Prediction of Long-term Monthly Temperature and Rainfall in Turkey

被引:38
作者
Bilgil, M. [1 ]
Sahin, B. [1 ]
机构
[1] Cukurova Univ, Fac Engn & Architecture, Dept Mech Engn, TR-01330 Adana, Turkey
关键词
artificial neural network; prediction; rainfall; temperature; ARTIFICIAL NEURAL-NETWORK;
D O I
10.1080/15567030802467522
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
In this study, artificial neural networks were applied to predict the long-term monthly temperature and rainfall at any target point of Turkey based on the use of the neighboring measuring stations data. For this purpose, meteorological data measured by the Turkish State Meteorological Service between the years 1975 and 2006 from 76 measuring stations were used a straining (59 stations) and testing (17 stations) data. Four neurons which receive input signals of latitude, longitude, altitude, and month were used in the input layer of the network. Two neurons, which produce corresponding out put signals of the long-term monthly temperature and rainfall, were utilized in the output layer of the network. Finally, the values determined by the artificial neural network model were compared with the actual data. Errors obtained in this model are well with in acceptable limits.
引用
收藏
页码:60 / 71
页数:12
相关论文
共 50 条
[31]   Long-term prediction of the Earth Orientation Parameters by the artificial neural network technique [J].
Liao, D. C. ;
Wang, Q. J. ;
Zhou, Y. H. ;
Liao, X. H. ;
Huang, C. L. .
JOURNAL OF GEODYNAMICS, 2012, 62 :87-92
[32]   Rapid prediction of long-term deflections in composite frames [J].
Pendharkar, Umesh ;
Patel, K. A. ;
Chaudhary, Sandeep ;
Nagpal, A. K. .
STEEL AND COMPOSITE STRUCTURES, 2015, 18 (03) :547-563
[33]   Long-term monthly streamflow forecasting in humid and semiarid regions [J].
Fouchal, Amel ;
Souag-Gamane, Doudja .
ACTA GEOPHYSICA, 2019, 67 (04) :1223-1240
[34]   Prediction of monthly rainfall in Victoria, Australia: Clusterwise linear regression approach [J].
Bagirov, Adil M. ;
Mahmood, Arshad ;
Barton, Andrew .
ATMOSPHERIC RESEARCH, 2017, 188 :20-29
[35]   Long-term trends and variability of rainfall extremes in the Philippines [J].
Villafuerte, Marcelino Q., II ;
Matsumoto, Jun ;
Akasaka, Ikumi ;
Takahashi, Hiroshi G. ;
Kubota, Hisayuki ;
Cinco, Thelma A. .
ATMOSPHERIC RESEARCH, 2014, 137 :1-13
[36]   Monthly Rainfall Forecasting Using Temperature and Climate Indices through a Hybrid Method in Queensland, Australia [J].
Ghamariadyan, Meysam ;
Imteaz, Monzur A. .
JOURNAL OF HYDROMETEOROLOGY, 2021, 22 (05) :1259-1273
[37]   Long-term trends in precipitation and temperature across the Caribbean [J].
Jones, Philip D. ;
Harpham, Colin ;
Harris, Ian ;
Goodess, Clare M. ;
Burton, Aidan ;
Centella-Artola, Abel ;
Taylor, Michael A. ;
Bezanilla-Morlot, Arnoldo ;
Campbell, Jayaka D. ;
Stephenson, Tannecia S. ;
Joslyn, Ottis ;
Nicholls, Keith ;
Baur, Timo .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2016, 36 (09) :3314-3333
[38]   Prediction of Monthly Rainfall in Tamilnadu Using MSARIMA Models [J].
Sundaram, S. Meenakshi ;
Lakshmi, M. .
INTELLIGENT COMPUTING, COMMUNICATION AND DEVICES, 2015, 309 :353-359
[39]   Estimation of Turkey's long-term average temperature (°C) with three different interpolation methods [J].
Yilmaz, Cavit Berkay ;
Bodu, Hilal ;
Yuce, Ethem Sabri ;
Demir, Vahdettin ;
Sevimli, Mehmet Faik .
GEOMATIK, 2023, 8 (01) :9-17
[40]   Turkey's Long-Term Electricity Consumption Forecast [J].
Emec, S. ;
Akkaya, G. .
JOURNAL OF SCIENTIFIC & INDUSTRIAL RESEARCH, 2022, 81 (12) :1336-1341