Yıl 2018, Cilt 5, Sayı 2, Sayfalar 197 - 217 2018-08-01

On Some Climatic Scenarios For Turkey From The Perspective of Changes in the Annual Mean Temperatures via Aggregation by Steady-State Distribution

Salih Çelebioğlu [1]

45 77

In this study, it is tried to give a system of Markov chains approach to the trend of annual mean temperatures in Turkey. For this reason, a data of annual mean temperatures between the years 1965 - 2012 of 58 meteorological stations of Turkey are used. Each scenario is given as a solution to a quadratic programming problem for which is spanned by the transition matrices of twelve groups. The steady-state distribution method given here facilitates the multiple station Markov chain applications. In the meantime, the linear regression approaches in which the averages of station groups are considered as independent variables are as well introduced. It is also given comments on some scenarios while an extreme scenario as a solution to a few problems is pointed out to which is feared in respect of climatic change. 

Annual mean temperatures, climatic change, Markov chain, Aggregation by steady-state distribution, Linear regression
  • 1. Anisimov, V.V. (2008), Switching Processes in Queueing Models, John Wiley, Hoboken, NJ.
  • 2. Ball, J.E., Luk, K.C.(1998), Modeling spatial variability of rainfall over a catchment, J. Hydrol. Eng., 3, 122-130. https://doi.org/10.1061/(ASCE)1084-0699(1998)3:2(122)
  • 3. Boucherie, R.J. and van Dijk, N.M. (Eds.), Markov Decision Processes in Practice, International Series in Operations Research & Management Science, Springer, 2017.
  • 4. Can, A., Atimtay, A.T.(2002), Time series analysis of mean temperature data in Turkey, Applied Time Series, 4, 20-23.
  • 5. Cao, X.R., Ren, Z.Y., Bhatnagar, S., Fu, M., and Marcus, S. (2002), A time aggregation approach to Markov decision processes, Automata, 38: 929-943.
  • 6. Clark, E.B.(2008), A framework for modelling stochastic optimisation algorithms with Markov chains, PhD Thesis, University of York, Department of Electronics, November, 2008.
  • 7. Dessler, A.E., Introduction to Modern Climate Change, Cambridge University Press, 2012.
  • 8. Dobrovolski, S.G. (2000), Stochastic Climate Theory: Models and Applications, Berlin, Springer.
  • 9. Dogan, M., Ulke, A., Cigizoglu, H.K.(2015), Trend direction changes of Turkish temperature series in the first half of 1990s, Theor. Appl. Climatol., 121:23-29.
  • 10. Floudas, C.A., Visweswaran, V. (1995), Quadratic optimization, In: Horst R., Pardalos P.M., Handbook of Global Optimization, Vol 2. Springer, Kluwer, Dordrecht, pp 217-269.
  • 11. Imkeller, P. and von Storch, J.-S. (Eds.), Stochastic Climate Models. Progress in Probability, Springer, Basel, Birkhäuser Verlag, 2001.
  • 12. Kadioglu, M.(1997), Trends in surface air temperature data over Turkey, Int. J. Climatol., 17, 511-520.
  • 13. Karaburun, A., Demirci, A., Kara, F.(2012), Analysis of spatially distributed annual, seasonal and monthly temperatures in Marmara region from 1975 to 2006, Ozean Journal of Applied Sciences, 5(2), 131-149.
  • 14. Stein, M.L.(1999), Interpolation of Spatial Data: Some Theory for Kriging, Springer.
  • 15. Tayanc, M., Dalfes, H.N., Karaca, M., Yenigun, O.(1998), A comparative assessment of different methods for detecting inhomogeneities in Turkish temperature data set, Int. J. Climatol., 18, 561-578.
  • 16. Turkish General Directorate of Meteorology Weather Station (2012) Databanks of Turkish General Directorate of Meteorology, Ankara
  • 17. Ustaoglu, B.(2012), Trend analysis of annual mean temperature data using Mann-Kendall rank correlation test in Catalca-Kocaeli peninsula, northwest of Turkey for the period of 1970-2011, IBAC, 2, 276-287. http://dspace.epoka.edu.al/handle/1/379
  • 18. von Storch, H. and Navarra, A. (Eds.), Analysis of Climate Variability: Applications of Statistical Techniques, Berlin, Springer Verlag, 1995.
  • 19. Yin, G.G. and Zhang, Q. (2013), Continuous- Time Markov Chains and Applications: A- Two- Time Scale Approach, Second Edition, Springer.
Birincil Dil en
Konular Mühendislik ve Temel Bilimler
Dergi Bölümü Research Articles
Yazarlar

