메뉴 건너뛰기




Volumn 143, Issue 1-3, 2008, Pages 96-110

An artificial neural network model and design equations for BOD and COD removal prediction in horizontal subsurface flow constructed wetlands

Author keywords

Artificial neural networks; BOD; COD; Constructed wetlands; Horizontal subsurface flow; Principal component analysis; Removal model

Indexed keywords

ARTIFICIAL INTELLIGENCE; BACKPROPAGATION; BIOCHEMICAL OXYGEN DEMAND; CHEMICAL OXYGEN DEMAND; ELASTIC MODULI; ELECTRIC FAULT LOCATION; FINANCIAL DATA PROCESSING; FLUID MECHANICS; FORECASTING; HYDRAULICS; IMAGE CLASSIFICATION; JOINTS (STRUCTURAL COMPONENTS); KETONES; LIGHTNING; POROUS MATERIALS; PRINCIPAL COMPONENT ANALYSIS; ROADS AND STREETS; VEGETATION; WASTEWATER TREATMENT; WETLANDS;

EID: 50649100676     PISSN: 13858947     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cej.2007.12.029     Document Type: Article
Times cited : (121)

References (42)
  • 1
    • 0041430787 scopus 로고    scopus 로고
    • Annual cycle of nitrogen removal by a pilot-scale subsurface horizontal flow constructed wetland under moderate climate
    • Kuschk P., Wiebner A., Kappelmeyer U., Weibbrodt E., Kastner M., and Stottmeister U. Annual cycle of nitrogen removal by a pilot-scale subsurface horizontal flow constructed wetland under moderate climate. Water Res. 37 (2003) 4236-4242
    • (2003) Water Res. , vol.37 , pp. 4236-4242
    • Kuschk, P.1    Wiebner, A.2    Kappelmeyer, U.3    Weibbrodt, E.4    Kastner, M.5    Stottmeister, U.6
  • 5
    • 0036983147 scopus 로고    scopus 로고
    • Performance variations of COD and nitrogen removal by vegetated submerged bed wetlands
    • He Q., and Mankin K. Performance variations of COD and nitrogen removal by vegetated submerged bed wetlands. J. Am. Water Resour. Assoc. 38 (2002) 1679-1689
    • (2002) J. Am. Water Resour. Assoc. , vol.38 , pp. 1679-1689
    • He, Q.1    Mankin, K.2
  • 6
    • 0037473606 scopus 로고    scopus 로고
    • Treatment of domestic wastewater by subsurface flow constructed wetlands in Jordan
    • Al-Omari A., and Fayyad M. Treatment of domestic wastewater by subsurface flow constructed wetlands in Jordan. Desalination 155 (2003) 27-39
    • (2003) Desalination , vol.155 , pp. 27-39
    • Al-Omari, A.1    Fayyad, M.2
  • 7
    • 0032937201 scopus 로고    scopus 로고
    • Constructed wetlands in Queensland: Perfomance efficiency and nutrient bioaccumulation
    • Greenway M., and Woolley A. Constructed wetlands in Queensland: Perfomance efficiency and nutrient bioaccumulation. Ecol. Eng. 12 (1999) 39-55
    • (1999) Ecol. Eng. , vol.12 , pp. 39-55
    • Greenway, M.1    Woolley, A.2
  • 8
    • 0036251539 scopus 로고    scopus 로고
    • Efficiency of small constructed wetlands for subsurface treatment of single-family domestic effluent
    • Steer D., Fraser L., Boddy J., and Seibert B. Efficiency of small constructed wetlands for subsurface treatment of single-family domestic effluent. Ecol. Eng. 18 (2002) 429-440
    • (2002) Ecol. Eng. , vol.18 , pp. 429-440
    • Steer, D.1    Fraser, L.2    Boddy, J.3    Seibert, B.4
  • 9
    • 0036082981 scopus 로고    scopus 로고
    • The use of sub-surface constructed wetlands for wastewater treatment in the Czech Republic: 10 years experience
    • Vymazal J. The use of sub-surface constructed wetlands for wastewater treatment in the Czech Republic: 10 years experience. Ecol. Eng. 18 (2002) 633-646
    • (2002) Ecol. Eng. , vol.18 , pp. 633-646
    • Vymazal, J.1
  • 10
    • 0028683704 scopus 로고
    • Constructed wetlands for municipal wastewater treatment in Europe
    • Mitsch W.J. (Ed), Elsevier, Amsterdam
    • Brix H. Constructed wetlands for municipal wastewater treatment in Europe. In: Mitsch W.J. (Ed). Global Wetlands: Old World and New (1994), Elsevier, Amsterdam 325-333
