Estimation of chloride permeability of concretes by empirical modeling: Considering effects of cement type, curing condition and age

Construction and Building Materials

Volumn 23, Issue 1, 2009, Pages 469-481

  Güneyisi, Erhan ^a   Gesoǧlu, Mehmet ^a   Özturan, Turan ^b   Özbay, Erdoǧan ^a  

^a GAZIANTEP UNIVERSITY   (Turkey)

^b BOGAZICI UNIVERSITY   (Turkey)

Author keywords

Cement type; Chloride permeability; Concrete; Curing condition; Modeling

Indexed keywords

AGGLOMERATION; CAPILLARITY; CEMENTS; CONCRETE CONSTRUCTION; CONCRETE TESTING; CONCRETES; CURING; LIQUIDS; NETWORK PROTOCOLS; NEURAL NETWORKS; OIL WELL CEMENTING; SENSOR NETWORKS; SOLIDS;

BLENDED CEMENTS; CEMENT TYPE; CEMENT TYPES; CHLORIDE PERMEABILITIES; CHLORIDE PERMEABILITY; CURING CONDITION; CURING CONDITIONS; EMPIRICAL MODELING; EMPIRICAL MODELS; EXPERIMENTAL PARAMETERS; EXPLICIT FORMULATIONS; MODELING; NEURAL NETWORK MODELS; PREDICTION CAPABILITIES; RAPID CHLORIDE PERMEABILITY TESTS; SUPERPLASTICIZER; TEST RESULTS; WATER-CEMENT RATIOS; WET CURING;

BONE CEMENT;

EID: 54049093698     PISSN: 09500618     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.conbuildmat.2007.10.022     Document Type: Article

References (42)

