Simulation of changes trend in soil chemical properties Irrigated with wastewater using Gene expression programming model
Subject Areas :
forest
مینا Arast
1
,
GH.R Zehtabian
2
,
محمد Jafari
3
,
حسن Khosravi
4
,
سعید Shojaee
5
1 - M.Sc Student of Desertification, Faculty of Natural Resources, University of Tehran
2 - استاد گروه احیای مناطق خشک و کوهستانی، دانشکده منابع طبیعی، دانشگاه تهران
3 - استاد گروه احیای مناطق خشک و کوهستانی، دانشکده منابع طبیعی، دانشگاه تهران
4 - استادیار گروه احیای مناطق خشک و کوهستانی، دانشکده منابع طبیعی، دانشگاه تهران
5 - دانش آموخته کارشناسی ارشد بیابان زدایی، دانشکده منابع طبیعی، دانشگاه تهران
Received: 2015-11-17
Accepted : 2016-05-14
Published : 2016-08-22
Keywords:
Optimization,
Gene Expression Programming,
Municipal Wastewater,
Qom Plain,
Abstract :
Abstract Due to the growing population in arid and semi-arid region, limited water resources is increasing. So, the use of unconventional waters is counted as an important tool in the management of water resources of arid areas. In this regard, the use of urban wastewater for irrigation combined with combating desertification projects are cases that need be investigated. The effect of such water on soil physical and chemical properties is very important. In recent decades, because of the ability to process simulation artificial intelligence techniques have many applications in different fields. Gene expression programming (GEP) is counted as component of evolutionary algorithms and is able to optimize the structure of the model and its components. In this research, the ability and accuracy of gene expression programming was evaluated for simulating the sodium, pH and electrical conductivity changes of soil in land irrigated with wastewater and non-irrigated land in Qom plain. For modeling soil chemical properties change, randomly the 70% of the observed data on the electrical conductivity, pH and sodium were used to determine the appropriate model; the rest of data were used to calibrate the models. Soil chemical parameters and wastewater treatment were selected as independent variable and function, respectively. The results of compared gene showed that gene expression programming has modeled soil chemical properties changes. In the best model performing, the highest amount of determination coefficient was estimated 0.97, 0.96 and 0.97 for electrical conductivity, pH and sodium respectively.
References:
Refrences
Abareshi .F., M. Meftah Halghi., H .Sanikhani & A.A. Dehghani. 2014. Comparison of three intelligence techniques for predicting water table depth fluctuations (Case study: Zarringol plain). J. of Water and Soil Conservation. 21(1). .( in persian)
Aghabarati, A., S.M. Hosseini., A.,Esmaili& H Maralian. 2009. The effect of irrigation with municipal effluent on physic-chemical characteristics of soil, accumulation of nutrient and Cd in olive trees (Olea europaea L.). Environmental Sciences 6, 1-10. .( in persian)
Aiello, R., G.L. Cirelli & S.Consoli. 2007. Effects of reclaimed wastewater irrigation on soil and tomato fruits: A case study in Sicily (Italy). J. Agricultural Water Management. 93. pp.65-72.
Chirino, E., A, Bonet, J. Bellot & J .Sanchez. 2006. Effects of 30-year-old Aleppo pine plantations on runoff, soil erosion, and plant diversity in a semi-arid Landscape in south eastern Spain. Journal of Arid Environments 65, 627-646.
Eghbali.P., R. Daneshfaraz & S.M. Saghebian. 2014. Simulation of Temporal Development of Scour Hole around a Wing-wall Abutment Using Gene Expression Programming. J. of Water and Soil Conservation, 23(1).
Emamgholi, M. 2012. The effect of urban wastewater application for Desert land reclamation on some Chemical properties of soil and vegetation (Case study: Segzi, Isfahan). A thesis submitted for Master of Science. Faculty of natural resources, university of Tehran. .( in persian)
Feizi.M, M. Shayan jazi & H Ghorbani. 2010. The effect of Irrigation with Wastewater on Certain Soil Physical and chemical properties. 2th conference on the status of recycled water and effluent water in water resources management: applications. .( in persian)
Ferreira, C. 2006. Gene expression programming: mathematical modeling by an artificial intelligence. 2nd ed. Springer-Verlag, Germany. 478p.
Ghorbani M.A., R. khatibi., A. Aytak., O. Makarynsky & J. Shiri,. 2010. Sea Water Level Forecasting Using Genetic Programming and Comparing the Performance with Artificial Neural Networks, Computers. .( in persian)
Hosseinpour, A., G.H. Haghnia, A. Alozadeh & A. Fotovat. 2007. Effect of irrigation with raw and treated wastewaters on chemical characteristic of soil in different depths under continuously and intermittent flood conditions. Iranian Journal of Irrigation & Drainage. .( in persian)
Husnu Kayikcioglu, H. 2012. Short-term effects of irrigation with treated domestic wastewater on microbiological activity of a Vertic xerofluvent soil under Mediterranean condition. Journal of Environmental Management 102: 108-114.
Kelley, W.D., D.C. Martens., J.R. Reneau & T.W. Simpson. 2010. Agricultural use of Wastewater sludge. Department of Agronomy virginia polytechnic institute and state university, Blacksburg, virginia. 2406-3397.