    • (1994) Global Wetlands: Old World and New , pp. 325-333
    • Brix, H.1
  • 11
    • 1542268271 scopus 로고    scopus 로고
    • Model-based design of horizontal subsurface flow constructed treatment wetlands: a review
    • Rousseau D.P.L., Vanrolleghem P.A., and Pauw N.D. Model-based design of horizontal subsurface flow constructed treatment wetlands: a review. Water Res. 38 (2004) 1484-1493
    • (2004) Water Res. , vol.38 , pp. 1484-1493
    • Rousseau, D.P.L.1    Vanrolleghem, P.A.2    Pauw, N.D.3
  • 12
    • 0033137152 scopus 로고    scopus 로고
    • Spatial and temporal trends of sea surface temperature in the Northwest African Region
    • Ould Dedah S., Wiseman Jr. W., and Shaw R.F. Spatial and temporal trends of sea surface temperature in the Northwest African Region. Oceanol. Acta 22 (1999) 265-279
    • (1999) Oceanol. Acta , vol.22 , pp. 265-279
    • Ould Dedah, S.1    Wiseman Jr., W.2    Shaw, R.F.3
  • 13
    • 50649098744 scopus 로고    scopus 로고
    • StatSoft, Inc. STATISTICA (data analysis software system), (2004) version 7. http://www.statsoft.com.
    • StatSoft, Inc. STATISTICA (data analysis software system), (2004) version 7. http://www.statsoft.com.
  • 14
    • 0037389847 scopus 로고    scopus 로고
    • Integration of data mining techniques and heuristic knowledge in fuzzy logic modelling of eutrophication in Taihu Lake
    • Chen Q., and Mynett A.E. Integration of data mining techniques and heuristic knowledge in fuzzy logic modelling of eutrophication in Taihu Lake. Ecol. Model. 162 (2003) 55-67
    • (2003) Ecol. Model. , vol.162 , pp. 55-67
    • Chen, Q.1    Mynett, A.E.2
  • 15
    • 32044458602 scopus 로고    scopus 로고
    • Groundwater level forecasting in a shallow aquifer using artificial neural network approach
    • Nayak P.C., Satyaji Rao Y.R., and Sudheer K.P. Groundwater level forecasting in a shallow aquifer using artificial neural network approach. Water Resour. Manage. 20 (2006) 77-90
    • (2006) Water Resour. Manage. , vol.20 , pp. 77-90
    • Nayak, P.C.1    Satyaji Rao, Y.R.2    Sudheer, K.P.3
  • 16
    • 0034174280 scopus 로고    scopus 로고
    • Artificial neural networks in hydrology-I: Preliminary concepts
    • ASCE Task Committee. Artificial neural networks in hydrology-I: Preliminary concepts. J. Hydrol. Eng., ASCE 5 (2000) 115-123
    • (2000) J. Hydrol. Eng., ASCE , vol.5 , pp. 115-123
    • ASCE Task Committee1
  • 17
    • 0034174396 scopus 로고    scopus 로고
    • Artificial neural networks in hydrology-II: Hydrologic applications
    • ASCE Task Committee. Artificial neural networks in hydrology-II: Hydrologic applications. J. Hydrol. Eng., ASCE 5 (2000) 124-137
    • (2000) J. Hydrol. Eng., ASCE , vol.5 , pp. 124-137
    • ASCE Task Committee1
  • 18
    • 33845930937 scopus 로고    scopus 로고
    • Effect of temperature, HRT, vegetation and porous media on removal efficiency of pilot-scale horizontal subsurface flow constructed wetlands
    • doi:10.1016/j.ecoleng.2006.06.013
    • Akratos C.S., and Tsihrintzis V.A. Effect of temperature, HRT, vegetation and porous media on removal efficiency of pilot-scale horizontal subsurface flow constructed wetlands. Ecol. Eng. 29 (2007) 173-191 doi:10.1016/j.ecoleng.2006.06.013
    • (2007) Ecol. Eng. , vol.29 , pp. 173-191
    • Akratos, C.S.1    Tsihrintzis, V.A.2
  • 19
  • 20
    • 0035135266 scopus 로고    scopus 로고
    • Alternative analysis of BOD removal in subsurface flow constructed wetlands employing Monod kinetics
    • Mitchell C., and McNevin D. Alternative analysis of BOD removal in subsurface flow constructed wetlands employing Monod kinetics. Water Res. 5 (2001) 1295-1303
    • (2001) Water Res. , vol.5 , pp. 1295-1303
