Analysis and Prediction of Decadal Hydrological Cycles: A Case Study of the Limpopo River Basin
Authors: Fulufhelo Khangale, Ednah Onyari, Idowu Bodunrin
Abstract:
With the climate change phenomena upon us, the changes in the decadal hydrological cycles must be analysed. Water availability must be analysed to obtain sustainable water supply and future water management planning. The hydrological components, such as evaporation, streamflow, and rainfall, were used to analyse and predict the decadal hydrological cycles in the basin. The streamflow results for the Mann-Kendall test indicate a decreasing trend and an increasing trend is insignificant. For evaporation, the results indicate a decreasing trend in significance and insignificance, whereas the results for rainfall indicate a decreasing trend in both significance and insignificance. The trend analysis for historical data from 1993 to 2023 and future predictions for 2023 to 2063 indicate a decreasing trend for rainfall and evaporation and a decreasing and increasing trend for streamflow. There is a correlation between streamflow and rainfall, but there is no correlation between evaporation and either rainfall or streamflow.
Keywords: Decadal hydrological cycle, Mann Kendall, trend analysis, water availability.
Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 23References:
[1] K. Subramanya, Engineering Hydrology. New Delhi; Tata McGraw-Hill Publishing Company Limited, 2008, pp 1-6.
[2] V. J. Inglezakis, S. G. Poulopoulos, E. Arkhangelsky, A. A. Zorpas, and A. N. Menegaki, “Chapter 3 - Aquatic Environment” in Environment and Development: Basic principles, human activities and environmental implications, S. G. Poulopoulos and V. J. Inglezakis, Ed. Environment and development, Elsevier, 2016, pp. 137 – 142.
[3] D. Yang, Y. Yang, and J. Xia “Hydrological cycle and water resources in a changing world: A review,” Geography and Sustainability, vol. 2 (2021), pp. 115 – 122, June 2021.
[4] A. A. Singh, and A. K. Singh, “Chapter 6 – Climatic controls on water resources and its management: challenges and prospects of sustainable development in Indian perspective” in Water Conservation in the Era of Global Climate Change, B. Thokchom, P. Qiu, P. Singh, and P. K. Iyer Ed. pp. 121 – 122.
[5] D. M. Robertson, H. A. Perlman, and T. N. Narisimhan “Hydrological Cycle and water budgets,” Encyclopedia of inland waters 2nd ed. 1 (2022) pp. 19-20, May 2022.
[6] Y. Wang, et al “Accelerated hydrological cycle on the Tibetan Plateau evidenced by ensemble modelling of Long-term water budgets,” Journal of Hydrology, vol. 615 (2022) 128710, pp. 1-4. November 2022.
[7] A. Balasubramanian, and D. Nagaraju “The hydrological cycle, Researchgate, pp. 1 – 11, February 2015.
[8] K. Fienberg, and E. Foufoula-Georgiou, “Hydrology” in Encyclopedia of Inland waters, G. E. Likens Ed. Elsevier, 2009, pp. 651 – 659.
[9] S. Dee et al “Water isotopes, climate variability, and the hydrological cycle: recent advances and new frontiers,” Environmental research climate, vol. 2, pp. 1 -4, May 2023.
[10] P. Chakravarty, and M. Kumar, “Chapter 6 – Floral species in pollution remediation and augmentation of micrometeorological conditions and microclimate: An integrated approach” in Phytomanagement of polluted sites, V. C. Pandey, and K. Bauddh Ed. Elsevier, 2018, pp. 203 – 219.
[11] C. M. Botai, et al. ‘Hydroclimatic extremes in the Limpopo River basin, South Africa, under changing climate’, Water, vol. 12 3299, pp. 1-7, November 2020.
[12] R. Mahmood, S. Jia, A. Lv, and M.S. Babel, “An integrative analysis of hydroclimatic elements in the three-river source region for historical and future periods: shift toward an intensified hydrological cycle,” International Soil and Water Conservation Research, vol. 2095-6339, pp. 1-6, January 2024.
[13] M. Seibert, B. Merz, and H. Apel, “Seasonal forecasting of hydrological drought in the Limpopo River basin: a comparison of statistical methods,” Hydrology and Earth System Sciences, vol. 21 (3), pp. 1611-1616, March 2017.
[14] Y. Shen, S. Wang, B. Zhang, and J. Zhu “Development of a stochastic hydrological modelling system for improving ensemble streamflow prediction,” Journal of Hydrology, vol. 608 (2022) 127683, pp. 1-6, March 2022.
[15] F. Xiao, X. Wang, and C. Fu, “Impacts of land use/ land cover and climate change on the hydrological cycle in the Xiaoxingkai Lake basin,” Journal of Hydrology: Regional Studies, vol. 47 (2023) 101422, pp. 1-6, May 2023.
[16] B. Nyikadzino, M. Chitakira, and S. Muchuru, “Rainfall and runoff trend analysis in the Limpopo River basin using the Mann Kendall statistic,” Physics and Chemistry of the Earth, vol. 117 (2020) 102870, pp. 1-8, April 2020.
[17] V. M. Mehta, H. Wang, K. Mendoza, and N.J. Rosenberg “Predictability and prediction of decadal hydrologic cycles: A case study in Southern Africa,” Weather and Climate Extremes, vol. 3 (2014) 47-53, pp. 47-50, April 2014.
[18] Y. R. Fan, X. Shi, Q. Y. Duan, and L. Yu “Towards reliable uncertainty quantification for hydrologic prediction, Part I: Development of a particle copula Metropolis-Hastings method’, Journal of Hydrology, vol. 612 (2022) 128163, pp. 1-4, July 2022.
[19] F. Gurbuz, A. Mudireddy, R. Mantilla, and S. Xiao “Using a physics-based hydrological model and storm transposition to investigate machine-learning algorithms for streamflow prediction,” Journal of Hydrology, vol. 628 (2024) 130504, pp. 1-4, November 2023.
[20] M. Achite, et al. “An improved adaptive neuro-fuzzy inference system for hydrological drought prediction in Algeria,” Physics and Chemistry of the Earth, vol. 131 (2023) 103451, pp. 1-6, July 2023.
[21] X. Li, Q. Sun, Y. Zhang, J. Sha, and M. Zhang “Enhancing hydrological extremes prediction accuracy: Integrating diverse loss functions in Transformer models,” Environmental Modelling and Software, vol. 177 (2024) 106042, pp. 1-5, April 2024.
[22] Design trend Mann-Kendall, Mann-Kendall test for monotonic trend (Online) © Pacific Northwest National laboratory.
[23] E. Mosase, and L. Ahiablame, “Rainfall and temperature in the Limpopo River basin, Southern Africa: Means, Variations, and Trends from 1979 to 2013,” Water, vol. 10 364, pp. 1-14, March 2018.
[24] USAID, “Climate change information fact sheet Southern Africa” United States Agency International Development, September 2015.
[25] World Bank Group. Climate Risk Country Profile: South Africa, 2021.
[26] Researchgate, Map of Limpopo River basin with the riparian countries major tributaries and the seven (Online) © ResearchGate 2008 – 2025.
[27] Google Earth Pro. (Online Software) Google 2025.
[28] Microsoft Bing images, Limpopo River basin map, (Online) © Microsoft 2025.