Arid
DOI10.1080/10798587.2015.1120991
Comparison of different methods for reconstruction of instantaneous peak flow data
Fathzadeh, Ali1; Jaydari, Azam2; Taghizadeh-Mehrjardi, Ruhollah1
通讯作者Fathzadeh, Ali
来源期刊INTELLIGENT AUTOMATION AND SOFT COMPUTING
ISSN1079-8587
EISSN2326-005X
出版年2017
卷号23期号:1页码:41-49
英文摘要

In arid and semi-arid regions, documentary data of past floods remain justly rare and highly fragmentary in most cases. Existence of many effective parameters on maximum flood discharge and the complex relationships between them is an important challenge in the reconstruction of these data and hence, it limited the application of traditional methods. In this paper, an alternative approach (i.e. artificial intelligence methods) has been evaluated to determine the interactive relations of them. To this end, flow data was collected from 29 gauging stations in the central part of Iran for the period 1965 to 2007. Following quality and homogeneity controls of the data, reconstruction of instantaneous peak flow time series were made using maximum daily data by four different methods; regression method (REG), artificial neural network (ANN), genetic algorithm (GA) and adaptive neuro-fuzzy inference system (ANFIS). Results showed that in all studied stations, ANFIS reconstructs instantaneous peak flow values with the highest accuracy among the four tested methods.


英文关键词Peak discharge ANFIS ANN GA central part of Iran
类型Article
语种英语
国家Iran
收录类别SCI-E
WOS记录号WOS:000393797300005
WOS关键词ARTIFICIAL NEURAL-NETWORK ; LONG-TERM PREDICTION ; MODELS ; DISCHARGES ; PARAMETERS ; SYSTEM ; RIVER ; ANN
WOS类目Automation & Control Systems ; Computer Science, Artificial Intelligence
WOS研究方向Automation & Control Systems ; Computer Science
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/199670
作者单位1.Ardakan Univ, Dept Agr & Nat Resources, Yazd, Iran;
2.Yazd Univ, Dept Nat Resources & Desert Sci, Yazd, Iran
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GB/T 7714
Fathzadeh, Ali,Jaydari, Azam,Taghizadeh-Mehrjardi, Ruhollah. Comparison of different methods for reconstruction of instantaneous peak flow data[J],2017,23(1):41-49.
APA Fathzadeh, Ali,Jaydari, Azam,&Taghizadeh-Mehrjardi, Ruhollah.(2017).Comparison of different methods for reconstruction of instantaneous peak flow data.INTELLIGENT AUTOMATION AND SOFT COMPUTING,23(1),41-49.
MLA Fathzadeh, Ali,et al."Comparison of different methods for reconstruction of instantaneous peak flow data".INTELLIGENT AUTOMATION AND SOFT COMPUTING 23.1(2017):41-49.
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