Evaluating rebar corrosion damage in RC structures exposed to marine environment using neural network

References

• ACI Committee 222R-89 . 1990 . “ Corrosion of Metals in Concrete ” . Detroit
   Google Scholar
• Allan , M. L. 1995 . Probability of corrosion induced cracking in reinforced concrete . Cement Concrete Res , 25 ( 6 ) : 1179 – 1190 .
   Web of Science ®Google Scholar
• Andrade , C. , Alonso , C. and Gonzalez , J. A. 1989 . Approach to the calculation of the residual life according to concrete re-inforcement based on corrosion intensity value . 9th European Congress on Corrosion, Utrecht, The Netherlands , October
   Google Scholar
• Bamforth , P. B . 1994a . “ Long term performance of R.C. elements under UK coastal conditions, Corrosion and Corrosion Protection of Steel in Concrete ” . University of Sheffield .
   Google Scholar
• Bamforth , P. B. 1994b . Specification and design of concrete for the protection of reinforcement in chloride contaminated environments . UK Corrosion & Eurocorr 94 ,
   Google Scholar
• Bamforth , P. B. 1996 . Definition of exposure classes and concrete mix requirements for chloride contaminated environments . SCI 4 International Symposium on Corrosion of Reinforcement in Concrete Construction, Cambridge ,
   Google Scholar
• Bamforth , P. B. and Price , W.F. 1993 . Factors influencing chloride ingress into marine structures . Concrete 2000, Economic and Durable Construction through Excellence, Dundee , 2 : 1105 – 1118 .
   Google Scholar
• Banjad , I. P. , Blumenschein , N. and Janeva , D. Comparative study of two concrete bridges in marine environment . 9th International Conference on Durability of Buildings Materials and Components . March , Brisbane.
   Google Scholar
• Baughman , D. R. and Liu , Y. A. 1995 . Neural Networks in Bioprocessing and Chemical Engineering , San Diego : Academic Press Inc .
   Google Scholar
• Bazant , Z. P. 1979 . Physical model for steel corrosion in sea structures—applications . J. Struct. Div., ASCE , 105 : 1155 – 1166 .
   Web of Science ®Google Scholar
• Buenfeld , N. 1986 . Chlorides in concrete . Constr. Repairs Maint. , 2 ( 4 ) : 7 – 10 .
   Google Scholar
• Cady , P. D. and Weyers , R. E. 1983 . Chloride penetration and the deterioration of concrete bridge decks. Cement Concrete Aggr . 5 ( 2 ) : 81 – 87 .
   Google Scholar
• Chaussadent , D. and Arliguie , G. 1999 . AFREM test procedures concerning chlorides in concrete: extraction and titration methods . Mater. Struct. , 32 ( 217 ) : 230 – 234 .
   Web of Science ®Google Scholar
• Clifton , J. R. 1991 . “ Predicting the remaining service life of concrete. NISTIR 4712 ” . National Institute of Standards and Technology .
   Google Scholar
• Demuth , H. and Beal , M. 2002 . “ Neural network tool box for use with MATLAB release 13 ” . The Math Works Inc .
   Google Scholar
• El Chabib , H. , Nehdi , M. and Sonebi , M. 2003 . Artificial intelligence model for flowable concrete mixtures used in underwater construction and repair . ACI Mater. J. , 100 ( 2 ) : 165 – 173 .
   Web of Science ®Google Scholar
• Hammerstrom , D. 1993a . Working with neural networks . IEEE Spectrum , 30 ( 7 ) : 46 – 53 .
   Web of Science ®Google Scholar
• Hammerstrom , D. 1993b . Neural networks at work . IEEE Spectrum , 30 ( 7 ) : 26 – 32 .
   Web of Science ®Google Scholar
• ISO15686-6 . 2004 . “ Buildings and constructed assets. Service life planning ” . Procedures for considering environmental impacts .
   Google Scholar
• Kartalopoulos , S. V. 1996 . Understanding Neural Networks and Fuzzy Logic Basic Concepts and Applications , New York : IEEE Press .
   Google Scholar
• Maruya , T. , Hsu , K. , Takeda , H. and Tangtermsirikul , S. 2003 . Numerical modeling of steel corrosion in concrete structures due to chloride ion, oxygen and water movement . J. Adv. Concrete Technol. , 1 ( 2 ) : 147 – 160 .
   Google Scholar
• Masters , T. 1993 . Practical Neural Network Recipes in C++ , Academic Press Inc .
   Google Scholar
• Morinaga , S. 1989 . “ Prediction of service lives of reinforced concrete buildings based on rate of corrosion of reinforcing steel ” . Japan : Special Report of the Institute of Technology, Skimiza Corp .
   Google Scholar
• Nehdi , M. , Djebbar , Y. and Khan , A. 2001a . Neural network model for preformed-foam cellular concrete . ACI Mater. J. , 98 ( 5 ) : 402 – 409 .
   Web of Science ®Google Scholar
• Nehdi , M. , El Chabib , H. and El Naggar , M. H. 2001b . Predicting performance of self-compacting concrete mixtures using artificial neural networks . ACI Mater. J. , 98 ( 5 ) : 394 – 401 .
   Web of Science ®Google Scholar
• Neural Works . 2004 . “ Predict Version 3.11 ” . NeuralWare .
   Google Scholar
• Oh , J. W. , Lee , I. W. , Kim , J. T. and Lee , G. W. 1999 . Application of neural networks for proportioning of concrete mixes . ACI Mater. J. , 96 ( 1 ) : 61 – 67 .
   Web of Science ®Google Scholar
• RILEM Committee . 1996 . Durability design of concrete structures , Edited by: Sarja , A. and Vesikari , E. E& FN Spon . TC 130-CSL Report 14
   Google Scholar
• Rumelhart , D. and McClelland , J. 1986 . “ Parallel distributed processing ” . In Exploitations in the Micro-structures of Cognition , Vol. 1 & 2 , Cambridge : MIT Press .
   Google Scholar
• Saha , A. “ Neural Network for Prediction and Classification—in Excel ” . Available online at: www.geocities.com/adotsaha/NNinExcel.html
   Google Scholar
• Schiessl , P. 1994 . “ Repair strategies for concrete structures damaged by reinforcement corrosion. RILEM Technical Recommendation ” . Aachen : Institut fuer Bauforschung .
   Google Scholar
• Tuutti , K. 1982 . “ Corrosion of steel in concrete ” . Stockholm : Swedish Cement and Concrete Research Institute . S-100 44
   Google Scholar
• Ukrainczyk , V. 1997 . “ Report on the results of investigations of R.C. bridge structure of island vir-mainland and diagnosis of building materials (in Croatian) ” . University of Zagreb .
   Google Scholar
• Ukrainczyk , V. , Banjad , I. and Halle , R. Repair of Concrete Bridge . Infrastructure Regeneration and Rehabilitation Improving the Quality of Life Through Better Construction, Proceedings of International Conference , Edited by: Swamy , R.N. Sheffield
   Google Scholar
• Ukrainczyk , V. , Banjad , I. and Blumenschein , N. 2000 . “ Report on the state of R.C. bridge structure of island krk-mainland (in Croatian) ” . University of Zagreb .
   Google Scholar
• Ward System group . 1993 . “ Neuroshell 2 release 1.5 ” .
   Google Scholar