    • Mitchell, C.1    McNevin, D.2
  • 21
    • 0028985548 scopus 로고
    • Effect of loading rate and planting on treatment of dairy farm wastewaters in constructed wetlands - I. Removal of oxygen demand, suspended solids and faecal coliforms
    • Tanner C.C., Clayton J.S., and Upsedell M.P. Effect of loading rate and planting on treatment of dairy farm wastewaters in constructed wetlands - I. Removal of oxygen demand, suspended solids and faecal coliforms. Water Res. 29 (1995) 17-26
    • (1995) Water Res. , vol.29 , pp. 17-26
    • Tanner, C.C.1    Clayton, J.S.2    Upsedell, M.P.3
  • 22
    • 27744463886 scopus 로고    scopus 로고
    • Role of macrophyte Typha latifolia in a constructed wetland for wastewater treatment and assessment of its potential as a biomass fuel
    • Ciria M.P., Solano M.L., and Soriano P. Role of macrophyte Typha latifolia in a constructed wetland for wastewater treatment and assessment of its potential as a biomass fuel. Biosystems Eng. 92 (2005) 535-544
    • (2005) Biosystems Eng. , vol.92 , pp. 535-544
    • Ciria, M.P.1    Solano, M.L.2    Soriano, P.3
  • 23
  • 24
    • 28644445189 scopus 로고    scopus 로고
    • Treatment at different depths and vertical mixing within a 1-m deep horizontal subsurface-flow wetland
    • Headley T.R., Herity E., and Davison L. Treatment at different depths and vertical mixing within a 1-m deep horizontal subsurface-flow wetland. Ecol. Eng. 25 (2005) 567-582
    • (2005) Ecol. Eng. , vol.25 , pp. 567-582
    • Headley, T.R.1    Herity, E.2    Davison, L.3
  • 26
    • 0029256592 scopus 로고
    • Subsurface flow wetlands-a performance evaluation
    • Reed S.C., and Brown D. Subsurface flow wetlands-a performance evaluation. Water Environ. Res. 67 (1995) 244-248
    • (1995) Water Environ. Res. , vol.67 , pp. 244-248
    • Reed, S.C.1    Brown, D.2
  • 27
    • 0038717668 scopus 로고    scopus 로고
    • Vegetation effects on faecal bacteria, BOD and suspended solids removal in constructed wetlands treating domestic wastewater
    • Karathanasis A.D., Potter C.L., and Cayne M.S. Vegetation effects on faecal bacteria, BOD and suspended solids removal in constructed wetlands treating domestic wastewater. Ecol. Eng. 20 (2003) 157-169
    • (2003) Ecol. Eng. , vol.20 , pp. 157-169
    • Karathanasis, A.D.1    Potter, C.L.2    Cayne, M.S.3
  • 28
    • 0347511644 scopus 로고    scopus 로고
    • Performance of subsurface flow constructed wetland taking pretreated swine effluent under heavy loads
    • Lee C.Y., Lee C.C., Lee F.Y., Tseng S.K., and Lia C.J. Performance of subsurface flow constructed wetland taking pretreated swine effluent under heavy loads. Bioresour. Technol. 92 (2004) 173-179
    • (2004) Bioresour. Technol. , vol.92 , pp. 173-179
    • Lee, C.Y.1    Lee, C.C.2    Lee, F.Y.3    Tseng, S.K.4    Lia, C.J.5
  • 29
    • 0141906760 scopus 로고    scopus 로고
    • Suitability of constructed wetlands and waste stabilization ponds in wastewater treatment: nitrogen transformation and removal
    • Senzia M.A., Mashauri D.A., and Mayo A.W. Suitability of constructed wetlands and waste stabilization ponds in wastewater treatment: nitrogen transformation and removal. Phys. Chem. Earth 28 (2003) 1117-1124
    • (2003) Phys. Chem. Earth , vol.28 , pp. 1117-1124
    • Senzia, M.A.1    Mashauri, D.A.2    Mayo, A.W.3
  • 30
    • 50649124567 scopus 로고    scopus 로고
    • Metcalf & Eddy, Inc., in: G. Tchobanoglous, F.L. Burton, D.H. Stensel (Eds.), Wastewater Engineering: Treatment and Reuse, fourth ed., MacGraw-Hill, New York, 2003.
    • Metcalf & Eddy, Inc., in: G. Tchobanoglous, F.L. Burton, D.H. Stensel (Eds.), Wastewater Engineering: Treatment and Reuse, fourth ed., MacGraw-Hill, New York, 2003.
