Abstract
Modeling nutrient behavior and estimating nutrient removal in constructed wetland systems appears essential for their effective design and operation. In this work, a fuzzy logic model has been developed and applied to predict nitrogen and phosphorus removal efficiency in free-water surface (FWS) constructed wetlands (CWs). Fuzzy sets and fuzzy logic models have been widely used to model uncertainty when applied to complex systems and phenomena, not easily described by traditional mathematics. In order to develop and validate a fuzzy-logic model, experimental data regarding nitrogen and phosphorus removal obtained from a two-year experiment were used. Predicted values (model) fitted well the experimental data, and this also applied for independent data from several other CWs with different design and operating conditions. Therefore, it can be concluded that this methodology constitutes a satisfactory modeling tool for nitrogen and phosphorus removal estimation in free-water surface constructed wetlands.
Similar content being viewed by others
References
Akratos CS, Papaspyros JNE, Tsihrintzis VA (2009a) Total nitrogen and ammonia removal prediction in horizontal subsurface flow constructed wetlands: use of artificial neural networks and development of a design equation. Bioresour Technol 100(2):586–596
Akratos CS, Papaspyros JNE, Tsihrintzis VA (2009b) Artificial neural network use in ortho-phosphate and total phosphorus removal prediction in horizontal subsurface flow constructed wetlands. Biosyst Eng 102(2):190–201
Bunwong K, Sae-jie W, Lenbury Y (2009) Modelling nitrogen dynamics of a constructed wetland: nutrient removal process with variable yield. Nonlinear Analysis: Theory, Methods & Applications 71(12):1538–1546
Cameron K, Madramootoo C, Crolla A, Kinsley C (2003) Pollutant removal from municipal sewage lagoon effluents with a free-surface wetland. Water Res 37:2803–2812
Chavan PV, Dennett KE (2008) Wetland simulation model for nitrogen, phosphorus, and sediments retention in constructed wetlands. Water Air Soil Pollut 187:109–118
Chen TY, Kao CM, Yeh TY, Chien HY, Chao AC (2006) Application of a constructed wetland for industrial wastewater treatment: A pilot-scale study. Chemosphere 64:497–502
Dialynas G, Kefalakis N, Dialynas M, Angelakis A (2002) Performance of an innovative FWS constructed wetland in Crete, Greece. Water Sci Technol 46:355–360
García M, Soto F, González JM, Bécares E (2008) A comparison of bacterial removal efficiencies in constructed wetlands and algae-based systems. Ecol Eng 32:238–243
Gikas GD, Tsihrintzis VA, Akratos CS (2011) Performance and modeling of a vertical flow constructed wetland – maturation pond system. J Environ Sci Health A 46(7):692–708. doi:10.1080/10934529.2011.571575
Giraldi D, de Michieli VM, Iannelli R (2010) FITOVERT: a dynamic numerical model of subsurface vertical flow constructed wetlands. Environ Model Softw 25:633–640
Ham J, Yoon CG, Kim H-J, Kim H-C (2010) Modeling the effects of constructed wetland on nonpoint source pollution control and reservoir water quality improvement. J Environ Sci 22(6):834–839
Hijosa-Valsero M, Sidrach-Cardona K, Martin-Villacorta J, Valsero-Blanco MC, Bayona JM, EIoy Becares E (2011) Statistical modelling of organic matter and emerging pollutants removal in constructed wetlands. Bioresour Technol 102:4981–4988
Jiang C, Jia L, He Y, Zhang B, Kirumba G, Xie J (2013) Adsorptive removal of phosphorus from aqueous solution using sponge iron and zeolite. J Colloid Interface Sci 402:246–252
Kadlec RH, Wallace SD (2009) Treatment Wetlands, 2nd edn. CRC Press/Lewis Publishers, Boca Raton
Kotti IP, Gikas GD, Tsihrintzis VA (2010) Effect of operational and design parameters on removal efficiency of pilot-scale FWS constructed wetlands and comparison with HSF systems. Ecol Eng 36(7):862–875
Kotti IP, Sylaios GK, Tsihrintzis VA (2013) Fuzzy logic models for BOD removal prediction in free-water surface constructed wetlands. Ecol Eng 51:66–74
Kumar JLG, Zhao YQ (2011) A review on numerous modeling approaches for effective, economical and ecological treatment wetlands. J Environ Manag 92:400–406
