Prediction by neural networks of filtered volume and outlet parameters in micro-irrigation sand filters using effluents

Biosystems Engineering

Volumn 111, Issue 1, 2012, Pages 126-132

  Puig Bargués, Jaume ^a   Duran Ros, Miquel ^a   Arbat, Gerard ^a   Barragán, Javier ^b   Ramírez de Cartagena, Francisco ^a  

^a UNIVERSITY OF GIRONA   (Spain)

^b UNIVERSITY OF LLEIDA   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

DISSOLVED OXYGEN; EFFLUENTS; FORECASTING; IRRIGATION; PREDICTIVE ANALYTICS; RISK ASSESSMENT; SAND; TURBIDITY; WATER FILTRATION;

CROSS VALIDATION; ELECTRICAL CONDUCTIVITY; FILTRATION CYCLES; MICROIRRIGATION SYSTEMS; MULTI-LINEAR REGRESSION; OUTLET PARAMETERS; PREDICTION EQUATIONS; STEPWISE METHODS;

NEURAL NETWORKS;

EID: 83955165248     PISSN: 15375110     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.biosystemseng.2011.11.005     Document Type: Article

References (26)

1. Adin A., Elimelech M. Particle filtration for wastewater irrigation. Journal of Irrigation and Drainage Engineering 1989, 115(3):474-487.
2. AWWA ANSI/AWWA B100-01 AWWA standard for granular filter material 2001, AWWA, Denver.
3. Ayars J.E., Bucks D.A., Lamm F.R., Nakayama F.S. Introduction. Microirrigation for crop production (design, operation and management) 2007, 1-26. Elsevier, Amsterdam. F.R. Lamm, J.E. Ayars, F.S. Nakayama (Eds.).
4. Capra A., Scicolone B. Recycling of poor quality urban wastewater by drip irrigation systems. Journal of Cleaner Production 2007, 15(16):1529-1534.
5. Dehghanisanij H., Yamamoto T., Rasiah V., Utsunomiya J., Inoue J. Impact of biological clogging agents on filter and emitter discharge characteristics of microirrigation systems. Irrigation and Drainage 2004, 53(4):363-373.
6. Duran-Ros M., Puig-Bargués J., Arbat G., Barragán J., Ramírez de Cartagena F. Definition of a SCADA system for a microirrigation network with effluents. Computer and Electronics in Agriculture 2008, 64(2):338-342.
7. Duran-Ros M., Puig-Bargués J., Arbat G., Barragán J., Ramírez de Cartagena F. Effect of filter, emitter and location on clogging when using effluents. Agricultural Water Management 2009, 96(1):67-79.
8. Duran-Ros M., Puig-Bargués J., Arbat G., Barragán J., Ramírez de Cartagena F. Performance and backwashing efficiency of disc and screen filters in microirrigation systems. Biosystems Engineering 2009, 103(1):35-42.
9. Duran-Ros M., Arbat G., Barragán J., Ramírez de Cartagena F., Puig-Bargués J. Assessment of head loss equations developed with dimensional analysis for micro irrigation filters using effluents. Biosystems Engineering 2010, 106(4):521-526.
10. Haykin S. Neural networks. A comprehensive foundation 1999, Prentice-Hall, Supper Saddle River, NJ.
11. Hinnell A.C., Lazarovitch N., Furman A., Poulton M., Warrick A.W. Neuro-drip: estimation of subsurface wetting patterns for drip irrigation using neural networks. Irrigation Science 2010, 28(6):535-544.
12. Hornik K., Stinchcombe M., White H. Multilayered feedforward networks are universal approximators. Neural Networks 1989, 2(5):359-366.
13. Lazarovitch N., Poulton M., Furman A., Warrick A.W. Water distribution under trickle irrigation predicted using artificial neural networks. Journal of Engineering Mathematics 2009, 64(2):207-218.
14. Li J., Yoder R.E., Odhiambo L.O., Zhang J. Simulation of nitrate distribution under drip irrigation using artificial neural networks. Irrigation Science 2004, 23(1):29-37.
15. Maren A., Harston C., Pap R. Handbook of neural computing applications 1990, Academic Press, San Diego.
16. Martí P., Provenzano G., Royuela A., Palau-Salvador G. Integrated emitter local loss prediction using artificial neural networks. Journal of Irrigation and Drainage Engineering 2010, 136(1):11-22.
17. Minns A.W., Hall M.J. Artificial neural networks as rainfall-runoff models. Hydrological Science Journal 1996, 41(3):399-417.
18. Puig-Bargués J., Barragán J., Ramírez de Cartagena F. Filtration of effluents for microirrigation systems. Transactions of the ASAE 2005, 48(3):969-978.
19. Puig-Bargués J., Barragán J., Ramírez de Cartagena F. Development of equations for calculating the head loss in effluent filtration in microirrigation systems using dimensional analysis. Biosystems Engineering 2005, 92(3):383-390.
20. Puig-Bargués J., Arbat G., Elbana M., Duran-Ros M., Barragán J., Ramírez de Cartagena F., et al. Effect of flushing frequency on emitter clogging in microirrigation with effluents. Agricultural Water Management 2010, 97(6):883-891.
21. Ravina I., Paz E., Sofer Z., Marcu A., Schischa A., Sagi G., et al. Control of clogging with stored municipal sewage effluent. Agricultural Water Management 1997, 33(2-3):127-137.
22. Ribeiro T.A.P., Paterniani J.E.S., Airoldi R.S.P., Silva M.J.M. Comparison between disc and non-woven synthetic fabric filter media to prevent emitter clogging. Transactions of the ASABE 2008, 51(2):441-453.
23. Tajrishy M.A., Hills D.J., Tchobanoglous G. Pretreatment of secondary effluent for drip irrigation. Journal of Irrigation and Drainage Engineering 1994, 120(4):716-731.
24. Trooien T.P., Hills D.J. Application of biological effluent. Microirrigation for crop production (design, operation and management) 2007, 329-356. Elsevier, Amsterdam. F.R. Lamm, J.E. Ayars, F.S. Nakayama (Eds.).
25. Yurdem H., Demir V., Degirmencioglu A. Development of a mathematical model to predict head losses from disc filters in drip irrigation systems using dimensional analysis. Biosystems Engineering 2008, 100(1):14-23.
26. Yurdem H., Demir V., Degirmencioglu A. Development of a mathematical model to predict clean water head losses in hydrocyclone filters in drip irrigation systems using dimensional analysis. Biosystems Engineering 2010, 105(4):495-506.