Daily Wind Speed Time Series Forecast Model at an Altitude of 120 Meters in Koh Phayam, Mueang Ranong, Ranong

Authors

  • Warangkhana Riansut Associate Professor, Department of Mathematics and Statistics, Faculty of Science, Thaksin University

Keywords:

Box-Jenkins, Exponential smoothing, Combining forecasts, Root mean squared error

Abstract

The aim of this research is to construct five methods of forecasting daily wind speed at an altitude of 120 meters in Koh Phayam, Mueang Ranong, Ranong Province, namely, Box-Jenkins method, Holt’s exponential smoothing method, Brown’s exponential smoothing method, damped trend exponential smoothing method, and combining forecasts method. Time series of wind speed were gathered from research center in energy and environment, Thaksin university during 1 January 2012 to 30 September 2015 of 1,369 days. The criterion of the lowest root mean squared error was used for comparing the suitability of the forecasting model. The results indicated that the most accurate method was the combining forecasts method (RMSE = 2.0306) which the forecasting model was

 

References

Waewsak J, Riansut W. A comparison of forecasting methods for wind speed at an altitude of 120 meters in Mukdahan province. UTK Research Journal. 2019; 13(2): 115-130. Thai.

Waewsak J, Kongruang C, Tirawanichakul Y, Tirawanichakul S, Matan N, Promphat C, et.al., The feasibility study of wind farm power plants along the coastal lines of southern Thailand. Bangkok, Thailand: Office of the National Research Council of Thailand; 2008. Thai.

Waewsak J, Riansut W. A comparison of forecasting methods for wind speed at an altitude of 120 meters in Ranong province. KMUTT Research and Development Journal. 2020; 43(3): 229-242. Thai.

Riansut W. Daily wind speed forecast model at an altitude of 120 meters, Pak Phanang district, Nakhon Si Thammarat province. The Journal of Applied Science. 2020; 19(1): 95-109. Thai.

Riansut W. A comparison of forecasting methods for wind speed at an altitude of 120 meters, Pak Phanang district, Nakhon Si Thammarat province. RMUTSV Research Journal. 2021; 13(1): 24-39. Thai.

Manmin M. Time series and forecasting. Bangkok: Foreprinting; 2006. Thai.

Ket-iam S. Forecasting technique. 2nd ed. Songkhla: Thaksin University Book Center; 2005. Thai.

Box GEP, Jenkins GM, Reinsel GC. Time series analysis: forecasting and control. 3rd ed. New Jersey: Prentice Hall; 1994.

Montgomery DC, Peck EA, Vining GG. Introduction to linear regression analysis. 4th ed. New York: Wiley; 2006.

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Published

2023-12-26

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Section

บทความวิจัย