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Volumn 64, Issue , 2014, Pages 18-26

An integrated treatment of domestic wastewater using sequencing batch biofilm reactor combined with vertical flow constructed wetland and its artificial neural network simulation study

Author keywords

Advanced biological process; Artificial neural network; Domestic wastewater; Dynamic monitor; SBBR VFCW

Indexed keywords

ARTIFICIAL NEURAL NETWORK SIMULATION; BIOLOGICAL PROCESS; CORRELATION COEFFICIENT; DOMESTIC WASTEWATER; ROOT MEAN SQUARED ERRORS; SBBR-VFCW; SEQUENCING BATCH BIOFILM REACTOR; VERTICAL FLOW CONSTRUCTED WETLANDS;

EID: 84892533018     PISSN: 09258574     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ecoleng.2013.12.040     Document Type: Article
Times cited : (36)

References (36)
  • 2
    • 35948947330 scopus 로고    scopus 로고
    • Feasibility of nitrification/denitrification in a sequencing batch biofilm reactor with liquid circulation applied to post-treatment
    • Andrade do Canto C.S., Domingues Rodrigues J.A., Ratusznei S.M., Zaiat M., Foresti E. Feasibility of nitrification/denitrification in a sequencing batch biofilm reactor with liquid circulation applied to post-treatment. Bioresour. Technol. 2008, 99:644-654.
    • (2008) Bioresour. Technol. , vol.99 , pp. 644-654
    • Andrade do Canto, C.S.1    Domingues Rodrigues, J.A.2    Ratusznei, S.M.3    Zaiat, M.4    Foresti, E.5
  • 5
    • 0032719263 scopus 로고    scopus 로고
    • Denitrification under high nitrate concentration and alternating anoxic condition
    • Bilanovic D., Battistoni P., Cecchi F., Pavan P., Mata-Alvarez J. Denitrification under high nitrate concentration and alternating anoxic condition. Water Res. 1999, 33:3311-3320.
    • (1999) Water Res. , vol.33 , pp. 3311-3320
    • Bilanovic, D.1    Battistoni, P.2    Cecchi, F.3    Pavan, P.4    Mata-Alvarez, J.5
  • 6
    • 28644449677 scopus 로고    scopus 로고
    • The use of vertical flow constructed wetlands for on-site treatment of domestic wastewater: new Danish guidelines
    • Brix H., Arias C.A. The use of vertical flow constructed wetlands for on-site treatment of domestic wastewater: new Danish guidelines. Ecol. Eng. 2005, 25:491-500.
    • (2005) Ecol. Eng. , vol.25 , pp. 491-500
    • Brix, H.1    Arias, C.A.2
  • 7
    • 84860306415 scopus 로고    scopus 로고
    • Treatment performance of integrated vertical-flow constructed wetland plots for domestic wastewater
    • Chang J.J., Wu S.Q., Dai Y.R., Liang W., Wu Z.B. Treatment performance of integrated vertical-flow constructed wetland plots for domestic wastewater. Ecol. Eng. 2012, 44:152-159.
    • (2012) Ecol. Eng. , vol.44 , pp. 152-159
    • Chang, J.J.1    Wu, S.Q.2    Dai, Y.R.3    Liang, W.4    Wu, Z.B.5
  • 8
    • 40749089543 scopus 로고    scopus 로고
    • An evaluation of the phosphorus storage capacity of an anaerobic/aerobic sequential batch biofilm reactor
    • Chiou R.J., Yang Y.R. An evaluation of the phosphorus storage capacity of an anaerobic/aerobic sequential batch biofilm reactor. Bioresour. Technol. 2008, 99:4408-4413.
    • (2008) Bioresour. Technol. , vol.99 , pp. 4408-4413
    • Chiou, R.J.1    Yang, Y.R.2
  • 9
    • 77952889909 scopus 로고    scopus 로고
    • Prediction of moving bed biofilm reactor (MBBR) performance for the treatment of aniline using artificial neural networks (ANN)
    • Delnavaz M., Ayati B., Ganjidoust H. Prediction of moving bed biofilm reactor (MBBR) performance for the treatment of aniline using artificial neural networks (ANN). J. Hazard. Mater. 2010, 179:769-775.