Orcid: 0000-0002-9440-8642
Yazar: Salih Çelebioğlu (Sorumlu Yazar)
Kurum: GAZİ ÜNİVERSİTESİ
Ülke: Turkey


Bibtex @araştırma makalesi { ijegeo426733, journal = {International Journal of Environment and Geoinformatics}, issn = {}, eissn = {2148-9173}, address = {Cem GAZİOĞLU}, year = {2018}, volume = {5}, pages = {197 - 217}, doi = {10.30897/ijegeo.426733}, title = {On Some Climatic Scenarios For Turkey From The Perspective of Changes in the Annual Mean Temperatures via Aggregation by Steady-State Distribution}, key = {cite}, author = {Çelebioğlu, Salih} }
APA Çelebioğlu, S . (2018). On Some Climatic Scenarios For Turkey From The Perspective of Changes in the Annual Mean Temperatures via Aggregation by Steady-State Distribution. International Journal of Environment and Geoinformatics, 5 (2), 197-217. DOI: 10.30897/ijegeo.426733
MLA Çelebioğlu, S . "On Some Climatic Scenarios For Turkey From The Perspective of Changes in the Annual Mean Temperatures via Aggregation by Steady-State Distribution". International Journal of Environment and Geoinformatics 5 (2018): 197-217 <http://dergipark.gov.tr/ijegeo/issue/38250/426733>
Chicago Çelebioğlu, S . "On Some Climatic Scenarios For Turkey From The Perspective of Changes in the Annual Mean Temperatures via Aggregation by Steady-State Distribution". International Journal of Environment and Geoinformatics 5 (2018): 197-217
RIS TY - JOUR T1 - On Some Climatic Scenarios For Turkey From The Perspective of Changes in the Annual Mean Temperatures via Aggregation by Steady-State Distribution AU - Salih Çelebioğlu Y1 - 2018 PY - 2018 N1 - doi: 10.30897/ijegeo.426733 DO - 10.30897/ijegeo.426733 T2 - International Journal of Environment and Geoinformatics JF - Journal JO - JOR SP - 197 EP - 217 VL - 5 IS - 2 SN - -2148-9173 M3 - doi: 10.30897/ijegeo.426733 UR - http://dx.doi.org/10.30897/ijegeo.426733 Y2 - 2018 ER -
EndNote %0 International Journal of Environment and Geoinformatics On Some Climatic Scenarios For Turkey From The Perspective of Changes in the Annual Mean Temperatures via Aggregation by Steady-State Distribution %A Salih Çelebioğlu %T On Some Climatic Scenarios For Turkey From The Perspective of Changes in the Annual Mean Temperatures via Aggregation by Steady-State Distribution %D 2018 %J International Journal of Environment and Geoinformatics %P -2148-9173 %V 5 %N 2 %R doi: 10.30897/ijegeo.426733 %U 10.30897/ijegeo.426733
ISNAD Çelebioğlu, Salih . "On Some Climatic Scenarios For Turkey From The Perspective of Changes in the Annual Mean Temperatures via Aggregation by Steady-State Distribution". International Journal of Environment and Geoinformatics 5 / 2 (Ağustos 2018): 197-217. http://dx.doi.org/10.30897/ijegeo.426733