GEP modeling of oxygen transfer efficiency prediction in aeration cascades

KSCE Journal of Civil Engineering

Volumn 15, Issue 5, 2011, Pages 799-804

  Baylar, Ahmet ^a   Unsal, Mehmet ^b   Ozkan, Fahri ^a  

^a FIRAT UNIVERSITY   (Turkey)

^b KAHRAMANMARAS SUTCU IMAM UNIVERSITY   (Turkey)

Author keywords

artificial intelligence genetic expression programming; oxygen transfer efficiency; stepped cascade

Indexed keywords

ARTIFICIAL INTELLIGENCE METHODS; CORRELATION COEFFICIENT; EXPERIMENTAL DATA; GENETIC COMPUTING; GENETIC EXPRESSIONS; MINIMUM SQUARE ERRORS; MODEL EQUATIONS; NEW MEMBERS; OXYGEN TRANSFER EFFICIENCY; SKIMMING FLOWS; STEPPED CASCADE; TEST RESULTS; THREE MODELS;

ARTIFICIAL INTELLIGENCE; EFFICIENCY; GENETIC PROGRAMMING;

OXYGEN;

EID: 79955650484     PISSN: 12267988     EISSN: 19763808     Source Type: Journal    
DOI: 10.1007/s12205-011-1282-x     Document Type: Article

References (30)