    • (2010) J. Hazard. Mater. , vol.179 , pp. 769-775
    • Delnavaz, M.1    Ayati, B.2    Ganjidoust, H.3
  • 10
    • 79959517353 scopus 로고    scopus 로고
    • Domestic sewage treatment in a sequencing batch biofilm reactor (SBBR) with an intelligent controlling system
    • Ding D.H., Feng C.P., Jin Y.X., Hao C.H., Zhao Y.X., Suemura T. Domestic sewage treatment in a sequencing batch biofilm reactor (SBBR) with an intelligent controlling system. Desalination 2011, 276:260-265.
    • (2011) Desalination , vol.276 , pp. 260-265
    • Ding, D.H.1    Feng, C.P.2    Jin, Y.X.3    Hao, C.H.4    Zhao, Y.X.5    Suemura, T.6
  • 11
    • 0032692999 scopus 로고    scopus 로고
    • Use of fuzzy neural-net model for rule generation of activated sludge process
    • Du Y.G., Taygi R.D. Use of fuzzy neural-net model for rule generation of activated sludge process. Process Biochem. 1999, 35:77-83.
    • (1999) Process Biochem. , vol.35 , pp. 77-83
    • Du, Y.G.1    Taygi, R.D.2
  • 13
    • 33747893526 scopus 로고    scopus 로고
    • Plant growth and microbial processes in a constructed wetland planted with Phalaris arundinacea
    • Edwards K.R., Čižková H., Zemanová K., Šantrůčková H. Plant growth and microbial processes in a constructed wetland planted with Phalaris arundinacea. Ecol. Eng. 2006, 27:153-165.
    • (2006) Ecol. Eng. , vol.27 , pp. 153-165
    • Edwards, K.R.1    Čižková, H.2    Zemanová, K.3    Šantrůčková, H.4
  • 15
    • 84860856638 scopus 로고    scopus 로고
    • A small-size vertical flow constructed wetland for on-site treatment of household wastewater
    • Georgios D.G., Vassilios A.T. A small-size vertical flow constructed wetland for on-site treatment of household wastewater. Ecol. Eng. 2012, 44:37-343.
    • (2012) Ecol. Eng. , vol.44 , pp. 37-343
    • Georgios, D.G.1    Vassilios, A.T.2
  • 16
    • 0026008418 scopus 로고
    • Phosphate removal in a biofilm reactor
    • Gonzalez M.S., Wilderer P.A. Phosphate removal in a biofilm reactor. Water Sci. Tech. 1991, 23:1405-1415.
    • (1991) Water Sci. Tech. , vol.23 , pp. 1405-1415
    • Gonzalez, M.S.1    Wilderer, P.A.2
  • 17
    • 77956207154 scopus 로고    scopus 로고
    • Clogging pattern in vertical-flow constructed wetlands: Insight from a laboratory study
    • Hua G.F., Zhua W., Zhao L.F., Huang J.Y. Clogging pattern in vertical-flow constructed wetlands: Insight from a laboratory study. J. Hazard. Mater. 2010, 180:668-674.
    • (2010) J. Hazard. Mater. , vol.180 , pp. 668-674
    • Hua, G.F.1    Zhua, W.2    Zhao, L.F.3    Huang, J.Y.4
  • 18
    • 67349175728 scopus 로고    scopus 로고
    • Control rules of aeration in a submerged biofilm wastewater treatment process using fuzzy neural networks
    • Huang M.Z., Wan J.Q., Ma Y.W., Wang Y., Li W.J., Sun X.F. Control rules of aeration in a submerged biofilm wastewater treatment process using fuzzy neural networks. Expert Syst. Appl. 2009, 36:10428-10437.
    • (2009) Expert Syst. Appl. , vol.36 , pp. 10428-10437
    • Huang, M.Z.1    Wan, J.Q.2    Ma, Y.W.3    Wang, Y.4    Li, W.J.5    Sun, X.F.6
  • 20
    • 0344062921 scopus 로고    scopus 로고
    • Back-propagation neural network for long-term tidal predication
    • Lee T.L. Back-propagation neural network for long-term tidal predication. Ocean Eng. 2004, 31:225-238.
    • (2004) Ocean Eng. , vol.31 , pp. 225-238
    • Lee, T.L.1
  • 21
    • 70349384573 scopus 로고    scopus 로고