13. Khoshgoftarmanesh, A.H. 2007.Evaluation of nutritional status and optimal management of fertilizer. Isfahan University of technology publication center. .( in persian)
Levy, G.J., P. Fine., & A. Bar-tal. 2011. Treated Wastewater in Agriculture: Use and Impacts on the Soil Environment and Crops. 1st Edition. Wiley-Blackwell, Inc. ISBN 978-1-4051-4862-7.
Sharma, R., M. Agrawal 7 F. Marshall,. 2007. Heavy metal contamination of soil and vegetables in suburban areas of Varanasi, India. Ecotoxicology and Environmental Safety 66, 258–266.
Sparks, D. L., A. L. Page, P. A. Helmke, R. H. Leoppert, P. N. Soltanpour, M. A. Tabatabai, G. T. Johnston & M. E. Sumner., 1996. Methods of soil analysis. Soil Sci. Soc. of Am. Madison, Wisconsin, USA.
Taghvaeian, A., A. Alizadeh 7 S.H. Danesh,. 2007. Effects of irrigation with sewage on physical and some properties of soil. Iranian Journal of Irrigation & Drainage 1: 49. .( in persian)
Zamani babgohari.J, M .Afuni., A .Khoshgoftarmanesh & H. Eshqhizadeh. .2011. Effect of Polyacryl Sewage Sludge, Municipal
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Refrences
Abareshi .F., M. Meftah Halghi., H .Sanikhani & A.A. Dehghani. 2014. Comparison of three intelligence techniques for predicting water table depth fluctuations (Case study: Zarringol plain). J. of Water and Soil Conservation. 21(1). .( in persian)
Aghabarati, A., S.M. Hosseini., A.,Esmaili& H Maralian. 2009. The effect of irrigation with municipal effluent on physic-chemical characteristics of soil, accumulation of nutrient and Cd in olive trees (Olea europaea L.). Environmental Sciences 6, 1-10. .( in persian)
Aiello, R., G.L. Cirelli & S.Consoli. 2007. Effects of reclaimed wastewater irrigation on soil and tomato fruits: A case study in Sicily (Italy). J. Agricultural Water Management. 93. pp.65-72.
Chirino, E., A, Bonet, J. Bellot & J .Sanchez. 2006. Effects of 30-year-old Aleppo pine plantations on runoff, soil erosion, and plant diversity in a semi-arid Landscape in south eastern Spain. Journal of Arid Environments 65, 627-646.
Eghbali.P., R. Daneshfaraz & S.M. Saghebian. 2014. Simulation of Temporal Development of Scour Hole around a Wing-wall Abutment Using Gene Expression Programming. J. of Water and Soil Conservation, 23(1).
Emamgholi, M. 2012. The effect of urban wastewater application for Desert land reclamation on some Chemical properties of soil and vegetation (Case study: Segzi, Isfahan). A thesis submitted for Master of Science. Faculty of natural resources, university of Tehran. .( in persian)
Feizi.M, M. Shayan jazi & H Ghorbani. 2010. The effect of Irrigation with Wastewater on Certain Soil Physical and chemical properties. 2th conference on the status of recycled water and effluent water in water resources management: applications. .( in persian)
Ferreira, C. 2006. Gene expression programming: mathematical modeling by an artificial intelligence. 2nd ed. Springer-Verlag, Germany. 478p.
Ghorbani M.A., R. khatibi., A. Aytak., O. Makarynsky & J. Shiri,. 2010. Sea Water Level Forecasting Using Genetic Programming and Comparing the Performance with Artificial Neural Networks, Computers. .( in persian)
Hosseinpour, A., G.H. Haghnia, A. Alozadeh & A. Fotovat. 2007. Effect of irrigation with raw and treated wastewaters on chemical characteristic of soil in different depths under continuously and intermittent flood conditions. Iranian Journal of Irrigation & Drainage. .( in persian)
Husnu Kayikcioglu, H. 2012. Short-term effects of irrigation with treated domestic wastewater on microbiological activity of a Vertic xerofluvent soil under Mediterranean condition. Journal of Environmental Management 102: 108-114.
Kelley, W.D., D.C. Martens., J.R. Reneau & T.W. Simpson. 2010. Agricultural use of Wastewater sludge. Department of Agronomy virginia polytechnic institute and state university, Blacksburg, virginia. 2406-3397.
13. Khoshgoftarmanesh, A.H. 2007.Evaluation of nutritional status and optimal management of fertilizer. Isfahan University of technology publication center. .( in persian)
Levy, G.J., P. Fine., & A. Bar-tal. 2011. Treated Wastewater in Agriculture: Use and Impacts on the Soil Environment and Crops. 1st Edition. Wiley-Blackwell, Inc. ISBN 978-1-4051-4862-7.
Sharma, R., M. Agrawal 7 F. Marshall,. 2007. Heavy metal contamination of soil and vegetables in suburban areas of Varanasi, India. Ecotoxicology and Environmental Safety 66, 258–266.
Sparks, D. L., A. L. Page, P. A. Helmke, R. H. Leoppert, P. N. Soltanpour, M. A. Tabatabai, G. T. Johnston & M. E. Sumner., 1996. Methods of soil analysis. Soil Sci. Soc. of Am. Madison, Wisconsin, USA.
Taghvaeian, A., A. Alizadeh 7 S.H. Danesh,. 2007. Effects of irrigation with sewage on physical and some properties of soil. Iranian Journal of Irrigation & Drainage 1: 49. .( in persian)
Zamani babgohari.J, M .Afuni., A .Khoshgoftarmanesh & H. Eshqhizadeh. .2011. Effect of Polyacryl Sewage Sludge, Municipal