{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,5]],"date-time":"2024-09-05T11:14:55Z","timestamp":1725534895017},"publisher-location":"Berlin, Heidelberg","reference-count":105,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642018879"},{"type":"electronic","value":"9783642018886"}],"license":[{"start":{"date-parts":[[2009,1,1]],"date-time":"2009-01-01T00:00:00Z","timestamp":1230768000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2009]]},"DOI":"10.1007\/978-3-642-01888-6_5","type":"book-chapter","created":{"date-parts":[[2009,7,8]],"date-time":"2009-07-08T12:30:56Z","timestamp":1247056256000},"page":"127-162","source":"Crossref","is-referenced-by-count":2,"title":["Computational Intelligence Techniques for Supervision and Diagnosis of Biological Wastewater Treatment Systems"],"prefix":"10.1007","author":[{"given":"Ana M. A.","family":"Dias","sequence":"first","affiliation":[]},{"given":"Eug\u00e9nio C.","family":"Ferreira","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"5_CR1","doi-asserted-by":"publisher","first-page":"857","DOI":"10.1016\/j.envsoft.2003.03.007","volume":"19","author":"M. Poch","year":"2004","unstructured":"Poch, M., Comas, J., Rodriguez-Roda, I., Sanchez-Marre, M., Cortes, U.: Designing and building real environmental decision support systems. Environ. Mod. & Soft.\u00a019, 857\u2013873 (2004)","journal-title":"Environ. Mod. & Soft."},{"key":"5_CR2","unstructured":"Jeppsson, U.: Modeling aspects of wastewater treatment processes. Ph.D. Thesis, Lund Institute of Technology, Sweden (1996)"},{"key":"5_CR3","unstructured":"Henze, M., Grady, Jr., C.P.L., Gujer, W., Marais, G.V.R., Matsuo, T.: Activated Sludge Model No. 1. IAWQ Scientific and Technical Report No. 1, London, UK (1987)"},{"key":"5_CR4","unstructured":"Henze, M., Gujer, W., Mino, T., Matsuo, T., Wentzel, M.C.M., Marais, G.V.R.: Activated Sludge Model No. 2. IWA Scientific and Technical Report No. 3, London, UK (1995)"},{"key":"5_CR5","unstructured":"Henze, M., Gujer, W., Mino, T., Matsuo, T., Wentzel, M.C.M., Marais, G.V.R.: Activated Sludge Model No. 2. IWA Scientific and Technical Report No. 3, London, UK (1995)"},{"key":"5_CR6","volume-title":"Wastewater Treatment Systems; Modeling, Diagnosis and Control","author":"G. Olsson","year":"1999","unstructured":"Olsson, G., Newell, B.: Wastewater Treatment Systems; Modeling, Diagnosis and Control. IWA Publishing, London (1999)"},{"key":"5_CR7","volume-title":"Dynamical modeling and estimation in wastewater Treatment Processes","author":"D. Dochain","year":"2001","unstructured":"Dochain, D., Vanrolleghem, P.: Dynamical modeling and estimation in wastewater Treatment Processes. IWA Publishing, London (2001)"},{"key":"5_CR8","doi-asserted-by":"publisher","first-page":"763","DOI":"10.1016\/j.envsoft.2003.03.005","volume":"19","author":"K.V. Gernaey","year":"2004","unstructured":"Gernaey, K.V., van Loosdrecht, M.C.M., Henze, M., Lind, M., J\u00f8rgensen, S.B.: Activated sludge wastewater treatment plant modelling and simulation: state of the art. Environ. Mod. & Soft.\u00a019, 763\u2013783 (2004)","journal-title":"Environ. Mod. & Soft."},{"key":"5_CR9","doi-asserted-by":"publisher","first-page":"1216","DOI":"10.2175\/106143098X123552","volume":"70","author":"O. Cinar","year":"1998","unstructured":"Cinar, O., Daigger, G.T., Graef, S.P.: Evaluation of IAWQ activated sludge model no. 2 using steady-state data from four full scale wastewater treatment plants. Water Environ. Res.\u00a070, 1216\u20131224 (1998)","journal-title":"Water Environ. Res."},{"key":"5_CR10","doi-asserted-by":"publisher","first-page":"409","DOI":"10.1016\/S1364-8152(98)00102-9","volume":"14","author":"L.A. Belanche","year":"1999","unstructured":"Belanche, L.A., Valdes, J.J., Comas, J., Roda, I.R., Poch, M.: Towards a model of input\u2013output behaviour of wastewater treatment plants using soft computing techniques. Environ. Mod. & Soft.\u00a014, 409\u2013419 (1999)","journal-title":"Environ. Mod. & Soft."},{"key":"5_CR11","doi-asserted-by":"crossref","first-page":"559","DOI":"10.1080\/14786440109462720","volume":"2","author":"K. Pearson","year":"1901","unstructured":"Pearson, K.: On lines and planes of closest fit to systems of points in space. Philosophical Magazine Series B\u00a02, 559\u2013572 (1901)","journal-title":"Philosophical Magazine Series B"},{"key":"5_CR12","first-page":"113","volume-title":"Selected techniques of statistical analysis","author":"H. Hotelling","year":"1947","unstructured":"Hotelling, H.: Multivariate quality control illustrated by the testing of sample bombsights. In: Eisenhart, O. (ed.) Selected techniques of statistical analysis, pp. 113\u2013184. McGraw-Hill, New York (1947)"},{"key":"5_CR13","unstructured":"Wise, B.M.: Adapting Multivariate Analysis for Monitoring and Modeling Dynamic Systems, Ph.D. Dissertation, University of Washington, Seattle (1991)"},{"key":"5_CR14","unstructured":"Wise, B.M., Ricker, N.L.: