Scour modeling using deep neural networks based on hyperparameter optimization

ICT Express - Tập 8 - Trang 357-362 - 2022
Mohammed Asim1, Adnan Rashid2, Tanvir Ahmad1
1Department of Computer Engineering, Jamia Millia Islamia (Central University), New Delhi, India
2Department of Civil Engineering, Jamia Millia Islamia (Central University), New Delhi, India

Tài liệu tham khảo

Kothyari, 2001, Scour around spur dikes and bridge abutments, J. Hydraul. Eng., 39, 367, 10.1080/00221680109499841 Pandey, 2017, Scour around impermeable spur dikes: a review, ISH J. Hydraul. Eng., 1 Lee, 2007, Neural network modeling for estimation of scour depth around bridge piers, J. Hydrodyn., 19, 378, 10.1016/S1001-6058(07)60073-0 Kaya, 2010, Artificial neural network study of observed pattern of scour depth around bridge piers, Comput. Geotech., 37, 413, 10.1016/j.compgeo.2009.10.003 Barbhuiya, 2014, Live-bed local scour around vertical-wall abutments, ISH J. Hydraul. Eng., 20, 339, 10.1080/09715010.2014.925331 Shahidi, 2014, Prediction of scour at abutments using piecewise regression, 79 Kayatürk, 2005 Dey, 2005, Time variation of scour at abutments, J. Hydraul. Eng., 131, 11, 10.1061/(ASCE)0733-9429(2005)131:1(11) Chaurasia, 2002, Local scour around bridge abutments, Int. J. Sed. Res., 17, 48 Richardson, 2001, Evaluating scour at bridges Froehlich, 1989, Local scour at bridge abutments, 13 Gill, 1972, Erosion of sand beds around spur dikes, J. Hydraul. Div. ASCE, 98, 1587, 10.1061/JYCEAJ.0003406 Kingma, 2015 Affonso, 2017, Deep learning for biological image classification, Expert Syst. Appl., 85, 114, 10.1016/j.eswa.2017.05.039 Chong, 2017, Deep learning networks for stock market analysis and prediction: Methodology, data representations, and case studies, Expert Syst. Appl., 83, 187, 10.1016/j.eswa.2017.04.030 Guven, 2011, A multi-output descriptive neural network for estimation of scour geometry downstream from hydraulic structures, Adv. Eng. Softw., 42, 85, 10.1016/j.advengsoft.2010.12.005 Chollet, 2015 Duchi, 2011 Hinton, 2012 Muzzammil, 2008, Application of neural networks to scour depth prediction at the bridge abutments, Eng. Appl. Comput. Fluid Mech., 2, 30