Multiple linear regression and genetic algorithm approaches to predict temporal scour depth near circular pier in non-cohesive sediment

Abstract Pier scour is a major problem for the safe and economical design of bridges. Large number of field and laboratory studies have been conducted to investigative the effect of significant variables. Present study is an attempt to develop a generalized scour prediction equation to investigate temporal variation of scour around circular bridges utilizing the data generated from our experimental study as well as data collected by earlier researchers. Nearly 1100 laboratory experimental data-sets were compiled and utilized to develop the generalized scour equation using MLR and GA. The scour depth predicted using GA was found to be more accurate than MLR. Further, the equation developed in the present study was compared to the previously proposed equations. It was found that the present equation complies with observed data better than the previously proposed equations. About 20% and 35% data-sets are found to be within the ±25% error line using previously proposed equations, while GA-based relationship gave about 52% of the data points within ±25% error line.

[1]  W. Hager,et al.  Temporal Evolution of Clear-Water Pier and Abutment Scour , 2002 .

[2]  Makarand Deo,et al.  Artificial neural networks in coastal and ocean engineering , 2010 .

[3]  P. Sharma,et al.  Three-dimensional velocity measurements around bridge piers in gravel bed , 2017 .

[4]  P. Sharma,et al.  Influence of cohesion on scour around submerged dike founded in clay–sand–gravel mixtures , 2016 .

[5]  A. Melih Yanmaz Temporal variation of clear water scour at cylindrical bridge piers , 2006 .

[6]  M. S. Guney,et al.  Study of the time-dependent clear water scour around circular bridge piers , 2017 .

[7]  Willi H. Hager,et al.  Further Results to Time-Dependent Local Scour at Bridge Elements , 2005 .

[8]  A. R. Kambekar,et al.  Estimation of pile group scour using neural networks , 2003 .

[9]  Loren Staplin,et al.  Highway Design Handbook for Older Drivers and Pedestrians , 2001 .

[10]  D. J. Hagerty,et al.  Analysis of 1993 Upper Mississippi Flood Highway Infrastructure Damage , 1999 .

[11]  P. Sharma,et al.  Scour around impermeable spur dikes: a review , 2018 .

[12]  P. Sharma,et al.  Estimation of maximum scour depth near a spur dike , 2016 .

[13]  Bruce W. Melville,et al.  Evaluation of Existing Equations for Local Scour at Bridge Piers , 2014 .

[14]  P. Sharma,et al.  Evaluation of existing equations for temporal scour depth around circular bridge piers , 2017, Environmental Fluid Mechanics.

[15]  Mohammad Muzzammil,et al.  Application of spreadsheet to estimate infiltration parameters , 2016 .

[16]  M. Janga Reddy,et al.  DEVELOPMENT OF STAGE-DISCHARGE RATING CURVE IN RIVER USING GENETIC ALGORITHMS AND MODEL TREE , 2010 .

[17]  A. Melih Yanmaz,et al.  STUDY OF TIME-DEPENDENT LOCAL SCOUR AROUND BRIDGE PIERS , 1991 .

[18]  António H. Cardoso,et al.  Clear-water scour at comparatively large cylindrical piers , 2013 .

[19]  Willi H. Hager,et al.  Generalized Approach for Clear-Water Scour at Bridge Foundation Elements , 2007 .

[20]  B. Melville,et al.  TIME SCALE FOR LOCAL SCOUR AT BRIDGE PIERS , 2000 .

[21]  R. Ferguson River Loads Underestimated by Rating Curves , 1986 .

[22]  R. Ditchfield,et al.  Development of bed features , 1992 .

[23]  H. Md. Azamathulla,et al.  Genetic Programming to Predict Bridge Pier Scour , 2010 .

[24]  M. Pandey,et al.  Maximum scour depth around bridge pier in gravel bed streams , 2018, Natural Hazards.

[25]  Sung-Uk Choi,et al.  Prediction of time‐dependent local scour around bridge piers , 2016 .

[26]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[27]  Mufeed Odeh,et al.  Large scale clear-water local pier scour experiments , 2004 .

[28]  P. Sharma,et al.  Experimental investigation of clear-water temporal scour variation around bridge pier in gravel , 2018, Environmental Fluid Mechanics.

[29]  Oscar Link,et al.  Geometry of developing and equilibrium scour holes at bridge piers in gravel , 2010 .

[30]  R. W. Vance,et al.  SCOUR AROUND BRIDGE PIERS , 1980 .

[31]  U. C. Kothyari,et al.  Scour around spur dikes and bridge abutments , 2001 .

[32]  H. Md. Azamathulla,et al.  Alternative neural networks to estimate the scour below spillways , 2008, Adv. Eng. Softw..

[33]  B. Sumer,et al.  Scour Around Vertical Pile in Waves , 1992 .

[34]  John H. Holland,et al.  Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .

[35]  H. Md. Azamathulla,et al.  Gene-expression programming to predict pier scour depth using laboratory data , 2012 .

[36]  Bruce W. Melville,et al.  RIPRAP PROTECTION AT BRIDGE PIERS , 2001 .

[37]  Stephen R. Holnbeck,et al.  Investigation of Pier Scour in Coarse-Bed Streams in Montana, 2001 through 2007 , 2011 .