Recent Advances in Multivariate Statistical Process Control: Improving Robustness and Sensitivity. In: IFAC Symposium on Advanced Control of Chemical Processes, Toulouse, France (October 1991)"},{"issue":"2-3","key":"5_CR15","doi-asserted-by":"publisher","first-page":"245","DOI":"10.1016\/S0959-1524(99)00043-8","volume":"10","author":"S.J. Qin","year":"2000","unstructured":"Qin, S.J., Dunia, R.: Determining the number of principal components for best reconstruction. J. Process Control\u00a010(2-3), 245\u2013250 (2000)","journal-title":"J. Process Control"},{"key":"5_CR16","doi-asserted-by":"publisher","first-page":"35","DOI":"10.1002\/cjce.5450690105","volume":"69","author":"J.V. Kresta","year":"1991","unstructured":"Kresta, J.V., MacGregor, J.F., Marlin, T.E.: Multivariate statistical monitoring of process operating performance. Can. J. Chem. Eng.\u00a069, 35\u201347 (1991)","journal-title":"Can. J. Chem. Eng."},{"key":"5_CR17","doi-asserted-by":"publisher","first-page":"179","DOI":"10.1016\/0169-7439(95)00076-3","volume":"30","author":"W. Ku","year":"1995","unstructured":"Ku, W., Storer, R.H., Georgakis, C.: Disturbance detection and isolation by dynamic principal component analysis. Chem. Intell. Lab. Syst.\u00a030, 179\u2013196 (1995)","journal-title":"Chem. Intell. Lab. Syst."},{"key":"5_CR18","doi-asserted-by":"publisher","first-page":"3402","DOI":"10.1016\/S0043-1354(01)00069-0","volume":"35","author":"C. Rosen","year":"2001","unstructured":"Rosen, C., Lennox, J.A.: Monitoring wastewater treatment operation. Part I: Multivariate monitoring. Wat. Res.\u00a035, 3402\u20133410 (2001)","journal-title":"Wat. Res."},{"key":"5_CR19","doi-asserted-by":"crossref","first-page":"227","DOI":"10.2166\/wst.2002.0593","volume":"45","author":"J. Lennox","year":"2002","unstructured":"Lennox, J., Rosen, C.: Adaptive multiscale principal component analysis for online monitoring of wastewater treatment. Wat. Sci. Tech.\u00a045, 227\u2013235 (2002)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR20","doi-asserted-by":"publisher","first-page":"223","DOI":"10.1016\/j.ces.2003.09.012","volume":"59","author":"J.-M. Lee","year":"2004","unstructured":"Lee, J.-M., Chang, K.Y., Choi, S.W., Vanrolleghem, P.A., Lee, I.-B.: Nonlinear process monitoring using kernel principal component analysis. Chem. Eng. Sci.\u00a059, 223\u2013234 (2004)","journal-title":"Chem. Eng. Sci."},{"key":"5_CR21","volume-title":"System under indirect observations","author":"H. Wold","year":"1982","unstructured":"Wold, H.: Soft modeling, the basic design and some extensions. In: Joreskog, K., Wold, H. (eds.) System under indirect observations. North Holland, Amsterdam (1982)"},{"key":"5_CR22","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1016\/0169-7439(87)80084-9","volume":"2","author":"S. Wold","year":"1987","unstructured":"Wold, S., Esbensen, K., Geladi, P.: Principal component analysis. Chemom. and Intel. Lab. Sys.\u00a02, 37\u201352 (1987)","journal-title":"Chemom. and Intel. Lab. Sys."},{"key":"5_CR23","unstructured":"Rosen, C.: A Chemometric Approach to Process Monitoring and Control with Applications to Wastewater Treatment Operation. Ph.D. Thesis, Lund Institute of Technology, Sweden (2001)"},{"key":"5_CR24","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/0003-2670(86)80028-9","volume":"185","author":"P. Geladi","year":"1986","unstructured":"Geladi, P., Kowalski, B.R.: Partial least squares regression: A tutorial. Analytical Chimica Acta\u00a0185, 1\u201317 (1986)","journal-title":"Analytical Chimica Acta"},{"key":"5_CR25","doi-asserted-by":"publisher","first-page":"295","DOI":"10.1016\/j.jprocont.2004.06.010","volume":"15","author":"S.W. Choi","year":"2005","unstructured":"Choi, S.W., Lee, I.-B.: Multiblock PLS-based localized process diagnosis. J. of Process Control\u00a015, 295\u2013306 (2005)","journal-title":"J. of Process Control"},{"key":"5_CR26","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1016\/0169-7439(89)80111-X","volume":"7","author":"S. Wold","year":"1989","unstructured":"Wold, S., Kettaneh-Wold, N., Skagerberg, B.: Nonlinear PLS modeling. Chemometrics Intell. Lab. Syst.\u00a07, 53\u201365 (1989)","journal-title":"Chemometrics Intell. Lab. Syst."},{"key":"5_CR27","doi-asserted-by":"publisher","first-page":"4335","DOI":"10.1021\/ie050916k","volume":"45","author":"D.S. Lee","year":"2006","unstructured":"Lee, D.S., Lee, M.W., Woo, S.H., Kim, Y.J., Park, J.M.: Multivariate Online Monitoring of a Full-Scale Biological Anaerobic Filter Process Using Kernel-Based Algorithms. Ind. Eng. Chem. Res.\u00a045, 4335\u20134344 (2006)","journal-title":"Ind. Eng. Chem. Res."},{"key":"5_CR28","doi-asserted-by":"publisher","first-page":"1361","DOI":"10.1002\/aic.690400809","volume":"40","author":"P. Nomikos","year":"1994","unstructured":"Nomikos, P., MacGregor, J.F.: Monitoring batch processes using multi-way principal component analysis. AIChE J.