Labadie JW, Zheng F, Wan Y (2012) Optimal integrated operation of reservoir-assisted stormwater treatment areas for estuarine habitat restoration. Environ Model Softw 38:271–282
Langergraber G, Simunek J (2005) Modeling variably saturated water flow and multicomponent reactive transport in constructed wetlands. Vadose Zone J 4:924–938
Langergraber G, Giraldi D, Mena J, Meyer D, Peña M, Toscano A, Brovelli A, Korkusuz EA (2009a) Recent developments in numerical modelling of subsurface flow constructed wetlands. Sci Total Environ 407:3931–3943
Langergraber G, Rousseau DPL, García J, Mena J (2009b) CWM1: a general model to describe biokinetic processes in subsurface flow constructed wetlands. Water Sci Technol 59(9):1687–1697
Lim PE, Wong TF, Lim DV (2001) Oxygen demand, nitrogen and copper removal by free-water-surface and subsurface-flow constructed wetlands under tropical conditions. Environ Int 26:425–431
Liolios KA, Moutsopoulos KN, Tsihrintzis VA (2012) Modeling of flow and BOD fate in horizontal subsurface flow constructed wetlands. Chem Eng J 200–202:681–693. doi:10.1016/j.cej.2012.06.101
Liolios KA, Moutsopoulos KN, Tsihrintzis VA (2014a) Comparative modeling of HSF constructed wetland performance with and without evapotranspiration and rainfall. Environ Process 1(2):171–186. doi:10.1007/s40710-014-0019-5
Liolios KA, Moutsopoulos KN, Tsihrintzis VA (2014b) Numerical simulation of phosphorus removal in horizontal subsurface flow constructed wetlands. Desalin Water Treat 56(5):1282–1290. doi:10.1080/19443994.2014.983550
Llorens E, Saaltink MW, Garcia J (2011a) CWM1 implementation in Retraso Code Bright: first results using horizontal subsurface flow constructed wetland data. Chem Eng J 166:224–232
Llorens E, Saaltink MW, Poch M, Garcia J (2011b) Bacterial transformation and biodegradation processes simulation in horizontal subsurface flow constructed wetlands using CWM1-RETRASO. Bioresour Technol 102:928–936
Manios T, Fountoulakis MS, Karathanasis AD (2009) Construction simplicity and cost as selection criteria between two types of constructed wetlands treating highway runoff. Environ Manag 43(5):908–920
Mayo AW, Mutamba J (2005) Modelling nitrogen removal in a coupled HRP and unplanted horizontal flow subsurface gravel bed constructed wetland. Phys Chem Earth 30:673–679
Mburu N, Sanchez-Ramos D, Rousseau DPL, van Bruggen JJA, Thumbi G, Stein OR, Hook PB, Lens PNL (2012) Simulation of carbon, nitrogen and sulphur conversion in batch-operated experimental wetland mesocosms. Ecol Eng 42:304–315
Meutia AA (2001) Treatment of laboratory wastewater in a tropical constructed wetland comparing surface and subsurface flow. Water Sci Technol 44(11–12):499–506
Misiti TM, Hajaya MG, Pavlostathis SG (2011) Nitrate reduction in a simulated free-water surface wetland system. Water Res 45:5587–5598
Moutsopoulos KN, Poultsidis V, Papaspyros INE, Tsihrintzis VA (2011) Simulation of hydrodynamics and nitrogen transformation processes in HSF constructed wetlands and porous media using the advection-dispersion-reaction equation with linear sink-source terms. Ecol Eng 37(9):1407–1415
Munson RK, Roy SB, Gherini SA, Macneill AL, Hudson RJM, Blette VL (2002) Model prediction of the effects of changing phosphorus loads on the Everglades protection area. Water Air Soil Pollut 134:255–273
Paudel R, Jawitz JW (2012) Does increased model complexity improve description of phosphorus dynamics in a large treatment wetland? Ecol Eng 42:283–294
Ross TJ (2004) Fuzzy Logic with Engineering Applications. John Wiley & Sons Ltd, The Atrium, Southern Gate, Chichester, West Sussex PO19 8SQ, England, p 628
Rousseau DPL, Vanrolleghem PA, Pauw ND (2004) Model-based design of horizontal subsurface flow constructed treatment wetlands: a review. Water Res 38:1484–1493
Saeed T, Sun G (2011a) Kinetic modelling of nitrogen and organics removal in vertical and horizontal flow wetlands. Water Res 45:3137–3152
Saeed T, Sun G (2011b) The removal of nitrogen and organics in vertical flow wetland reactors: predictive models. Bioresour Technol 102:1205–1213
