Predicting Culvert Deterioration Using Physical and Environmental Time-Independent Variables

AbstractGiven a vast inventory of culverts with different physical and environmental characteristics, the task of condition assessment can become difficult or impossible. Using a database of approx...

[1]  Martin Nilsson,et al.  Using Artificial Neural Networks to Predict the Restraint in Concrete Culverts at Early Age , 2015 .

[2]  S. Weisberg,et al.  Residuals and Influence in Regression , 1982 .

[3]  Rehan Sadiq,et al.  Failure risk management of buried infrastructure using fuzzy-based techniques , 2006 .

[4]  Paul Davis,et al.  Application of probabilistic neural networks in modelling structural deterioration of stormwater pipes , 2006 .

[5]  Tom Fawcett,et al.  An introduction to ROC analysis , 2006, Pattern Recognit. Lett..

[6]  Dulcy M. Abraham,et al.  Estimating Transition Probabilities in Markov Chain-Based Deterioration Models for Management of Wastewater Systems , 2006 .

[7]  Samuel Labi,et al.  Estimating Life Expectancies of Highway Assets. Volume 1: Guidebook , 2012 .

[8]  Huu Dung Tran,et al.  Investigation of deterioration models for stormwater pipe systems , 2007 .

[9]  David C. Wyant.  Assessment and rehabilitation of existing culverts , 2002 .

[10]  G. Kuczera,et al.  Markov Model for Storm Water Pipe Deterioration , 2002 .

[11]  Omer Tatari,et al.  Neural Network Approach to Condition Assessment of Highway Culverts: Case Study in Ohio , 2013 .

[12]  Yuan Aimin,et al.  Study on Damage Identification for a Simply Supported Reinforced Concrete Beam Based on the LMBP Neural Network , 2011 .

[13]  Rodney Day,et al.  Prediction of scour depth at culvert outlets using neural networks , 2001 .

[14]  W. Bauwens,et al.  Modeling the structural deterioration of urban drainage pipes: the state-of-the-art in statistical methods , 2010 .

[15]  Sanjeev Kumar Verma,et al.  Estimating Residual Service Life of Deteriorated Reinforced Concrete Structures , 2013 .

[16]  Samuel T. Ariaratnam,et al.  Assessment of Infrastructure Inspection Needs Using Logistic Models , 2001 .

[17]  Timothy J. McGrath,et al.  Condition Assessment of Utah Highway Culverts and Determination of Culvert Performance Measures , 2004 .

[18]  Colorado Urrea,et al.  Service Life of Concrete and Metal Culverts Located in Ohio Department of Transportation Districts 9 and 10 , 2014 .

[19]  Erez N. Allouche,et al.  Evaluation of Non-Destructive Methods for Condition Assessment of Culverts and Their Embedment , 2009 .

[20]  Anne Ng,et al.  Predicting Structural Deterioration Condition of Individual Storm-Water Pipes Using Probabilistic Neural Networks and Multiple Logistic Regression Models , 2009 .