Trend Analysis and Fluctuations of Air Temperature During Winter: A Case Study of the Northeast Region of Thailand
Abstract
This work aims to study and analyze the trend and fluctuations of air temperature during winter in the northeast region of Thailand using the data collected from the weather station of the Thai Meteorological Department (1987-2022). The result from the coefficient of variation data found that the variation of maximum (TMax) and mean (TMean) temperature was similar in all stations and lower than minimum temperature (TMin). Mann-Kendall test and Sen’s slope were used to extract the temperature trend, found that almost all stations had a warming trend. The magnitude of the increment of TMean was about 0.035 °C yr⁻¹. The high value of magnitude was found at the northern and western edge of the region as well as the center and southeast areas. The Pettitt test was used to find an abruption change period and found that the most of stations had a changing direction to warming. The summarization of this study indicated that the air temperature during winter in the northeast region of Thailand had an increasing trend which could be evidence of climate change in the area.
Keywords: Mann–Kendall test, Sen’s slope estimator, change-point detection, winter climate variability, long-term temperature monitoring
© 2026 Serbian Geographical Society, Belgrade, Serbia.
This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution-NonCommercial-NoDerivs 3.0 Serbia.
Full Text:
PDFReferences
Aditya, F., Gusmayanti, E., & Sudrajat, J. (2021). Rainfall trend analysis using Mann–Kendall and Sen’s slope estimator test in West Kalimantan. IOP Conference, Series: Earth and Environmental Science, 893(1), Article 012006. DOI 10.1088/1755-1315/893/1/012006
Al-Mutairi, M., Labban, A., Abdeldym, A., & Abdel Basset, H. (2023). Trend analysis and fluctuations of winter temperature over Saudi Arabia. Climate, 11(3), Article 67. https://doi.org/10.3390/cli11030067
Arnell, N. W., Lowe, J. A., Challinor, A. J., & Osborn, T. J. (2019). Global and regional impacts of climate change at different levels of global temperature increase. Climatic Change, 155(3), 377–391. https://doi.org/10.1007/s10584-019-02464-z
Badescu, A. M. (2024). Variations of the zero degrees isotherm and environmental lapse rate recorded with ADS-B and Mode S EHS messages. Scientific Reports, 14, Article 25488. https://doi.org/10.1038/s41598-024-76996-5
Boonpragob, K., Limsakul, A., Wattayakorn, G., Santisirisomboon, J., Kreasuwan, J., Sukawat, D., Bhatrastaponkul, T., Pumijumnong, N., Singhruck, P., Diloksumpun, S., Janjai, S., & Limjirakarn, S. (2011). Thailand assessment report on climate change: Synthesis knowledge on scientific basis of climate change (Report No. RDG5330004). Thailand Science Research and Innovation (TSRI).
Bran, S. H., Macatangay, R., Surapipith, V., Chotamonsak, C., Chantara, S., Han, Z., & Li, J. (2022). Surface PM₂.₅ mass concentrations during the dry season over northern Thailand: Sensitivity to model aerosol chemical schemes and the effects on regional meteorology. Atmospheric Research, 277, Article 106303. DOI:10.1016/j.atmosres.2022.106303
Chen, X., Zhou, T., & Wu, B. (2019). Rapid winter warming in East Asia. Climate Dynamics, 53, 1231–1245.
Chinvanno, S., Laung-Aram, V., Sangmanee, C., & Thanakitmetavut, J. (2008). Simulation of future climate scenario for Thailand and surrounding countries (Full report). The Thailand Research Fund (TRF).
Cholathat, R. (2015). Climate change and potential solution. Journal of Social Sciences, Srinakharinwirot University, 18(18), 416–431. DOI:10.29121/granthaalayah.v3.i9SE.2015.3106
Deb, P., Babel, M. S., & Denis, A. F. (2018). Multi-GCMs approach for assessing climate change impact on water resources in Thailand. Modeling Earth Systems and Environment, 4, 825–839. https://doi.org/10.1007/s40808-018-0428-y
Department of Mineral Resources. (2014). Geology of Thailand. Bangkok, Thailand: Ministry of Natural Resources and Environment.