    • Phosphorus removal of rural wastewater by the paddy-rice-wetland system in Tai Lake Basin
    • Li S., Li H., Liang X.Q., Chen Y.X., Wang S.X., Wang F.E. Phosphorus removal of rural wastewater by the paddy-rice-wetland system in Tai Lake Basin. J. Hazard. Mater. 2009, 171:301-308.
    • (2009) J. Hazard. Mater. , vol.171 , pp. 301-308
    • Li, S.1    Li, H.2    Liang, X.Q.3    Chen, Y.X.4    Wang, S.X.5    Wang, F.E.6
  • 22
    • 77952942209 scopus 로고    scopus 로고
    • A novel integrated step-feed biofilm process for the treatment of decentralized domestic wastewater in rural areas of China
    • Liang H.W., Gao M., Liu J.X., Wei Y.S., Guo X.S. A novel integrated step-feed biofilm process for the treatment of decentralized domestic wastewater in rural areas of China. J. Environ. Sci. 2010, 22:321-327.
    • (2010) J. Environ. Sci. , vol.22 , pp. 321-327
    • Liang, H.W.1    Gao, M.2    Liu, J.X.3    Wei, Y.S.4    Guo, X.S.5
  • 23
    • 84892492239 scopus 로고    scopus 로고
    • Primary study the combined process of enhanced SBBR and eomtrueted wetlands for nitrogen and phosphorus removal
    • Lu W.J., Li J., Wei S., Ni Y.J. Primary study the combined process of enhanced SBBR and eomtrueted wetlands for nitrogen and phosphorus removal. Environ. Pollut. Control 2010, 23:64-67.
    • (2010) Environ. Pollut. Control , vol.23 , pp. 64-67
    • Lu, W.J.1    Li, J.2    Wei, S.3    Ni, Y.J.4
  • 24
    • 67649389356 scopus 로고    scopus 로고
    • Side-by-side comparison of horizontal subsurface flow and free water surface flow constructed wetlands and artificial neural network (ANN) modelling approach
    • Naz M., Uyanik S., Yesilnacar M.I., Sahinkaya E. Side-by-side comparison of horizontal subsurface flow and free water surface flow constructed wetlands and artificial neural network (ANN) modelling approach. Ecol. Eng. 2009, 35:1255-1263.
    • (2009) Ecol. Eng. , vol.35 , pp. 1255-1263
    • Naz, M.1    Uyanik, S.2    Yesilnacar, M.I.3    Sahinkaya, E.4
  • 25
    • 3242721368 scopus 로고    scopus 로고
    • An accurate comparison of methods for quantifying variable importance in artificial neural networks using simulated data
    • Olden J.D., Joy M.K., Death R.G. An accurate comparison of methods for quantifying variable importance in artificial neural networks using simulated data. Ecol. Model. 2004, 178:389-397.
    • (2004) Ecol. Model. , vol.178 , pp. 389-397
    • Olden, J.D.1    Joy, M.K.2    Death, R.G.3
  • 26
    • 0035020047 scopus 로고    scopus 로고
    • Advanced monitoring and control of anaerobic wastewater treatment plants: diagnosis and supervision by a fuzzy-based expert system
    • Punal A. Advanced monitoring and control of anaerobic wastewater treatment plants: diagnosis and supervision by a fuzzy-based expert system. Water Sci. Technol. 2001, 43:1191-1198.
    • (2001) Water Sci. Technol. , vol.43 , pp. 1191-1198
    • Punal, A.1
  • 27
    • 33947712235 scopus 로고    scopus 로고
    • Artificial neural networks for rapid WWTP performance evaluation: methodology and case study
    • Ráduly B., Gernaey K.V., Capodaglio A.G., Mikkelsen P.S., Henze M. Artificial neural networks for rapid WWTP performance evaluation: methodology and case study. Environ. Model Softw. 2007, 22:1208-1216.
    • (2007) Environ. Model Softw. , vol.22 , pp. 1208-1216
    • Ráduly, B.1    Gernaey, K.V.2    Capodaglio, A.G.3    Mikkelsen, P.S.4    Henze, M.5
  • 29
    • 61349143658 scopus 로고    scopus 로고
