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A prediction model for local scour depth based on BP and GA-BP neural network

A prediction model for local scour depth based on BP and GA-BP neural network

Authors :
Chong Lin
Li Zongyu
Hanyu Zhou
Haiyang Dong
Source :
IOP Conference Series: Earth and Environmental Science. 525:012005
Publication Year :
2020
Publisher :
IOP Publishing, 2020.

Abstract

A prediction model for the local scouring depth at bridge piers is built using BP and GA-BP neural network method. Measured data is collected from laboratory tests and field observation to work as train set of the predicting model which is verified by the measured data of Hangzhou Bay Bridge. The result shows that the predicted values of the local scour depth of the piers obtained by the two models are in good agreement with the measured values, which is more suitable than the existing general formula. What’s more, GA-BP model performs better than BP model.

Details

ISSN :
17551315 and 17551307
Volume :
525
Database :
OpenAIRE
Journal :
IOP Conference Series: Earth and Environmental Science
Accession number :
edsair.doi...........c3ffd09e9ca79978a560ec1918adfddf
Full Text :
https://doi.org/10.1088/1755-1315/525/1/012005