\u00a040, 1361\u20131375 (1994)","journal-title":"AIChE J."},{"key":"5_CR29","unstructured":"Villez, K.: Multivariate and qualitative data analysis for monitoring, diagnosis and control of sequencing batch reactors for wastewater treatment. Ph.D. Thesis, University of Gent, Belgium (2007)"},{"key":"5_CR30","doi-asserted-by":"publisher","first-page":"1715","DOI":"10.1016\/j.watres.2004.01.006","volume":"38","author":"C.K. Yoo","year":"2004","unstructured":"Yoo, C.K., Lee, D.S., Vanrolleghem, P.A.: Application of multiway ICA for on-line process monitoring of a sequencing batch reactor. Water Research\u00a038, 1715\u20131732 (2004)","journal-title":"Water Research"},{"key":"5_CR31","doi-asserted-by":"publisher","first-page":"15","DOI":"10.1016\/S0169-7439(01)00131-9","volume":"58","author":"B. Walczak","year":"2001","unstructured":"Walczak, B., Massart, D.L.: Dealing with missing data Part I. Chemometrics Intell. Lab. Syst.\u00a058, 15\u201327 (2001)","journal-title":"Chemometrics Intell. Lab. Syst."},{"key":"5_CR32","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1016\/S0169-7439(01)00132-0","volume":"58","author":"B. Walczak","year":"2001","unstructured":"Walczak, B., Massart, D.L.: Dealing with missing data: Part II. Chemometrics Intell. Lab. Syst.\u00a058, 29\u201342 (2001)","journal-title":"Chemometrics Intell. Lab. Syst."},{"key":"5_CR33","volume-title":"Computer controlled systems, theory and design","author":"K.J. \u00c5str\u00f6m","year":"1997","unstructured":"\u00c5str\u00f6m, K.J., Wittenmark, B.: Computer controlled systems, theory and design, 3rd edn. Prentice Hall, Inc., Englewood Cliffs (1997)","edition":"3"},{"key":"5_CR34","doi-asserted-by":"publisher","first-page":"283","DOI":"10.1016\/S1385-8947(02)00133-X","volume":"90","author":"R.K. Tomita","year":"2002","unstructured":"Tomita, R.K., Park, S.W., Sotomayor, O.A.Z.: Analysis of activated sludge process using multivariate statistical tools-a PCA approach. Chem. Eng. J.\u00a090, 283\u2013290 (2002)","journal-title":"Chem. Eng. J."},{"key":"5_CR35","doi-asserted-by":"publisher","first-page":"589","DOI":"10.1002\/env.724","volume":"16","author":"S. Bonte Le","year":"2005","unstructured":"Le Bonte, S., Potier, O., Pons, M.N.: Toxic event detection by respirometry and adaptive principal components analysis. Environmetrics\u00a016, 589\u2013601 (2005)","journal-title":"Environmetrics"},{"key":"5_CR36","unstructured":"Copp, J.: The COST Simulation Benchmark: Description and Simulator Manual. Office for Official Publications of the European Community: Luxembourg (2001)"},{"key":"5_CR37","doi-asserted-by":"publisher","first-page":"251","DOI":"10.2166\/wst.2006.027","volume":"53","author":"C. Lee","year":"2006","unstructured":"Lee, C., Choi, S.W., Lee, I.-B.: Sensor fault diagnosis in a wastewater treatment Process. Wat. Sci. Tech.\u00a053, 251\u2013257 (2006)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR38","doi-asserted-by":"publisher","first-page":"246","DOI":"10.1016\/j.aca.2004.12.061","volume":"544","author":"A.L. Amaral","year":"2005","unstructured":"Amaral, A.L., Ferreira, E.C.: Activated sludge monitoring of a wastewater treatment plant using image analysis and partial least squares regression. Analytica Chimica Acta\u00a0544, 246\u2013253 (2005)","journal-title":"Analytica Chimica Acta"},{"key":"5_CR39","doi-asserted-by":"publisher","first-page":"26","DOI":"10.1016\/j.chemolab.2006.08.004","volume":"86","author":"L. Gut","year":"2007","unstructured":"Gut, L., P\u0142aza, E., Hultman, B.: Assessment of a two-step partial nitritation\/Anammox system with implementation of multivariate data analysis. Chemom. & Intel. Lab. Sys.\u00a086, 26\u201334 (2007)","journal-title":"Chemom. & Intel. Lab. Sys."},{"key":"5_CR40","doi-asserted-by":"publisher","first-page":"1423","DOI":"10.1016\/j.chemosphere.2006.10.005","volume":"67","author":"M.J. Fuentes","year":"2007","unstructured":"Fuentes, M.J., Font, R., Gomez-Rico, M.F., Molto, J.: Multivariant statistical analysis of PCDD\/FS in sewage sludges from different areas of the Valencian Community (Spain). Chemosphere\u00a067, 1423\u20131433 (2007)","journal-title":"Chemosphere"},{"key":"5_CR41","doi-asserted-by":"crossref","first-page":"133","DOI":"10.2166\/wst.2002.0310","volume":"45","author":"J.P. Steyer","year":"2002","unstructured":"Steyer, J.P., Bouvier, J.C., Conte, T., Gras, P., Harmand, J., Delgenes, J.P.: On-line measurements of COD, TOC, VFA, total and partial alkalinity in anaerobic digestion processes using infra-red spectrometry. Wat. Sci. Tech.\u00a045, 133\u2013138 (2002)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR42","doi-asserted-by":"crossref","first-page":"9","DOI":"10.2166\/wst.2003.0208","volume":"48","author":"M. Hansson","year":"2003","unstructured":"Hansson, M., Nordberg, \u00c5., Mathisen, B.: On-line NIR monitoring during anaerobic treatment of municipal solid waste. Wat. Sci. Tech.