    • Biotreatment of zinc-containing wastewater in a sulfidogenic CSTR: performance and artificial neural network (ANN) modeling studies
    • Sahinkaya E. Biotreatment of zinc-containing wastewater in a sulfidogenic CSTR: performance and artificial neural network (ANN) modeling studies. J. Hazard. Mater. 2009, 164:105-113.
    • (2009) J. Hazard. Mater. , vol.164 , pp. 105-113
    • Sahinkaya, E.1
  • 30
    • 80053263839 scopus 로고    scopus 로고
    • Influence of wet/dry ratio on pollutants removal performance by rapid infiltration system
    • Song G.J., Yang W.C., Liang F.Y., Xu Y.R. Influence of wet/dry ratio on pollutants removal performance by rapid infiltration system. China Water Wastewater 2006, 22:9-12.
    • (2006) China Water Wastewater , vol.22 , pp. 9-12
    • Song, G.J.1    Yang, W.C.2    Liang, F.Y.3    Xu, Y.R.4
  • 31
    • 31144442710 scopus 로고    scopus 로고
    • China Environment Science Press, Beijing, State Environment Protection Administration of China-2011.
    • State Environment Protection Administration of China -2011. Report on the State of the Environment of China 1999, China Environment Science Press, Beijing.
    • (1999) Report on the State of the Environment of China
  • 32
    • 78650383579 scopus 로고    scopus 로고
    • Treating simulative domestic wastewater using SBBR-CRI process and its simulation study based on artificial neural network
    • Sun H.S., Yang Z.H., Zeng G.M., Liu S.Q., Xu Z.Y., Deng J.H., Ji L.L., Chen Y. Treating simulative domestic wastewater using SBBR-CRI process and its simulation study based on artificial neural network. China Environ. Sci. 2010, 30:1453-1458.
    • (2010) China Environ. Sci. , vol.30 , pp. 1453-1458
    • Sun, H.S.1    Yang, Z.H.2    Zeng, G.M.3    Liu, S.Q.4    Xu, Z.Y.5    Deng, J.H.6    Ji, L.L.7    Chen, Y.8
  • 33
    • 34248198376 scopus 로고    scopus 로고
    • Low-biodegradable composite chemical wastewater treatment by biofilm configured sequencing batch reactor (SBBR)
    • Venkata Mohan S., Chandrasekhara Rao N., Sarma P.N. Low-biodegradable composite chemical wastewater treatment by biofilm configured sequencing batch reactor (SBBR). J. Hazard. Mater. 2007, 144:108-117.
    • (2007) J. Hazard. Mater. , vol.144 , pp. 108-117
    • Venkata Mohan, S.1    Chandrasekhara Rao, N.2    Sarma, P.N.3
  • 34
    • 84892504413 scopus 로고    scopus 로고
    • Control of shortcut nitrification in SBBR with adequate oxygen supply
    • Xu Z., Yang Z.H., Zeng G.M. Control of shortcut nitrification in SBBR with adequate oxygen supply. J. Environ. Sci. 2008, 27:1860-1866.
    • (2008) J. Environ. Sci. , vol.27 , pp. 1860-1866
    • Xu, Z.1    Yang, Z.H.2    Zeng, G.M.3
  • 35
    • 67349276360 scopus 로고    scopus 로고
    • Enhancement of nitrogen removal in towery hybrid constructed wetland to treat domestic wastewater for small rural communities
    • Ye F.X., Li Y. Enhancement of nitrogen removal in towery hybrid constructed wetland to treat domestic wastewater for small rural communities. Ecol. Eng. 2009, 35:1043-1050.
    • (2009) Ecol. Eng. , vol.35 , pp. 1043-1050
    • Ye, F.X.1    Li, Y.2
  • 36
    • 0038748095 scopus 로고    scopus 로고
    • Nitrogen removal from the sewage containing seawater via nitrite pathway
    • Yu D.S., Peng Y.Z., Song X.Q., Li M. Nitrogen removal from the sewage containing seawater via nitrite pathway. J. Environ. Sci. 2003, 24:50-55.
    • (2003) J. Environ. Sci. , vol.24 , pp. 50-55
    • Yu, D.S.1    Peng, Y.Z.2    Song, X.Q.3    Li, M.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.