Modeling aeration efficiency of stepped cascades by using ANFIS

Clean - Soil, Air, Water

Volumn 35, Issue 2, 2007, Pages 186-192

  Baylar, Ahmet ^a   Hanbay, Davut ^a   Ozpolat, Emrah ^a  

^a FIRAT UNIVERSITY   (Turkey)

Author keywords

Aeration efficiency; ANFIS; Modeling; Oxygen transfer

Indexed keywords

COMPUTER SIMULATION; FLOW OF FLUIDS; FLOW VELOCITY; FUZZY INFERENCE; FUZZY SYSTEMS; OXYGEN; WATER AERATION; WATER TREATMENT;

ABSORPTION; AERATION; EXPERIMENTAL STUDY; FLOW MODELING; FUZZY MATHEMATICS; OXYGEN; WATER TREATMENT;

EID: 34247632172     PISSN: 18630650     EISSN: None     Source Type: Journal    
DOI: 10.1002/clen.200700019     Document Type: Article

References (22)

1. H. Chanson, The Hydraulics of Stepped Chutes and Spillways, Balkema, Lisse, The Netherlands 2001.
2. L. Toombes, H. Chanson, Air-Water Flow and Gas Transfer at Aeration Cascades: A Comparative Study of Smooth and Stepped Chutes, Proc. of the Int. Workshop on Hydraulics of Stepped Spillways, Zurich, Switzerland, March, 22-24, 2000, 77-84.
3. H. Chanson, L. Toombes, Experimental Study of Gas-Liquid Interfacial Properties in a Stepped Cascade Flow, Envir. Fluid Mech. 2002, 2 (3), 241-263.
4. A. Baylar, M. E. Emiroglu, Study of Aeration Efficiency at Stepped Channels, Proc.-Inst. Civ. Eng.-Water Marit. Eng. 2003, 156 (WM3), 257-263.
5. M. E. Emiroglu, A. Baylar, An Investigation of Effect of Stepped Chutes with End Sill on Aeration Performance, Water Qual. Res. J. Can. 2003, 38 (3), 527-539.
6. A. Baylar, M. E. Emiroglu, T. Bagatur, An Experimental Investigation of Aeration Performance in Stepped Spillways, Water Environ. J. 2006, 20 (1), 35-42.
7. M. E. Emiroglu, A. Baylar, Self-Aeration in Smooth and Stepped Chutes, Int. J. Sci. Technol. 2006, 1 (2), 105-113.
8. A. Baylar, T. Bagatur, M. E. Emiroglu, Aeration Efficiency with Nappe Flows over Stepped Cascades, Proc. of the Institution of Civil Engineers-Water Management, 2007, 160 (1), 43-50.
9. A. Baylar, T. Bagatur, M. E. Emiroglu, Prediction of Oxygen Content of Nappe, Transition and Skimming Flow Regimes in Stepped-Channel Chutes, J. Environ. Eng. Sci. 2007, DOI: 10.1139/S06-048.
10. A. Baylar, M. E. Emiroglu, T. Bagatur, Influence of Chute Slope on Oxygen Content in Stepped Waterways, Int. J. Sci. Technol. 2007.
11. A. Baylar, O. Kisi, Aeration Efficiency Estimation in Stepped Cascade Aerators Using Neural Network Approach, J. Hydraul. Eng., ASCE 2007.
12. R. S. Govindaraju, ASCE Task Committee on Application of Artificial Neural Networks in Hydrology, Artificial Neural Network in Hydrology, J. Hydrol. Eng., ASCE 2000, 5 (2), 115-137.
13. O. Kisi, River Flow Modeling Using Artificial Neural Networks, J. Hydrol. Eng. ASCE 2004, 9 (1), 60-63.
14. O. Kisi, Multi-Layer Perceptions with Levenberg-Marquardt Optimization Algorithm for Suspended Sediment Concentration Prediction and Estimation, Hydrol. Sci. J. 2004, 49 (6), 1025-1040.
15. D. Hanbay, I. Turkoglu, Y. Demir, Complex Systems Modeling by Using ANFIS, Int. 15th Turkish Symposium on Artificial Intelligence and Neural Networks, Turkey 2006, 83-90.
16. D. Hanbay, I. Turkoglu, Y. Demir, A Wavelet Neural Network for Intelligent Modeling, Int. 15th Turkish Symposium on Artificial Intelligence and Neural Networks, Turkey 2006, 175-182.
17. J. S. Gulliver, J. R. Thene, A. J. Rindels, Indexing Gas Transfer in Self-Aerated Flows, J. Envir. Eng., ASCE 1990, 116 (3), 503-523.
18. J. S. R. Jang, ANFIS: Adaptive Network-Based Fuzzy Inference Systems, IEEE, Trans. Syst., Man. Cybern. 1993, 23 (3), 665-685.
19. L. A. Zadeh, Fuzzy Sets and Applications: Selected Papers (Ed: L. A. Zadeh), John Wiley & Sons, New York 1987.
20. E. Avci, I. Turkoglu, Modelling of Tunnel Diode by Adaptive-Network-Based Fuzzy Inference System, Int. 12th Turkish Symposium on Artificial Intelligence and Neural Networks, Turkey 2003, T-1, 39-41.
21. T.J. McGhee, Water Supply and Sewerage, McGraw-Hill, New York 1991.
22. Y. Yasuda, M. Takahashi, I. Ohtsu, Energy Dissipation of Skimming Flows on Stepped-Channel Chutes, Proc. of the 28th Congress of IAHR, Beijing, China, September, 2-18, 2001, 531-536.