1. Alhozaimy A., Sorushian P., and Mirza F. Effects of curing conditions and age on chloride permeability of fly ash mortar. ACI Mater J 93 1 (1996) 87-95
2. Thomas M. Chloride thresholds in marine concrete. Cement Concrete Res 26 4 (1996) 513-519
3. Alonso C., Andrade C., Castellote M., and Castro P. Chloride threshold values to depassivate reinforcing bars embedded in a standardized OPC mortar. Cement Concrete Res 30 7 (2000) 1047-1055
4. Malhotra VM. Role of Supplementary cementing materials in reducing greenhouse gas emissions. CANMET Report MTL 98-03, OP&J; 1998.
5. Berke N.S. Resistance of micro-silica concrete to steel corrosion, erosion, and chemical attack. In: Malhotra V.M. (Ed). Proceedings of the international conference on fly ash, silica fume, slag, and natural pozzolans in concrete (1989), American Concrete Institute, Farmington Hills, Michigan 861-886
6. Swamy R.N. Blended cements in construction (1991), Elsevier Applied Science, London
7. Hussain S.E., and Rasheeduzzafar. Corrosion resistance of fly ash blended cement concrete. ACI Mater J 91 3 (1994) 264-272
8. Ozyi{dotless}ldi{dotless}ri{dotless}m C., and Halstead W.J. Improved concrete quality with combinations of fly ash and silica fume. ACI Mater J 91 6 (1994) 587-594
9. Güneyisi E., Özturan T., and Gesoǧlu M. Laboratory investigation of chloride permeability for high performance concrete containing fly ash and silica fume. In: Dhir R.K., Hewlett P.C., and Csetenyi L.J. (Eds). Proceedings of the international conference on challenges of concrete construction (2002), Dundee, Scotland 295-305
10. Manmohan D., and Mehta P.K. Influence of pozzolanic slag and chemical admixtures on pore-size distribution and permeability of hardened cement pastes. Cement Concrete Aggr 3 1 (1981) 63-67
11. Nagataki S., and Ujike I.I. Air permeability of concretes mixed with fly ash and condensed silica fume. Proceedings second international conference on the use of fly ash, blast furnace slag, and silica fume in concrete (1986), Madrid, Spain 1049-1068
12. Marsh B.K., Day R.L., and Bonner D.G. Pore structure characteristics affecting the permeability of cement paste containing fly ash. Cement Concrete Res 15 (1985) 1027-1038
13. Güneyisi E. Mechanical and durability performance of plain and blended cement concrete exposed to chlorides and different curing regimes, PhD thesis, Department of Civil Engineering, Boǧaziçi University; 2004.
14. Güneyisi E., Özturan T., and Gesoǧlu M. A study on reinforcement corrosion and related properties of plain and blended cement concretes under different curing conditions. Cement Concrete Comp 27 (2005) 449-461
15. Ji T., Lin T., and Lin X. A concrete mix proportion design algorithm based on artificial neural networks. Cement Concrete Res 36 (2006) 1399-1408
16. Yeh IC Modeling slump flow of concrete using second-order regressions and artificial neural networks. Cement Concrete Comp, in press, doi:10.1016/j.cemconcomp.2007.02.001.
17. Nehdi M., El Chabib H., and El Naggar M.H. Predicting performance of self-compacting concrete mixtures using artificial neural networks. ACI Mater J 98 5 (2001) 394-401
18. Öztaş A., Pala M., Özbay E., Kanca E., Çaǧlar A.N., and Bhatti M.A. Predicting the compressive strength and slump of high strength concrete using neural network. Constr Build Mater 20 (2006) 769-775
19. Kewalramani M.A., and Gupta R. Concrete compressive strength prediction using ultrasonic pulse velocity through artificial neural networks. Automat Constr 15 (2006) 374-379
20. Parthiban T., Ravi R., Parthiban G.T., Srinivasan S., Ramakrishnan K.R., and Raghavan M. Neural network analysis for corrosion of steel in concrete. Corros Sci 47 (2005) 1625-1642
21. AASHTO T 277 Rapid determination of the chloride permeability of concrete. American association of states highway and transportation officials, standard specifications - part II, 1990, Washington, DC.
22. Plante P., and Bilodeau A. Rapid chloride ion permeability test: data on concretes incorporating supplementary cementing materials. In: Malhotra V.M. (Ed). Proceeding of the third CANMET/ACI international conference on the use of fly ash, silica fume, slag, and natural pozzolans (1989), ACI Special Publication 625-644
23. Malhotra V.M. CANMET Investigations dealing with high volume fly ash concrete. In: Malhotra V.M. (Ed). Advances in concrete technology (1992), CANMET, Ottawa, Canada 433-471
24. Ramezanianpour A.A., and Malhotra V.M. Effect of curing on the compressive strength, resistance to chloride ion penetration and porosity of concretes incorporating slag, fly ash, or silica fume. Cement Concrete Comp 17 (1995) 125-133
25. Alexhander I., and Morton H. Neurons and symbols: the staff that mind is made of (1993), Chapman and Hall, London
26. Arbib M.A. Handbook of brain theory and NN (1995), MIT Press, MA, USA
27. Anderson J.A. An introduction to neural networks. A Bradford Book (1995), MIT Press, Cambridge, MA, USA
28. Akkurt S., Özdemir S., Tayfur G., and Akyol B. The use of GA-ANNs in the modeling of compressive strength of cement mortar. Cement Concrete Res 33 7 (2003) 973-979
29. Mukherjee A., and Biswas S.N. Artificial neural networks in prediction of mechanical behavior of concrete at high temperature. Nucl Eng Des 178 1 (1997) 1-11
30. Topçu IB, Sari{dotless}demir M. Prediction of rubberized concrete properties using artificial neural network and fuzzy logic. Constr Build Mater, in press, doi:10.1016/j.concuildmat.2006.11.007.
31. Baykasoǧlu A., Dereli T., and Tani{dotless}s S. Prediction of cement concrete using soft computing techniques. Cement Concrete Res 34 (2004) 2083-2090
32. Guang N.H., and Zong W.J. Prediction of compressive strength of concrete by neural networks. Cement Concrete Res 30 (2000) 1245-1250
33. Feldman R., Prudencio L.R., and Chan G. Rapid chloride permeability test on the blended cement and other concretes: correlations between charge, initial current and conductivity. Constr Build Mater 13 (1999) 149-154
34. Oh B.H., Cha S.W., Jang B.S., and Jang S.P. Development of high-performance concrete having high resistance to chloride penetration. Nucl Eng Des 212 (2001) 221-231
35. Naik R.N., Singh S., and Ramme B. Mechanical properties and durability of concrete made with blended fly ash. ACI Mater J 95 (1998) 454-462
36. Mackechnie J.R., and Alexander M.G. Rapid chloride test comparisons. Concrete Int (2000) 40-45
37. Ozyi{dotless}ldi{dotless}ri{dotless}m C. Laboratory investigation of low-permeability concretes containing slag and silica fume. ACI Mater J 91 (1994) 197-202
38. Feng N., Feng X., Hao T., and Xing F. Effect of ultrafine mineral powder on the charge passed of the concrete. Cement Concrete Res 32 (2002) 623-627
39. Yang C.C., and Chiang C.T. On the relationship between pore structure and charge passed from RCPT in mineral-free cement-based materials. Mater Chem Phys 93 (2005) 202-207
40. Güneyisi E. Effect of binding material composition on strength and chloride permeability of high strength concrete, MS thesis, Department of Civil Engineering, Boǧaziçi University; 1999.
41. Boddy A., Hooton R.D., and Gruber K.A. Long-term testing of the chloride-penetration resistance of concrete containing high-reactivity metakaolin. Cement Concrete Res 31 (2001) 759-765
42. Gu P., Beaudoin J.J., Zhang M.H., and Malhotra V.M. Performance of steel reinforcement in Portland cement and high-volume fly ash concretes exposed to chloride solution. ACI Mater J 96 (1999) 551-558