\u00a048, 9\u201313 (2003)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR43","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1016\/j.aca.2007.02.022","volume":"588","author":"A.C. Sousa","year":"2007","unstructured":"Sousa, A.C., Lucio, M.M.L.M., Neto, O.F.B., Marcone, G.P.S., Pereira, A.F.C., Dantas, E.O., Cesar, W.D.M., Araujo, U., Galv\u00e3o, R.K.H.: A method for determination of COD in a domestic wastewater treatment plant by using near-infrared reflectance spectrometry of seston. Analytica Chimica Acta\u00a0588, 231\u2013236 (2007)","journal-title":"Analytica Chimica Acta"},{"key":"5_CR44","doi-asserted-by":"publisher","first-page":"1643","DOI":"10.2166\/wst.2008.147","volume":"57","author":"A.M.A. Dias","year":"2008","unstructured":"Dias, A.M.A., Moita, I., P\u00e1scoa, R., Alves, M.M., Lopes, J.A., Ferreira, E.C.: Activated sludge process monitoring through in situ near-infrared spectral analysis. Wat. Sci. Tech.\u00a057, 1643\u20131650 (2008)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR45","doi-asserted-by":"crossref","first-page":"63","DOI":"10.2166\/wst.2003.0086","volume":"47","author":"G. Langergraber","year":"2003","unstructured":"Langergraber, G., Fleischmann, N., Hofst\u00e4dter, F.: A multivariate calibration procedure for UV\/VIS spectrometric quantification of organic matter and nitrate in wastewater. Wat. Sci. Tech.\u00a047, 63\u201371 (2003)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR46","doi-asserted-by":"publisher","first-page":"786","DOI":"10.1016\/j.chemosphere.2006.03.041","volume":"65","author":"N.D. Louren\u00e7o","year":"2006","unstructured":"Louren\u00e7o, N.D., Chaves, C.L., Novais, J.M., Menezes, J.C., Pinheiro, H.M., Diniz, D.: UV spectra analysis for water quality monitoring in a fuel park wastewater treatment plant. Chemosphere\u00a065, 786\u2013791 (2006)","journal-title":"Chemosphere"},{"key":"5_CR47","doi-asserted-by":"publisher","first-page":"1563","DOI":"10.2166\/wst.2008.146","volume":"57","author":"L. Rieger","year":"2008","unstructured":"Rieger, L., Langergraber, G., Kaelin, D., Siegrist, H., Vanrolleghem, P.A.: Long-term evaluation of a spectral sensor for nitrite and nitrate. Wat. Sci. Tech.\u00a057, 1563\u20131569 (2008)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR48","doi-asserted-by":"publisher","first-page":"303","DOI":"10.2166\/wst.2006.135","volume":"53","author":"J. Comas","year":"2006","unstructured":"Comas, J., Rodriguez-Roda, I., Poch, M., Gernaey, K.V., Rosen, C., Jeppsson, U.: Demonstration of a tool for automatic learning and re-use of knowledge in the activated sludge process. Wat. Sci. Tech.\u00a053, 303\u2013311 (2006)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR49","doi-asserted-by":"publisher","first-page":"209","DOI":"10.2166\/wst.2006.023","volume":"53","author":"M. Mart\u00ednez","year":"2006","unstructured":"Mart\u00ednez, M., Sanchez-Marre, M., Comas, J., Rodriguez-Roda, I.: Case-based reasoning, a promising tool to face solids separation problems in the activated sludge process. Wat. Sci. Tech.\u00a053, 209\u2013216 (2006)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR50","doi-asserted-by":"crossref","first-page":"39","DOI":"10.3233\/AIC-1994-7104","volume":"7","author":"A. Aamodt","year":"1994","unstructured":"Aamodt, A., Plaza, E.: Case-based reasoning: fundamental issues, methodological variations and system approaches. AI Comm.\u00a07, 39\u201359 (1994)","journal-title":"AI Comm."},{"key":"5_CR51","first-page":"45","volume":"14","author":"J. Comas","year":"2001","unstructured":"Comas, J., Dzeroski, S., Gibert, K., R-Roda, I., Sanchez-Marre, M.: Knowledge discovery by means of inductive methods in wastewater treatment plant data. AI Comm.\u00a014, 45\u201362 (2001)","journal-title":"AI Comm."},{"key":"5_CR52","doi-asserted-by":"publisher","first-page":"3353","DOI":"10.1021\/ie000528c","volume":"40","author":"I. Rodriguez-Roda","year":"2001","unstructured":"Rodriguez-Roda, I., Comas, J., Poch, M., S\u00e0nchez-Marr\u00e8, M., Cort\u00e9s, U.: Automatic knowledge acquisition from complex processes for the development of knowledge-based systems. Ind. Eng. Chem. Res.\u00a040, 3353\u20133360 (2001)","journal-title":"Ind. Eng. Chem. Res."},{"key":"5_CR53","doi-asserted-by":"publisher","first-page":"141","DOI":"10.1287\/mnsc.17.4.B141","volume":"17","author":"R. Bellmann","year":"1970","unstructured":"Bellmann, R., Zadeh, L.A.: Decision-making in a fuzzy environment. Manage. Sci.\u00a017, 141\u2013164 (1970)","journal-title":"Manage. Sci."},{"key":"5_CR54","first-page":"269","volume":"18","author":"J. Wiese","year":"2005","unstructured":"Wiese, J., Stahl, A., Hansen, J.: Applying and optimizing case-based reasoning for wastewater treatment systems. AI Communications\u00a018, 269\u2013279 (2005)","journal-title":"AI Communications"},{"key":"5_CR55","doi-asserted-by":"publisher","first-page":"743","DOI":"10.1016\/0098-1354(95)00194-8","volume":"20","author":"G. Stephanopoulos","year":"1996","unstructured":"Stephanopoulos, G., Han, C.: Intelligent Systems in process Engineering: a review. Comp. Chem. Eng.