Samso R, Garcia J (2013) BIO_PORE, a mathematical model to simulate biofilm growth and water quality improvement in porous media: application and calibration for constructed wetlands. Ecol Eng 54:116–127
Sklarz MY, Gross A, Soares MIM, Yakirevich A (2010) Mathematical model for analysis of recirculating vertical flow constructed wetlands. Water Res 44:2010–2020
Son YK, Yoon CG, Kim HC, Jang JH, Lee SB (2010) Determination of regression model parameter for constructed wetland using operating data. Paddy Water Environ 8:325–332
Song K, Park Y-S, Zheng F, Kang H (2013) The application of artificial neural network (ANN) model to the simulation of denitrification rates in mesocosm-scale wetlands. Ecol Inform 16:10–16
Stefanakis A, Akratos C, Tsihrintzis VA (2014) Vertical flow constructed wetlands: eco-engineering systems for wastewater and sludge treatment. Elsevier, Amsterdam, p 378
Strand JA, Weisner SEB (2013) Effects of wetland construction on nitrogen transport and species richness in the agricultural landscape-experiences from Sweden. Ecol Eng 56:14–25
Tanner CC, Kadlec RH (2013) Influence of hydrological regime on wetland attenuation of diffuse agricultural nitrate losses. Ecol Eng 56:79–88
Terzakis S, Fountoulakis MS, Georgaki I, Albantakis D, Sabathianakis I, Karathanasis AD, Kalogerakis N, Manios T (2008) Constructed wetlands treating highway runoff in the central Mediterranean region. Chemosphere 72:141–149
Toscano A, Langergraber G, Consoli S, Cirelli GL (2009) Modelling pollutant removal in a pilot-scale two-stage subsurface flow constructed wetlands. Ecol Eng 35:281–289
Trepel M, Palmeri L (2002) Quantifying nitrogen retention in surface flow wetlands for environmental planning at the landscape-scale. Ecol Eng 19:127–140
Tsihrintzis VA, Gikas GD (2010) Constructed wetlands for wastewater and activated sludge treatment in North Greece: a review. Water Sci Technol 61(10):2653–2672
Tsihrintzis VA, Akratos CS, Gikas GD, Karamouzis D, Angelakis AN (2007) Performance and cost comparison of a FWS and a VSF constructed wetland systems. Environ Technol 28(6):621–628
van de Moortel AMK, Rousseau DPL, Tack FMG, De Pauw N (2009) A comparative study of surface and subsurface flow constructed wetlands for treatment of combined sewer overflows: a greenhouse experiment. Ecol Eng 35:175–183
Vymazal J (2007) Removal of nutrients in various types of constructed wetlands. Sci Total Environ 380:48–65
Walker WWJR, Kadlec RH (2011) Modeling phosphorus dynamics in Everglades Wetlands and stormwater treatment areas. Crit Rev Environ Sci Technol 41(S1):430–446
Wang Y, Zhang J, Kong H, Inamori Y, Xu K, Inamoric R, Kondo T (2009) A simulation model of nitrogen transformation in reed constructed wetlands. Desalination 235:93–101
Wang J, Huang S-L, He C-D, Ng C-O (2011) Numerical analysis of the performance of horizontal and wavy subsurface flow constructed wetlands. J Hydrodyn 23(3):339–347
Wang Y-C, Lin Y-P, Huang C-W, Chiang L-C, Chu H-J, Ou W-S (2012a) A system dynamic model and sensitivity analysis for simulating domestic pollution removal in a free-water surface constructed wetland. Water Air Soil Pollut 223:2719–2742
Wang H, Meselhe EA, Waldon MG, Harwell MC, Chen C (2012b) Compartment-based hydrodynamics and water quality modeling of a Northern Everglades Wetland, Florida, USA. Ecol Model 247:273–285
Xuan Z, Chang N-Β , Daranpob A, Wanielista M (2010) Modeling subsurface upflow wetlands systems for wastewater effluent treatment, Environ Eng Sci 27(10):879–888
Zhang L, Scholz M, Mustafa A, Harrington R (2008) Assessment of the nutrient removal performance in integrated constructed wetlands with the self-organizing map. Water Res 42:3519–3527
Zhang T, Page T, Heathwaite L, Beven K, Oliver DM, Haygarth PM (2013) Estimating phosphorus delivery with its mitigation measures from soil to stream using fuzzy rules. Soil Use Manag 29(1):187–198
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Kotti, I.P., Sylaios, G.K. & Tsihrintzis, V.A. Fuzzy Modeling for Nitrogen and Phosphorus Removal Estimation in Free-Water Surface Constructed Wetlands. Environ. Process. 3 (Suppl 1), 65–79 (2016). https://doi.org/10.1007/s40710-016-0177-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s40710-016-0177-8