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Application of Exponentially Weighted Moving Average Charts for Monitoring Rainfall Variability Across Nigeria’s Geopolitical Zones

Omotoso Saliu Adewole Kayode Olarewaju Joseph Atanlogun Kolawole Sunday Edwin Oluwatoyin Ayodele

Subject area: Science,Engineering and Technology  ·  Area of research: Weighted Moving Average Charts

DOI: 10.64388/IREV7I8-1718249

Abstract

This study investigates rainfall variability across Nigeria’s six geopolitical zones using Exponentially Weighted Moving Average (EWMA) control charts and long-term rainfall data spanning 1981–2022. EWMA control charts were employed to detect shifts, trends, and anomalies in rainfall patterns because of their sensitivity to small changes in time-series data reveal clear spatial disparities: the northern regions experienced prolonged low-rainfall anomalies, whereas the southern regions showed increasing variability and frequent high-rainfall anomalies. These patterns reflect the impacts of emerging climate change and the associated hydrological risks. The findings demonstrate that EWMA control charts provide a reliable statistical framework for rainfall monitoring and support evidence-based policy decisions in agriculture, water resource management, and disaster risk reduction.

Keywords

Rainfall Variability, EWMA Control Chart, Climate Change, Nigeria, Statistical Monitoring

References

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[2] P. M. S. N. Kumar and D. N. R. Iyer (2015). "EWMA for monitoring rainfall variability in India." Indian Journal of Meteorology.

[3] Becker, P., et al. (2012). "EWMA for detecting trends in rainfall data in Central Africa." Journal of Climate Research.

[4] Singh, R., et al. (2013). "Application of EWMA in seasonal rainfall patterns of India." Agricultural Meteorology Journal, vol., p..

[5] Jaramillo, L., et al. (2011). "EWMA in drought monitoring in South America." International Journal of Water Resources.

[6] Okoro, U.K. (2023). Decadal rainfall trends and variability across Nigeria. International Journal of Environment and Climate Change. https://doi.org/10.9734/ijecc/2023/v13i113434.

[7] Ogundari et al. (2023). Rainfall variability and trends in Nigeria: implications for agricultural production Microeconomics Studies

[8] Research Square (2023). Rainfall, Drought, and Flood Events in Nigeria: Variability and Climate Change Implications

[9] Adefolalu, D. O. (1986). Rainfall trends in Nigeria. Theoretical and Applied Climatology, 37(3-4), 205–219. https://doi.org/10.1016/j.tclim.1986.16.009.

[10] Oladipo, E. O. (1995). Some statistical characteristics of drought area variations in the savanna region of Nigeria. Theoretical and Applied Climatology, 50(2), 147–155. https://doi.org/10.1016/j.tacc.1995.1995.

[11] Montgomery, D. C. (2009). Introduction to statistical quality control (6th ed.). Wiley.

How to cite this paper

Omotoso Saliu Adewole, Kayode Olarewaju Joseph, Atanlogun Kolawole Sunday, Edwin Oluwatoyin Ayodele "Application of Exponentially Weighted Moving Average Charts for Monitoring Rainfall Variability Across Nigeria’s Geopolitical Zones" Iconic Research And Engineering Journals Volume 7 Issue 8 2024 Page 602-607 https://doi.org/10.64388/IREV7I8-1718249
Omotoso Saliu Adewole, Kayode Olarewaju Joseph, Atanlogun Kolawole Sunday, Edwin Oluwatoyin Ayodele "Application of Exponentially Weighted Moving Average Charts for Monitoring Rainfall Variability Across Nigeria’s Geopolitical Zones" Iconic Research And Engineering Journals, vol. 7, no. 8, Feb. 2024, doi: https://doi.org/10.64388/IREV7I8-1718249
Omotoso Saliu Adewole, Kayode Olarewaju Joseph, Atanlogun Kolawole Sunday, Edwin Oluwatoyin Ayodele (2024). Application of Exponentially Weighted Moving Average Charts for Monitoring Rainfall Variability Across Nigeria’s Geopolitical Zones. Iconic Research And Engineering Journals, 7(8). doi: https://doi.org/10.64388/IREV7I8-1718249
Omotoso Saliu Adewole, Kayode Olarewaju Joseph, Atanlogun Kolawole Sunday, Edwin Oluwatoyin Ayodele "Application of Exponentially Weighted Moving Average Charts for Monitoring Rainfall Variability Across Nigeria’s Geopolitical Zones" Iconic Research And Engineering Journals, vol. 7, no. 8, Feb. 2024. Crossref, https://doi.org/10.64388/IREV7I8-1718249
@article{1718249,
      author = {Omotoso Saliu Adewole, Kayode Olarewaju Joseph, Atanlogun Kolawole Sunday, Edwin Oluwatoyin Ayodele},
      title = {Application of Exponentially Weighted Moving Average Charts for Monitoring Rainfall Variability Across Nigeria’s Geopolitical Zones},
      journal = {Iconic Research And Engineering Journals},
      year = {2024},
      volume = {7},
      number = {8},
      pages = {602-607},
      issn = {2456-8880},
      url = {https://www.irejournals.com/formatedpaper/1718249.pdf},
      abstract = {This study investigates rainfall variability across Nigeria’s six geopolitical zones using Exponentially Weighted Moving Average (EWMA) control charts and long-term rainfall data spanning 1981–2022. EWMA control charts were employed to detect shifts, trends, and anomalies in rainfall patterns because of their sensitivity to small changes in time-series data reveal clear spatial disparities: the northern regions experienced prolonged low-rainfall anomalies, whereas the southern regions showed increasing variability and frequent high-rainfall anomalies. These patterns reflect the impacts of emerging climate change and the associated hydrological risks. The findings demonstrate that EWMA control charts provide a reliable statistical framework for rainfall monitoring and support evidence-based policy decisions in agriculture, water resource management, and disaster risk reduction.},
      keywords = {Rainfall Variability, EWMA Control Chart, Climate Change, Nigeria, Statistical Monitoring},
      month = {February},
      doi = {https://doi.org/10.64388/IREV7I8-1718249}
  }