\u00a020, 743\u2013791 (1996)","journal-title":"Comp. Chem. Eng."},{"key":"5_CR56","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1023\/A:1008331413864","volume":"13","author":"U. Cort\u00e9s","year":"2000","unstructured":"Cort\u00e9s, U., S\u00e0nchez-Marr\u00e8, M., Cecaronni, L., R-Roda, I., Poch, M.: Environmental decision support systems. Appl. Intell.\u00a013, 77\u201391 (2000)","journal-title":"Appl. Intell."},{"key":"5_CR57","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1002\/bit.20029","volume":"86","author":"A.M.P. Martins","year":"2004","unstructured":"Martins, A.M.P., Heijnen, J.J., van Loosdrecht, M.C.M.: Bulking sludge in biological nutrient removal systems. Biotech. Bioeng.\u00a086, 125\u2013135 (2004)","journal-title":"Biotech. Bioeng."},{"key":"5_CR58","doi-asserted-by":"publisher","first-page":"793","DOI":"10.1016\/j.watres.2003.11.005","volume":"38","author":"A.M.P. Martins","year":"2004","unstructured":"Martins, A.M.P., Pagilla, K., Heijnen, J.J., van Loosdrecht, M.C.M.: Filamentous bulking sludge \u2013 a critical review. Wat. Res.\u00a038, 793\u2013817 (2004)","journal-title":"Wat. Res."},{"key":"5_CR59","doi-asserted-by":"publisher","first-page":"331","DOI":"10.2166\/wst.2006.138","volume":"53","author":"J. Comas","year":"2006","unstructured":"Comas, J., Rodriguez-Roda, I., Poch, M., Gernaey, K.V., Rosen, C., Jeppsson, U.: Extension of the IWA\/COST simulation benchmark to include expert reasoning for system performance evaluation. Wat. Sci. Tech.\u00a053, 331\u2013339 (2006)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR60","doi-asserted-by":"publisher","first-page":"275","DOI":"10.1016\/0954-1810(96)00004-0","volume":"10","author":"M. S\u00e0nchez-Marr\u00e8","year":"1996","unstructured":"S\u00e0nchez-Marr\u00e8, M., Cort\u00e9s, U., Lafuente, J., Rodr\u00edguez-Roda, I., Poch, M.: DAI-DEPUR: A distributed architecture for wastewater treatment plants. Art. Intell. Eng.\u00a010, 275\u2013285 (1996)","journal-title":"Art. Intell. Eng."},{"key":"5_CR61","doi-asserted-by":"publisher","first-page":"477","DOI":"10.1080\/09593332208618277","volume":"22","author":"I. Rodr\u00edguez-Roda","year":"2001","unstructured":"Rodr\u00edguez-Roda, I., S\u00e0nchez-Marr\u00e8, M., Cort\u00e9s, U., Comas, J., Poch, M.: Development of a case-based system for the supervision of an activated sludge process. Environ. Tech.\u00a022, 477\u2013486 (2001)","journal-title":"Environ. Tech."},{"key":"5_CR62","doi-asserted-by":"publisher","first-page":"2656","DOI":"10.1016\/S0043-1354(01)00484-5","volume":"36","author":"A. Pu\u00f1al","year":"2002","unstructured":"Pu\u00f1al, A., Roca, E., Lema, J.M.: An expert system for monitoring and diagnosis of anaerobic wastewater treatment plants. Water Res.\u00a036, 2656\u20132666 (2002)","journal-title":"Water Res."},{"key":"5_CR63","doi-asserted-by":"publisher","first-page":"2377","DOI":"10.1016\/S0043-1354(03)00018-6","volume":"37","author":"J. Comas","year":"2003","unstructured":"Comas, J., Rodr\u00edguez-Roda, I., S\u00e0nchez-Marr\u00e8, M., Cort\u00e9s, U., Freix\u00f3, A., Arraez, J., Poch, M.: A knowledge-based approach to the deflocculation problem: integrating on-line, off-line, and heuristic information. Water Res.\u00a037, 2377\u20132387 (2003)","journal-title":"Water Res."},{"key":"5_CR64","doi-asserted-by":"crossref","first-page":"393","DOI":"10.2166\/wst.2004.0887","volume":"48","author":"J. Comas","year":"2003","unstructured":"Comas, J., Alemany, J., Poch, M., Torrens, A., Salgot, M., Bou, J.: Development of a knowledge-based decision support system for identifying adequate wastewater treatment for small communities. Wat. Sci. Tech.\u00a048, 393\u2013400 (2003)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR65","doi-asserted-by":"publisher","first-page":"209","DOI":"10.2166\/wst.2006.023","volume":"53","author":"M. Mart\u00ednez","year":"2006","unstructured":"Mart\u00ednez, M., S\u00e0nchez-Marr\u00e8, M., Comas, J., Rodr\u00edguez-Roda, I.: Case-based reasoning, a promising tool to face solids separation problems in the activated sludge process. Wat. Sci. Tech.\u00a053, 209\u2013216 (2006)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR66","doi-asserted-by":"publisher","first-page":"191","DOI":"10.2166\/wst.2006.021","volume":"53","author":"M. Mart\u00ednez","year":"2006","unstructured":"Mart\u00ednez, M., Rodr\u00edguez-Roda, I., Poch, M., Cort\u00e9s, U., Comas, J.: Dynamic reasoning to solve complex problems in activated sludge processes: a step further in decision support systems. Wat. Sci. Tech.