Dunn, R. J. H., Willett, K. M., Parker, D. E., & Mitchell, L. (2020). Expanding global nighttime temperature datasets and implications for warming asymmetry. Journal of Climate, 33(14), 5991–6008.
Hoang, L. P., Lauri, H., Kummu, M., Koponen, J., & Sarkkula, J. (2022). Recent climate variability and change in the Mekong River Basin. Hydrology and Earth System Sciences, 26, 227–245.
IPCC. (2021). Sixth assessment report. https://www.ipcc.ch/assessment-report/ar6/
Jalilibal, Z., Amiri, A., Castagliola, P., & Khoo, M. B. (2021). Monitoring the coefficient of variation: A literature review. Computers & Industrial Engineering, 161, Article 107600. DOI:10.1016/j.cie.2021.107600
Kliengchuay, W., Mingkhwan, R., Kiangkoo, N., Suwanmanee, S., Sahanavin, N., Kongpran, J., Aung, H. W., & Tantrakarnapa, K. (2024). Analyzing temperature, humidity, and precipitation trends in six regions of Thailand using innovative trend analysis. Scientific Reports, 14, Article 7800. DOI:10.1038/s41598-024-57980-5
Kornkosa, S., Phumkokrux, N., Pattanasak, P., & Manajitprasert, S. (2021). Analysis and prediction of meteorological drought area by using standardized precipitation index in Northeast Thailand. International Journal of Environmental Science and Development, 12(12), 372–376. DOI:10.18178/ijesd.2021.12.12.1363
Kumar, S. T. P., Lahiri, B., Nageswararao, M. M., Alvarado, R., & Sangma, S. N. (2023). Trend analysis and changepoint detection of climatic parameters in Northeast India. Ecological Informatics, 76, Article 102104. DOI:10.9734/ijecc/2024/v14i94440
Langkulsen, U., & Vichit-Vadakan, N. (2018). Effects of climate change and heat exposure among workers in Thailand. Thai Science and Technology Journal, 26(4), 680–693.
Li, X., Chen, H., & Zhou, T. (2022). Spatiotemporal variability of winter surface air temperature across subtropical Asia. International Journal of Climatology, 42(5), 2563-2578.
Limsakul, & Singhruck, P. (2016). Long-term climate variability in Thailand. Atmospheric Research, 169, 301–317. https://doi.org/10.1016/j.atmosres.2015.10.015
Liu, Q., Fu, C., Xu, Z., & Ding, A. (2025). Global warming intensifies extreme day-to-day temperature changes in mid–low latitudes. Nature Climate Change, 16(1), 69-76. DOI:10.1038/s41558-025-02486-9
Liu, Y., Chen, D., & Li, X. (2023). Elevation-dependent warming of minimum temperature across subtropical East Asia. Climate Dynamics, 60, 1821–1837. DOI:10.5194/tc-15-5765-2021
Mann, H. (1945). Non-parametric tests against trend. Econometrica, 13, 245–259.
McBean, E., & Motiee, H. (2008). Climate change impact on water resources in the Great Lakes. Hydrology and Earth System Sciences, 12(1), 239–255.
Mhokprakhon, M., & Chaiyakarm, T. (2023). Estimation of Land Surface Temperature in Northeast, Thailand Using Multi–Temporal Satellite Imageries. Burapha Science Journal, 136-154.
Nikolova, N., & Bárta, M. (2021). Changes in extreme air temperature in the Czech Republic. Bulletin of Serbian geographical society, 101(1), 77–87. https://doi.org/10.2298/GSGD2101077N
Noenplab, A. N. L. (2008). Climate change impact on rice yield in northern Thailand. Thai Rice Research Journal, 2(1), 82–94.
Panofsky, H. A., & Brier, G. W. (1958). Some applications of statistics to meteorology. Pennsylvania State University.
Park, C. E., Jeong, S. J., Joshi, M., & Ho, C. H. (2021). Intensification of nighttime warming in tropical and subtropical Asia. Environmental Research Letters, 16, 024040.
