Application of trend analysis and artificial neural networks methods: The case of Sakarya River

Document Type : Article

Authors

1 Sakarya University, Technology Faculty, Department of Civil Engineering, Sakarya, Turkey.

2 Sakarya University, Faculty of Engineering, Department of Civil Engineering, Sakarya, Turkey.

3 Sakarya University, Science Institute, Department of Civil Engineering, Bolu, Turkey

4 Uludag University, Vocational School of Karacabey, Department of Computer Technology, Bursa, Turkey

Abstract

Various arti cial intelligence techniques are used in order to make prospective estimations with available data. The most common and applied method among these arti ficial intelligence techniques is Artifi cial Neural Networks (ANN). On the other hand,another method which is used in order to make prospective estimations with available data is Trend Analysis. When the relation of these two methods is analyzed, Artifi cial Neural Networks method can present the prospective estimation numerically, while there is no such a case in Trend Analysis. Trend Analysis method presents result of prospective estimation as a decrease or increase in data. Therefore, it is quite important to make a comparison between these methods which brings about prospective estimation with the available data, because these two methods are used in most of these studies. In this study, annual average stream flow and suspended load measured in Sakarya River along with average annual rainfall trend were analyzed with trend analysis method. Daily, weekly, and monthly average stream
flows and suspended loads measured in Sakarya River and average daily, weekly, and monthly rainfall data of Sakarya were all analyzed by ANN Model. Results of trend analysis method and ANN model were compared.

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Scientia Iranica
Volume 24, Issue 3
Transactions on Civil Engineering (A)
May and June 2017
Pages 993-999

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History

  • Receive Date: 07 November 2015
  • Revise Date: 01 February 2016
  • Accept Date: 05 September 2016

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