\u00a053, 191\u2013198 (2006)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR67","first-page":"69","volume":"37","author":"T. Munakata","year":"1994","unstructured":"Munakata, T., Jani, Y.: Fuzzy systems: An overview. Communications of the ACM\u00a037, 69\u201376 (1994)","journal-title":"Communications of the ACM"},{"key":"5_CR68","volume-title":"Fuzzy logic with engineering applications","author":"T.J. Ross","year":"2004","unstructured":"Ross, T.J.: Fuzzy logic with engineering applications. John Wiley & Sons, Chichester (2004)"},{"key":"5_CR69","doi-asserted-by":"crossref","first-page":"28","DOI":"10.1109\/TSMC.1973.5408575","volume":"3","author":"L.A. Zadeh","year":"1973","unstructured":"Zadeh, L.A.: Outline of a new approach to the analysis of complex systems and decision processes. IEEE Trans. on Sys. Man and Cyber.\u00a03, 28\u201344 (1973)","journal-title":"IEEE Trans. on Sys. Man and Cyber."},{"key":"5_CR70","doi-asserted-by":"publisher","first-page":"1182","DOI":"10.1109\/TC.1977.1674779","volume":"26","author":"E.H. Mamdani","year":"1977","unstructured":"Mamdani, E.H.: Applications of fuzzy logic to approximate reasoning using linguistic synthesis. IEEE Trans. on Comp.\u00a026, 1182\u20131191 (1977)","journal-title":"IEEE Trans. on Comp."},{"key":"5_CR71","volume-title":"Industrial applications of fuzzy control","author":"M. Sugeno","year":"1985","unstructured":"Sugeno, M.: Industrial applications of fuzzy control. Elsevier Science Pub. Co., Amsterdam (1985)"},{"key":"5_CR72","volume-title":"Fuzzy logic with engineering applications","author":"T.J. Ross","year":"2004","unstructured":"Ross, T.J.: Fuzzy logic with engineering applications. John Wiley & Sons, Chichester (2004)"},{"key":"5_CR73","doi-asserted-by":"publisher","first-page":"313","DOI":"10.2166\/wst.2006.136","volume":"53","author":"O.C. Pires","year":"2006","unstructured":"Pires, O.C., Palma, C., Costa, J.C., Moita, I., Alves, M.M., Ferreira, E.C.: Knowledge-based fuzzy system for diagnosis and control of an integrated biological wastewater treatment process. Wat. Sci. Tech.\u00a053, 313\u2013320 (2006)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR74","doi-asserted-by":"publisher","first-page":"733","DOI":"10.1016\/j.envint.2006.03.009","volume":"32","author":"W. Ocampo-Duque","year":"2006","unstructured":"Ocampo-Duque, W., Ferr\u00e9-Huguet, N., Domingo, J.L., Schuhmacher, M.: Assessing water quality in rivers with fuzzy inference systems: A case study. Environ. Inter.\u00a032, 733\u2013742 (2006)","journal-title":"Environ. Inter."},{"key":"5_CR75","doi-asserted-by":"crossref","first-page":"35","DOI":"10.2166\/wst.2002.0452","volume":"46","author":"B. Li","year":"2002","unstructured":"Li, B., Bishop, P.: Oxidation\u2013reduction potential (ORP) regulation of nutrient removal in activated sludge wastewater treatment plants. Wat. Sci. Tech.\u00a046, 35\u201339 (2002)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR76","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1016\/j.cej.2005.05.004","volume":"111","author":"A. Traore","year":"2005","unstructured":"Traore, A., Grieu, S., Puig, S., Corominas, L., Thiery, F., Polit, M., Colprim, J.: Fuzzy control of dissolved oxygen in a sequencing batch reactor pilot plant. Chem. Eng. J.\u00a0111, 13\u201319 (2005)","journal-title":"Chem. Eng. J."},{"key":"5_CR77","doi-asserted-by":"publisher","first-page":"48","DOI":"10.1016\/j.bej.2006.05.023","volume":"31","author":"Y.Z. Peng","year":"2006","unstructured":"Peng, Y.Z., Ma, Y., Wang, S.Y.: Improving nitrogen removal using on-line sensors in the A\/O process. Bioch. Eng. J.\u00a031, 48\u201355 (2006)","journal-title":"Bioch. Eng. J."},{"key":"5_CR78","doi-asserted-by":"publisher","first-page":"217","DOI":"10.2166\/wst.2006.024","volume":"53","author":"H. Bae","year":"2006","unstructured":"Bae, H., Seo, H.Y., Kim, S., Kim, Y.: Knowledge-based control and case-based diagnosis based upon empirical knowledge and fuzzy logic for the SBR plant. Wat. Sci. Tech.\u00a053, 217\u2013224 (2006)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR79","doi-asserted-by":"publisher","first-page":"1095","DOI":"10.1016\/j.watres.2006.01.011","volume":"40","author":"S. Marsili-Libelli","year":"2006","unstructured":"Marsili-Libelli, S.: Control of SBR switching by fuzzy pattern recognition. Water Res.\u00a040, 1095\u20131107 (2006)","journal-title":"Water Res."},{"key":"5_CR80","doi-asserted-by":"crossref","unstructured":"Marsili-Libelli, S., Spagni, A., Susini, R.: Intelligent monitoring system for long-term control of Sequencing Batch Reactors. Wat. Sci. Tech., 431\u2013438 (2008)","DOI":"10.2166\/wst.2008.133"},{"key":"5_CR81","doi-asserted-by":"crossref","DOI":"10.1201\/9780203503157","volume-title":"Manual on the causes and control of activated sludge bulking, foaming and other solids separation problems","author":"D. Jenkins","year":"2003","unstructured":"Jenkins, D., Richard, M.G., Daigger, G.T.: Manual on the causes and control of activated sludge bulking, foaming and other solids separation problems, 3rd edn. International Water Association, London (2003)","edition":"3"},{"key":"5_CR82","doi-asserted-by":"publisher","first-page":"1235","DOI":"10.1016\/j.compchemeng.2006.02.020","volume":"30","author":"A. Traore","year":"2006","unstructured":"Traore, A., Grieu, S., Thiery, F., Polit, M., Colprim, J.: Control of sludge height in a secondary settler using fuzzy algorithms. Comp. and Chem. Eng.