  • 31
    • 0028610153 scopus 로고
    • Use of constructed wetlands in water pollution control: historical development, present status and future perspectives
    • Brix H. Use of constructed wetlands in water pollution control: historical development, present status and future perspectives. Water Sci. Technol. 30 (1994) 209-223
    • (1994) Water Sci. Technol. , vol.30 , pp. 209-223
    • Brix, H.1
  • 32
    • 50649090354 scopus 로고    scopus 로고
    • R.L. Knight, R. Ruble, R.H. Kadlec, S. Reed, North American treatment wetland database-electronic database created for the US Environmental Protection Agency, 1993.
    • R.L. Knight, R. Ruble, R.H. Kadlec, S. Reed, North American treatment wetland database-electronic database created for the US Environmental Protection Agency, 1993.
  • 33
    • 0344299271 scopus 로고    scopus 로고
    • The effect of temperature of biochemical oxygen demand removal in a subsurface flow wetland
    • Griffin D.M.J., Bhattairai R.R., and Xiang H. The effect of temperature of biochemical oxygen demand removal in a subsurface flow wetland. Water Environ. Res. 4 (1999) 475-482
    • (1999) Water Environ. Res. , vol.4 , pp. 475-482
    • Griffin, D.M.J.1    Bhattairai, R.R.2    Xiang, H.3
  • 35
    • 0029415902 scopus 로고
    • Constructed wetlands in water pollution control: fundamentals to their understanding
    • Wood A. Constructed wetlands in water pollution control: fundamentals to their understanding. Water Sci. Technol. 32 (1995) 21-29
    • (1995) Water Sci. Technol. , vol.32 , pp. 21-29
    • Wood, A.1
  • 36
    • 0030609443 scopus 로고    scopus 로고
    • Deterministic and stochastic aspects of constructed wetland performance and design
    • Kadlec R.H. Deterministic and stochastic aspects of constructed wetland performance and design. Water Sci. Technol. 35 (1997) 149-156
    • (1997) Water Sci. Technol. , vol.35 , pp. 149-156
    • Kadlec, R.H.1
  • 37
    • 0002666431 scopus 로고    scopus 로고
    • Removal mechanisms and types of constructed wetlands
    • Vymazal J., Brix H., Cooper P.F., Green M.B., and Haberl R. (Eds), Backhuys Publishers, Leiden
    • Vymazal J., Brix H., Cooper P.F., Haberl R., Perfler R., and Laber J. Removal mechanisms and types of constructed wetlands. In: Vymazal J., Brix H., Cooper P.F., Green M.B., and Haberl R. (Eds). Constructed Wetlands for Wastewater Treatment in Europe (1998), Backhuys Publishers, Leiden 17-66
    • (1998) Constructed Wetlands for Wastewater Treatment in Europe , pp. 17-66
    • Vymazal, J.1    Brix, H.2    Cooper, P.F.3    Haberl, R.4    Perfler, R.5    Laber, J.6
  • 38
    • 0000757265 scopus 로고    scopus 로고
    • Denmark
    • Vymazal J., Brix H., Cooper P.F., Green M.B., and Haberl R. (Eds), Backhuys Publishers, Leiden
    • Brix H. Denmark. In: Vymazal J., Brix H., Cooper P.F., Green M.B., and Haberl R. (Eds). Constructed wetlands for wastewater treatment in Europe (1998), Backhuys Publishers, Leiden 123-152
    • (1998) Constructed wetlands for wastewater treatment in Europe , pp. 123-152
    • Brix, H.1
  • 41
    • 0003866111 scopus 로고    scopus 로고
    • Constructed wetlands for pollution control: processes performance, design and operation, IWA specialist group on use of macrophytes in water pollution control
    • Kadlec R.H., Knight R.L., Vymazal J., Brix H., Cooper P., and Haberl R. Constructed wetlands for pollution control: processes performance, design and operation, IWA specialist group on use of macrophytes in water pollution control. Sci. Tech. Rep. 8 (2000) 156
    • (2000) Sci. Tech. Rep. , vol.8 , pp. 156
    • Kadlec, R.H.1    Knight, R.L.2    Vymazal, J.3    Brix, H.4    Cooper, P.5    Haberl, R.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.