1. Aytek, A. and Alp, M. (2008). "An application of artificial intelligence for rainfall-runoff modeling." Journal of Earth System Science, Vol. 117, No. 2, pp. 145-155.
2. Baylar, A. and Batan, M. (2010). "Usage of artificial intelligence methods in free flowing gated closed conduits for estimation of oxygen transfer efficiency." Advances in Engineering Software, Vol. 41, No. 5, pp. 729-736.
3. Baylar, A., Bagatur, T., and Emiroglu, M. E. (2007a). "Aeration efficiency with nappe flow over stepped cascades." Proceedings of the Institution of Civil Engineers - Water Management, Vol. 160, No. 1, pp. 43-50.
4. Baylar, A., Bagatur, T., and Emiroglu, M. E. (2007b). "Prediction of oxygen content of nappe, transition and skimming flow regimes in stepped-channel chutes." Journal of Environmental Engineering and Science, Vol. 6, No. 2, pp. 201-208.
5. Baylar, A. and Emiroglu, M. E. (2003). "Study of aeration efficiency at stepped channels." Proceedings of the Institution of Civil Engineers - Water & Maritime Engineering, Vol. 156, No. WM3, pp. 257-263.
6. Baylar, A. and Emiroglu, M. E. (2004). "Erratum of 'study of aeration efficiency at stepped channels'." Proceedings of the Institution of Civil Engineers - Water Management, Vol. 157, No. WM4, pp. 222.
7. Baylar, A. and Emiroglu, M. E. (2005). "Closure of 'study of aeration efficiency at stepped channels'." Proceedings of the Institution of Civil Engineers - Water Management, Vol. 158, No. WM2, pp. 89-90.
8. Baylar, A., Emiroglu, M. E., and Bagatur, T. (2006). "An experimental investigation of aeration performance in stepped spillways." Water and Environment Journal, Vol. 20, No. 1, pp. 35-42.
9. Baylar, A., Hanbay, D., and Batan, M. (2009). "Application of least square support vector machines in the prediction of aeration performance of plunging overfall jets from weirs." Expert Systems with Applications, Vol. 36, No. 4, pp. 8368-8374.
10. Baylar, A., Hanbay, D., and Ozpolat, E. (2007c). "Modeling aeration efficiency of stepped cascades by using ANFIS." CLEAN - Soil, Air, Water, Vol. 35, No. 2, pp. 186-192.
11. Baylar, A., Hanbay, D., and Ozpolat, E. (2008a). "Closure of 'Modeling aeration efficiency of stepped cascades by using ANFIS'." CLEAN - Soil, Air, Water, Vol. 36, Nos. 10-11, pp. 820.
12. Baylar, A., Hanbay, D., and Ozpolat, E. (2008b). "An expert system for predicting aeration performance of weirs by using ANFIS." Expert Systems with Applications, Vol. 35, No. 3, pp. 1214-1222.
13. Baylar, A., Unsal, M., and Ozkan, F. (2010). "Hydraulic structures in water aeration processes." Water, Air, and Soil Pollution, Vol. 210, No. 1, pp. 87-100.
14. Baylar, A., Unsal, M., and Ozkan, F. (2011). "The effect of flow patterns and energy dissipation over stepped chutes on aeration efficiency." KSCE Journal of Civil Engineering (in press).
15. Baylar, A., Unsal, M., Ozkan, F., and Kayadelen, C. (2012a). "Estimation of air entrainment and aeration efficiencies in weirs using genetic expression programming." Expert Systems with Applications (in press).
16. Cevik, A. (2007). "A new formulation for longitudinally stiffened webs subjected to patch loading." Journal of Constructional Steel Research, Vol. 63, No. 10, pp. 1328-1340.
17. Chanson, H. (2001). The hydraulics of stepped chutes and spillways, Balkema, Lisse, The Netherlands, 418 pages (ISBN 90 5809 352 2).
18. Eldrandaly, K. and Negm, A. A. (2008). "Performance evaluation of gene expression programming for hydraulic data mining." International Arab Journal of Information Technology, Vol. 5, No. 2, pp. 126-131.
19. Emiroglu, M. E. and Baylar, A. (2003). "An investigation of effect of stepped chutes with end sill on aeration performance." Water Quality Research Journal of Canada, Vol. 38, No. 3, pp. 527-539.
20. Ferreira, C. (2001). "Gene expression programming: A new adaptive algorithm for solving problems." Complex Systems, Vol. 13, No. 2, pp. 87-129.
21. Gulliver, J. S., Thene, J. R., and Rindels, A. J. (1990). "Indexing gas transfer in self-aerated flows." Journal of Environmental Engineering, ASCE, Vol. 116, No. 3, pp. 503-523.
22. Guven, A. and Aytek, A. (2009). "A new approach for stage-discharge relationship: Gene-expression programming." J. Hydrologic Eng., Vol. 14, No. 8, pp. 812-820.
23. Hanbay, D., Baylar, A., and Batan, M. (2009a). "Prediction of aeration efficiency on stepped cascades by using least square support vector machines." Expert Systems with Applications, Vol. 36, No. 3, pp. 4248-4252.
24. Hanbay, D., Baylar, A., and Ozpolat, E. (2009b). "Predicting flow conditions over stepped chutes based on ANFIS." Soft Computing, Vol. 13, No. 7, pp. 701-707.
25. Kayadelen, C., Gunaydin, O., Fener, M., Demir, A., and Ozvan, A. (2009). "Modeling of the angle of shearing resistance of soils using soft computing systems." Expert Systems with Applications, Vol. 36, No. 9, pp. 11814-11826.
26. Muñoz, D. G. (2005). Discovering unknown equations that describe large data sets using genetic programming techniques, Master Thesis, Electronic Systems, Linköping Institute of Technology, LITH-ISY-EX-05/3697.
27. Sherrod, P. H. (2008). DTREG predictive modeling software, http://www. dtreg. com/.
28. Teodorescu, L. and Sherwood, D. (2008). "High Energy Physics event selection with Gene Expression Programming." Computer Physics Communications, Vol. 178, No. 6, pp. 409-419.
29. Toombes, L. and Chanson, H. (2000). "Air-water flow and gas transfer at aeration cascades: A comparative study of smooth and stepped chutes." Proceedings of the International Workshop on Hydraulics of Stepped Spillways, Zurich, Switzerland, March 22-24, pp. 77-84.
30. Unsal, M., Baylar, A., Kayadelen, C., and Ozkan, F. (2012b). "The modeling of oxygen transfer efficiency in gated conduits by using genetic expression programming." Expert Systems with Applications (in press).