\u00a030, 1235\u20131242 (2006)","journal-title":"Comp. and Chem. Eng."},{"key":"5_CR83","doi-asserted-by":"publisher","first-page":"2195","DOI":"10.1016\/S0043-1354(97)00064-X","volume":"31","author":"J. Xing","year":"1997","unstructured":"Xing, J., Criddle, C., Hickey, R.: Effects of a long-term periodic substrate perturbation on an anaerobic community. Water Res.\u00a031, 2195\u20132204 (1997)","journal-title":"Water Res."},{"key":"5_CR84","doi-asserted-by":"publisher","first-page":"201","DOI":"10.1016\/S0043-1354(01)00186-5","volume":"36","author":"E. Murnleitner","year":"2002","unstructured":"Murnleitner, E., Becker, T.M., Delgado, A.: State detection and control of overloads in the anaerobic wastewater treatment using fuzzy logic. Water Res.\u00a036, 201\u2013211 (2002)","journal-title":"Water Res."},{"key":"5_CR85","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1016\/S0967-0661(02)00304-0","volume":"12","author":"E.F. Carrasco","year":"2004","unstructured":"Carrasco, E.F., Rodr\u00edguez, J., Pu\u00f1al, A., Roca, E., Lema, J.M.: Diagnosis of acidification states in an anaerobic wastewater treatment plant using a fuzzy-based expert system. Control Eng. Pract.\u00a012, 59\u201364 (2004)","journal-title":"Control Eng. Pract."},{"key":"5_CR86","series-title":"Fuzzy Systems and Knowledge Engineering","volume-title":"Foundations of Neural Networks","author":"N.K. Kasabov","year":"1996","unstructured":"Kasabov, N.K.: Foundations of Neural Networks. Fuzzy Systems and Knowledge Engineering. The MIT Press, Cambridge (1996)"},{"key":"5_CR87","doi-asserted-by":"publisher","first-page":"533","DOI":"10.1038\/323533a0","volume":"323","author":"D.E. Rumelhart","year":"1986","unstructured":"Rumelhart, D.E., Hinton, G.E., Williams, R.J.: Learning representations by back-propagating errors. Nature\u00a0323, 533\u2013536 (1986)","journal-title":"Nature"},{"key":"5_CR88","doi-asserted-by":"crossref","first-page":"21","DOI":"10.2166\/wst.2005.0279","volume":"52","author":"F.H. Schulze","year":"2005","unstructured":"Schulze, F.H., Wolf, H., Jansen, H.W., van der Veer, P.: Applications of artificial neural networks in integrated water management: fiction or future? Wat. Sci. Tech.\u00a052, 21\u201331 (2005)","journal-title":"Wat. Sci. Tech."},{"key":"5_CR89","doi-asserted-by":"publisher","first-page":"371","DOI":"10.1080\/15275920701729563","volume":"8","author":"D. Raha","year":"2007","unstructured":"Raha, D.: Comparative Study of Artificial Network Modeling in Predicting Effluent Oil and Grease from Coastal Primary and Chemically Assisted Primary Sewage Treatment Plants. Environ. Forensics\u00a08, 371\u2013381 (2007)","journal-title":"Environ. Forensics"},{"key":"5_CR90","doi-asserted-by":"publisher","first-page":"1719","DOI":"10.1016\/S0098-1354(00)00449-X","volume":"24","author":"C.A. Gontarski","year":"2000","unstructured":"Gontarski, C.A., Rodrigues, P.R., Mori, M., Prenem, L.F.: Simulation of an industrial wastewater treatment plant using artificial neural networks. Comp. and Chem. Eng.\u00a024, 1719\u20131723 (2000)","journal-title":"Comp. and Chem. Eng."},{"key":"5_CR91","doi-asserted-by":"publisher","first-page":"295","DOI":"10.1016\/0893-6080(88)90003-2","volume":"1","author":"R.A. Jacobs","year":"1988","unstructured":"Jacobs, R.A.: Increased rates of convergence through learning, rate adaptation. Neural Networks\u00a01, 295\u2013307 (1988)","journal-title":"Neural Networks"},{"key":"5_CR92","doi-asserted-by":"publisher","first-page":"806","DOI":"10.1002\/bit.10168","volume":"77","author":"S. Sinha","year":"2002","unstructured":"Sinha, S., Bose, P., Jawed, M., John, S., Tare, V.: Application of neural network for simulation of upflow anaerobic sludge blanket (UASB) reactor performance Biotechnol. Bioeng.\u00a077, 806\u2013814 (2002)","journal-title":"Bioeng."},{"key":"5_CR93","doi-asserted-by":"publisher","first-page":"803","DOI":"10.1016\/j.envsoft.2004.09.006","volume":"20","author":"D.P.B.T.B. Strik","year":"2005","unstructured":"Strik, D.P.B.T.B., Domnanovich, A.M., Zani, L., Braun, R., Holubar, P.: Prediction of trace compounds in biogas from anaerobic digestion using the MATLAB Neural Network Toolbox. Environ. Mod. & Soft.\u00a020, 803\u2013810 (2005)","journal-title":"Environ. Mod. & Soft."},{"key":"5_CR94","unstructured":"The MathWorks, MatLab Documentation Set: MATLAB Neural Network Toolbox (2002)"},{"key":"5_CR95","doi-asserted-by":"publisher","first-page":"149","DOI":"10.1016\/S0952-1976(03)00056-3","volume":"16","author":"J.C. Chen","year":"2003","unstructured":"Chen, J.C., Chang, N.B., Shieh, W.K.: Assessing wastewater reclamation potential by neural network model. Eng. Appl. of Art. Intell.