Prediction of aeration efficiency on stepped cascades by using least square support vector machines

Expert Systems with Applications

Volumn 36, Issue 3 PART 1, 2009, Pages 4248-4252

  Hanbay, Davut ^a   Baylar, Ahmet ^a   Batan, Murat ^a  

^a FIRAT UNIVERSITY   (Turkey)

Author keywords

Aeration efficiency; Flow condition; Stepped cascade; Support vector machine

Indexed keywords

AIR ENTRAINMENT; EFFICIENCY; FORECASTING; TESTING; WATER TREATMENT;

AERATION EFFICIENCIES; CROSS-VALIDATION TESTS; DIFFERENT MECHANISMS; FLOW CONDITION; INTELLIGENT MODELS; INTELLIGENT TOOLS; LEAST SQUARE SUPPORT VECTOR MACHINE (LS-SVM); LEAST SQUARE SUPPORT VECTOR MACHINES;

SUPPORT VECTOR MACHINES;

EID: 58349097333     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2008.03.003     Document Type: Article

References (17)

1. Baylar A., Bagatur T., and Emiroglu M.E. Aeration efficiency with nappe flow over stepped cascades. Proceedings of the Institution of Civil Engineers - Water Management 160 1 (2007) 43-50
2. Baylar A., Bagatur T., and Emiroglu M.E. Prediction of oxygen content of nappe, transition and skimming flow regimes in stepped-channel chutes. Journal of Environmental Engineering and Science 6 2 (2007) 201-208
3. Baylar A., and Emiroglu M.E. Study of aeration efficiency at stepped channels. Proceedings of the Institution of Civil Engineers - Water and Maritime Engineering 156 WM3 (2003) 257-263
4. Baylar A., and Emiroglu M.E. Erratum of'study of aeration efficiency at stepped channels'. Proceedings of the Institution of Civil Engineers - Water Management 157 WM4 (2004) 222
5. Baylar A., and Emiroglu M.E. Closure of study of aeration efficiency at stepped channels. Proceedings of the Institution of Civil Engineers - Water Management 158 WM2 (2005) 89-90
6. Baylar A., Emiroglu M.E., and Bagatur T. An experimental investigation of aeration performance in stepped spillways. Water and Environment Journal 20 1 (2006) 35-42
7. Baylar, A., Emiroglu, M. E., & Bagatur, T. (in press). Influence of chute slope on oxygen content in stepped waterways. G. U. Journal of Science.
8. Baylar A., Hanbay D., and Ozpolat E. Modeling aeration efficiency of stepped cascades by using ANFIS. CLEAN - Soil, Air, Water 35 2 (2007) 186-192
9. Chanson H. The hydraulics of stepped chutes and spillways (2001), Balkema, Lisse, The Netherlands
10. Cortes C., and Vapnik V. Support-vector networks. Machine Learning 20 3 (1995) 273-297
11. Emiroglu M.E., and Baylar A. An investigation of effect of stepped chutes with end sill on aeration performance. Water Quality Research Journal of Canada 38 3 (2003) 527-539
12. Emiroglu M.E., and Baylar A. Self-aeration in smooth and stepped chutes. International Journal of Science and Technology 1 2 (2006) 105-113
13. Gulliver J.S., Thene J.R., and Rindels A.J. Indexing gas transfer in self-aerated flows. Journal of Environmental Engineering, ASCE 116 3 (1990) 503-523
14. Internet:http://www.esat.kuleuven.ac.be/sista/lssvmlab.
15. McGhee T.J. Water sup ply and sewerage. 6th ed. (1991), McGraw-Hill International Editions
16. Suykens J.A.K., and Vandewalle J. Least squares support vector machine classifiers. Neural Processing Letters 9 3 (1999) 293-300
17. Toombes, L., Chanson, H. (2000). Air-water flow and gas transfer at aeration cascades: A comparative study of smooth and stepped chutes. In Proceedings of the international workshop on hydraulics of stepped spillways, Zurich, Switzerland, March 22-24, pp. 77-84.