EN
TR
THE ESTIMATION OF MISSING FLOW RECORDS BY CORRELATION AND NEURAL NETWORKS IN FIRAT BASIN
Öz
ABSTRACT In this study, the estimation of the missing flow records, which was obtained from number 2178 flow monitoring station in Fırat basin, is fulfilled by using correlation and neural networks(NN). The missing data of number of 2178 station are completed from the number of 2164 station which is on the Göynük stream. Firstly, a NN model was constructed using number 2164 and 2178 station flow records and later missing flow record of number 2178 station was estimated using this NN model. While constructing the neural network model, Levenberg-Marquart back propagation algorithm was used. The validation of the model is tested with 3-fold cross validation test. The results that were obtained with both correlation and neural networks are compared. It is concluded that the results obtained NN methods are more reliable than correlation methods.
Anahtar Kelimeler
Details
Primary Language
Turkish
Subjects
-
Journal Section
-
Publication Date
February 1, 2009
Submission Date
August 29, 2014
Acceptance Date
-
Published in Issue
Year 2009 Volume: 4 Number: 1
APA
Dursun, Ö., & Karabatak, M. (2009). THE ESTIMATION OF MISSING FLOW RECORDS BY CORRELATION AND NEURAL NETWORKS IN FIRAT BASIN. Engineering Sciences, 4(1), 30-40. https://doi.org/10.12739/nwsaes.v4i1.5000067163
AMA
1.Dursun Ö, Karabatak M. THE ESTIMATION OF MISSING FLOW RECORDS BY CORRELATION AND NEURAL NETWORKS IN FIRAT BASIN. Engineering Sciences. 2009;4(1):30-40. doi:10.12739/nwsaes.v4i1.5000067163
Chicago
Dursun, Ö.faruk, and Murat Karabatak. 2009. “THE ESTIMATION OF MISSING FLOW RECORDS BY CORRELATION AND NEURAL NETWORKS IN FIRAT BASIN”. Engineering Sciences 4 (1): 30-40. https://doi.org/10.12739/nwsaes.v4i1.5000067163.
EndNote
Dursun Ö, Karabatak M (February 1, 2009) THE ESTIMATION OF MISSING FLOW RECORDS BY CORRELATION AND NEURAL NETWORKS IN FIRAT BASIN. Engineering Sciences 4 1 30–40.
IEEE
[1]Ö. Dursun and M. Karabatak, “THE ESTIMATION OF MISSING FLOW RECORDS BY CORRELATION AND NEURAL NETWORKS IN FIRAT BASIN”, Engineering Sciences, vol. 4, no. 1, pp. 30–40, Feb. 2009, doi: 10.12739/nwsaes.v4i1.5000067163.
ISNAD
Dursun, Ö.faruk - Karabatak, Murat. “THE ESTIMATION OF MISSING FLOW RECORDS BY CORRELATION AND NEURAL NETWORKS IN FIRAT BASIN”. Engineering Sciences 4/1 (February 1, 2009): 30-40. https://doi.org/10.12739/nwsaes.v4i1.5000067163.
JAMA
1.Dursun Ö, Karabatak M. THE ESTIMATION OF MISSING FLOW RECORDS BY CORRELATION AND NEURAL NETWORKS IN FIRAT BASIN. Engineering Sciences. 2009;4:30–40.
MLA
Dursun, Ö.faruk, and Murat Karabatak. “THE ESTIMATION OF MISSING FLOW RECORDS BY CORRELATION AND NEURAL NETWORKS IN FIRAT BASIN”. Engineering Sciences, vol. 4, no. 1, Feb. 2009, pp. 30-40, doi:10.12739/nwsaes.v4i1.5000067163.
Vancouver
1.Ö.faruk Dursun, Murat Karabatak. THE ESTIMATION OF MISSING FLOW RECORDS BY CORRELATION AND NEURAL NETWORKS IN FIRAT BASIN. Engineering Sciences. 2009 Feb. 1;4(1):30-4. doi:10.12739/nwsaes.v4i1.5000067163