\u00a016, 149\u2013157 (2003)","journal-title":"Eng. Appl. of Art. Intell."},{"key":"5_CR96","doi-asserted-by":"publisher","first-page":"1773","DOI":"10.1007\/s00216-006-0817-3","volume":"386","author":"S. Fogelman","year":"2006","unstructured":"Fogelman, S., Zhao, H., Blumenstein, M.: A rapid analytical method for predicting the oxygen demand of wastewater. Anal. Bioanal. Chem.\u00a0386, 1773\u20131779 (2006)","journal-title":"Anal. Bioanal. Chem."},{"key":"5_CR97","doi-asserted-by":"publisher","first-page":"857","DOI":"10.1016\/j.envsoft.2003.03.007","volume":"19","author":"M. Poch","year":"2004","unstructured":"Poch, M., Comas, J., Rodr\u00edguez-Roda, I., S\u00e0nchez-Marr\u00e8, M., Cort\u00e9s, U.: Designing and building real environmental decision support systems. Environ. Mod. & Soft.\u00a019, 857\u2013873 (2004)","journal-title":"Environ. Mod. & Soft."},{"key":"5_CR98","doi-asserted-by":"publisher","first-page":"1039","DOI":"10.1021\/ie050699n","volume":"45","author":"E. Molga","year":"2006","unstructured":"Molga, E., Cherbanski, R., Szpyrkowicz, L.: Modeling of an Industrial Full-Scale Plant for Biological Treatment of Textile Wastewaters: Application of Neural Networks. Ind. Eng. Chem. Res.\u00a045, 1039\u20131046 (2006)","journal-title":"Ind. Eng. Chem. Res."},{"key":"5_CR99","doi-asserted-by":"crossref","unstructured":"Akratos, C.S., Papaspyros, J.N.E., Tsihrintzis, V.A.: An Artificial Neural Network Model and Design Equations for BOD and COD Removal Prediction in Horizontal Subsurface Flow Constructed Wetlands. Chem. Eng. J. (2008) (in press)","DOI":"10.1016\/j.cej.2007.12.029"},{"key":"5_CR100","doi-asserted-by":"crossref","first-page":"365","DOI":"10.1590\/S0104-66322002000400002","volume":"19","author":"K.P. Oliveira-Esquerre","year":"2002","unstructured":"Oliveira-Esquerre, K.P., Mori, M., Bruns, R.E.: Simulation of an industrial wastewater treatment plant using artificial neural networks and principal component analysis. Braz. J. of Chem. Eng.\u00a019, 365\u2013370 (2002)","journal-title":"Braz. J. of Chem. Eng."},{"key":"5_CR101","doi-asserted-by":"crossref","first-page":"1087","DOI":"10.1007\/BF02719479","volume":"21","author":"C.K. Yoo","year":"2004","unstructured":"Yoo, C.K., Ho Bang, Y., Lee, I.-B., Vanrolleghem, P.A., Ros\u00e9n, C.: Application of Fuzzy Partial Least Squares (FPLS). Modeling Nonlinear Biological Processes. Korean J. Chem. Eng.\u00a021, 1087\u20131097 (2004)","journal-title":"Modeling Nonlinear Biological Processes. Korean J. Chem. Eng."},{"key":"5_CR102","doi-asserted-by":"publisher","first-page":"213","DOI":"10.1007\/s00449-006-0063-2","volume":"29","author":"C.K. Yoo","year":"2006","unstructured":"Yoo, C.K., Lee, I.-B.: Integrated framework of nonlinear prediction and process monitoring for complex biological processes. Bioprocess Biosyst. Eng.\u00a029, 213\u2013228 (2006)","journal-title":"Bioprocess Biosyst. Eng."},{"key":"5_CR103","doi-asserted-by":"crossref","unstructured":"Perendeci, A., Arslan, S., Celebi, S.S., Tanyolac, A.: Prediction of effluent quality of an anaerobic treatment plant under unsteady state through ANFIS modeling with on-line input variables. Chem. Eng. J. (2008) (in press)","DOI":"10.1016\/j.cej.2008.03.008"},{"key":"5_CR104","doi-asserted-by":"publisher","first-page":"665","DOI":"10.1109\/21.256541","volume":"23","author":"R.J.S. Jang","year":"1993","unstructured":"Jang, R.J.S.: ANFIS: Adaptive - network - based fuzzy inference system. IEEE Trans. On Systems, Man and Cybernetics\u00a023, 665\u2013685 (1993)","journal-title":"IEEE Trans. On Systems, Man and Cybernetics"},{"key":"5_CR105","doi-asserted-by":"publisher","first-page":"2849","DOI":"10.1016\/S0043-1354(00)00057-9","volume":"34","author":"J.H. Tay","year":"2000","unstructured":"Tay, J.H., Zhang, X.: A fast predicting neural fuzzy model for high-rate anaerobic wastewater treatment systems. Water Res.\u00a034, 2849\u20132860 (2000)","journal-title":"Water Res."}],"container-title":["Studies in Computational Intelligence","Computational Intelligence Techniques for Bioprocess Modelling, Supervision and Control"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-01888-6_5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,10,8]],"date-time":"2021-10-08T08:00:11Z","timestamp":1633680011000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-01888-6_5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2009]]},"ISBN":["9783642018879","9783642018886"],"references-count":105,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-01888-6_5","relation":{},"ISSN":["1860-949X","1860-9503"],"issn-type":[{"type":"print","value":"1860-949X"},{"type":"electronic","value":"1860-9503"}],"subject":[],"published":{"date-parts":[[2009]]}}}