Pettitt, A. N. (1979). A non-parametric approach to the change-point problem. Journal of the Royal Statistical Society: Series C, 28(2), 126–135. https://doi.org/10.2307/2346729Digital Object Identifier (DOI)
Phumkokrux, N. (2021). Köppen–Geiger climate classification in Thailand. Folia Geographica, 63(2), 108–134.
Phumkokrux, N., Saengwat, S., Pattanasak, P., & Manajitprasert, S. (2022). Simulation of mean monthly maximum temperature in summer of northern region, Thailand using INMCM4. 0 model. Bulletin of Serbian geographical society, 102(2), 121-132. https://doi.org/10.2298/GSGD2202121P
Phumkokrux, N. (2023). Trend analysis and prediction of temperature change in continental Thailand. Bulletin of Serbian geographical society, 103(1), 65–86. https://doi.org/10.2298/GSGD2301065P
Phumkokrux, N., & Trivej, P. (2024). Temperature, precipitation, evapotranspiration, and Thornthwaite classification in Thailand. Atmosphere, 15(3), 379.
Pomoim, N., Hughes, A. C., Trisurat, Y., & Corlett, R. T. (2022). Climate change vulnerability of species in Thailand. Scientific Reports, 12, Article 5705.
Popov, T., Gnjato, S., Trbić, G., & Ivanišević, M. (2023). Air temperature and precipitation change in Banja Luka. Bulletin of Serbian geographical society, 103(2), 231–254. https://doi.org/10.2298/GSGD2302231P
Rahman, M. A., Islam, A. R. M. T., & Hassan, Q. K. (2022). Regime shifts in winter temperature across South Asia. Theoretical and Applied Climatology, 148, 1189–1203.
Romree, P., & Konwai, S. (2018). Tourism adaptation to climate change. In Proceedings of the First Aviation National Symposium (pp. 1–9).
Senapeng, P., Prahadchai, T., Guayjarernpanishk, P., Park, J. S., & Busababodhin, P. (2022). Spatial modeling of extreme temperature in Northeast Thailand. Atmosphere, 13(4), Article 589. https://doi.org/10.3390/atmos13040589
Sun, Y., Zhang, X., Ren, G., & Zwiers, F. W. (2023). Intensification of daytime warming across Asian land regions. Journal of Climate, 36(4), 1457–1472.
Supari, S., Tangang, F., Juneng, L., & Aldrian, E. (2020). Rainfall variability in Southeast Asia. Theoretical and Applied Climatology, 140, 123–139.
Tang, C., Tao, X., Wei, Y., Tong, Z., Zhu, F., & Lin, H. (2022). Analysis and Prediction of Wind Speed Effects in East Asia and the Western Pacific Based on Multi-Source Data. Sustainability, 14(19), 12089. https://doi.org/10.3390/su141912089
Thai Meteorological Department. (n.d.). TMD-knowledges. Retrieved from https://www.tmd.go.th/info/tmd-knowledges
Treeputtarat, C., & Wasi, C. (2011). Global warming and human pathogens. Journal of Health Systems Research, 5(1), 18–24.
Wang, L., Chen, W., & Zhou, W. (2017). Land–atmosphere interaction in monsoon Asia. Journal of Climate, 30, 1239–1254.
Waqas, M., Humphries, U. W., & Hlaing, P. T. (2024). Deep learning analysis of climate variability in Thailand. Results in Engineering, 24, Article 102997.
Weather Forecast Knowledge Management Committee. (2017). Order of the Thai Meteorological Department on the appointment of the Weather Forecast Knowledge Management Committee. Bangkok: Thai Meteorological Department.
You, Q., Wu, F., Wang, H., & Pepin, N. (2021). Rapid cold-season daytime warming across East Asia. Climate Dynamics, 57, 2341–2356.
Zhang, H., Wang, X., Hong, X., Wang, S., & Huang, Y. (2023). River–land breeze influence on PM₁₀ distribution in China. Frontiers in Earth Science, 10.
Zhao, W., Huang, J., & Zhang, Y. (2022). Nocturnal boundary-layer processes over continental plateaus. Atmospheric Research, 276, Article 106262.
Refbacks
- There are currently no refbacks.
