Sciences, 44(1), 109–126.

Duy Vinh, V., Ouillon, S., and Van Uu, D., 2018. Estuarine Turbidity Maxima and variations of aggregate parameters in the Cam-Nam Trieu estuary, North Vietnam, in early wet season. Water, 10(1), 68.

Vinh, V. D., and Hai, N. M., 2019. Coastal zones of the Red river delta and Yangtze river delta. Vietnam Journal of Marine Science and Technology, 19(4), 449–461.

Vinh, V. D., Hai, N. M., and Thao, N. V., 2019. Impacts of landfill on sediment transport and deposition in Ha Long - Bai Tu Long coastal area. Vietnam Journal of Marine Science and Technology, 19(3A), 19–31.

Hawkins, C. A., and Weber, J. E., 1980. Statistical analysis: Applications to business and economics. HarperCollins Publishers.

Mann, H. B., 1945. Nonparametric tests against trend. Econometrica: Journal of the econometric society, 13(3), 245–259.

Kendall, M. G., 1975. Rank correlation methods, edition 4. London. Charles Griffin, 202 p.

Theil, H., 1950. A rank-invariant method of linear and polynominal regression analysis (Parts 1–3). In Ned. Akad. Wetensch. Proc. Ser. A (Vol. 53, pp. 1397–1412).

Güner Bacanli, Ü., 2017. Trend analysis of precipitation and drought in the A egean region, T urkey. Meteorological Applications, 24(2), 239–249.

Nguyen, H. M., Ouillon, S., and Vu, V. D., 2022. Sea Level Variation and Trend Analysis by Comparing Mann–Kendall Test and Innovative Trend Analysis in Front of the Red River Delta, Vietnam (1961–2020). Water, 14(11), 1709.

Sarr, C. A. T., Ndour, M. M. M., Haddad, M., and Sakho, I., 2021. Estimation of Sea Level Rise on the West African Coasts: Case of Senegal, Mauritania and Cape Verde. International Journal of Geosciences, 12(02), 121.

Church, J. A., and White, N. J., 2011. Sea-level rise from the late 19th to the early 21st century. Surveys in geophysics, 32(4), 585–602.

Wouters, B., and van de Wal, R. S. W., 2018. Global sea-level budget 1993--present. Earth System Science Data, 10(3), 1551–1590.

Cogley, J. G., 2009. Geodetic and direct mass-balance measurements: comparison and joint analysis. Annals of Glaciology, 50(50), 96–100.

Oerlemans, J., Dyurgerov, M., and Van de Wal, R. S. W., 2007. Reconstructing the glacier contribution to sea-level rise back to 1850. The Cryosphere, 1(1), 59–65.

Gregory, J. M., Lowe, J. A., and Tett, S. F. B., 2006. Simulated global-mean sea level changes over the last half-millennium. Journal of Climate, 19(18), 4576–4591.

Domingues, C. M., Church, J. A., White, N. J., Gleckler, P. J., Wijffels, S. E., Barker, P. M., and Dunn, J. R., 2008. Improved estimates of upper-ocean warming and multi-decadal sea-level rise. Nature, 453(7198), 1090–1093.

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Published

19-08-2022

How to Cite

Nguyen Minh, H., & Vu Duy, V. (2022). How climate change affected on water level in Ha Long coastal area in the period 1974–2020: results from the mann-kendall test and sen’s slope estimate. Vietnam Journal of Marine Science and Technology, 22(3), 257–269. https://doi.org/10.15625/1859-3097/16956

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