1. J. Drewnowski, Advanced supervisory control system implemented at full-scale WWTP—a case study of optimization and energy balance improvement, Water, 11 (2019) 1218, doi: 10.3390/w11061218.
  2. M.A. Craven, J.W. Gardner, P.N. Bartlett, Electronic noses — development and future prospects, TrAC, Trends Anal. Chem., 15 (1996) 486–493.
  3. T. Dewettinck, K. Van Hege, W. Verstraete, The electronic nose as a rapid sensor for volatile compounds in treated domestic wastewater, Water Res., 35 (2001) 2475–2483.
  4. A. Bieganowski, K. Jaromin-Glen, Ł. Guz, G. Łagód, G. Jozefaciuk, W. Franus, Z. Suchorab, H. Sobczuk, Evaluating soil moisture status using an e-nose, Sensors (Basel), 16 (2016) 886, doi: 10.3390/s16060886.
  5. J. Fu, C. Huang, J. Xing, J. Zheng, Pattern classification using an olfactory model with PCA feature selection in electronic noses: study and application, Sensors, 12 (2012) 2818–2830.
  6. S.J. Dixon, R.G. Brereton, Comparison of performance of five common classifiers represented as boundary methods: Euclidean Distance to Centroids, Linear Discriminant Analysis, Quadratic Discriminant Analysis, Learning Vector Quantization and Support Vector Machines, as dependent on data structure, Chemom. Intell. Lab. Syst., 95 (2009) 1–17.
  7. L.E. Bergman, J.M. Wilson, M.J. Small, J.M. VanBriesen, Application of classification trees for predicting disinfection by-product formation targets from source water characteristics, Environ. Eng. Sci., 33 (2016) 455–470.
  8. A. Bieganowski, G. Józefaciuk, L. Bandura, Ł. Guz, G. Łagód, W. Franus, Evaluation of hydrocarbon soil pollution using e-nose, Sensors, 18 (2018) 2463, doi: 10.3390/s18082463.
  9. M. Garbacz, A. Malec, S. Duda-Saternus, Z. Suchorab, Ł. Guz, G. Łagód, Methods for early detection of microbiological infestation of buildings based on gas sensor technologies, Chemosensors, 8 (2020) 7, doi:10.3390/chemosensors8010007.
  10. Ł. Guz, G. Łagód, K. Jaromin-Gleń, Z. Suchorab, H. Sobczuk, A. Bieganowski, Application of gas sensor arrays in assessment of wastewater purification effects, Sensors, 15 (2015) 1–21.
  11. K. Arshak, E. Moore, G.M. Lyons, J. Harris, S. Clifford, A review of gas sensors employed in electronic nose applications, Sens. Rev., 24 (2004) 181–198.
  12. J. Kośmider, B. Mazur-Chrzanowska, B. Wyszyński, Odory, Wydawnictwo Naukowe PWN, Warszawa, 2012.
  13. P. Gostelow, S.A. Parsons, R.M. Stuetz, Odour measurements for sewage treatment works, Water Res., 35 (2001) 579–597.
  14. R. Bentley, T.G. Chasteen, Environmental VOSCs—formation and degradation of dimethyl sulfide, methanethiol and related materials, Chemosphere, 55 (2004) 291–317.
  15. M. Pomiès, J.-M. Choubert, C. Wisniewski, M. Coquery, Modelling of micropollutant removal in biological wastewater treatments: a review, Sci. Total Environ., 443 (2013) 733–748.
  16. R. Govind, L. Lai, R. Dobbs, Integrated model for predicting the fate of organics in wastewater treatment plants, Environ. Prog., 10 (1991) 13–23.
  17. G. Byrns, The fate of xenobiotic organic compounds in wastewater treatment plants, Water Res., 35 (2001) 2523–2533.
  18. J. Struijs, J. Stoltenkamp, D. van de Meent, A spreadsheet-based box model to predict the fate of xenobiotics in a municipal wastewater treatment plant, Water Res., 25 (1991) 891–900.
  19. K.-C. Lee, B.E. Rittmann, J. Shi, D. McAvoy, Advanced steadystate model for the fate of hydrophobic and volatile compounds in activated sludge, Water Environ. Res., 70 (1998) 1118–1131.
  20. L. Capelli, S. Sironi, P. Centola, R. Del Rosso, M.I. Grande, Electronic noses for the continuous monitoring of odours from a wastewater treatment plant at specific receptors: focus on training methods, Sens. Actuators, B, 131 (2008) 53–62.
  21. A. Nake, B. Dubreuil, C. Raynaud, T. Talou, Outdoor in situ monitoring of volatile emissions from wastewater treatment plants with two portable technologies of electronic noses, Sens. Actuators, B, 106 (2005) 36–39.
  22. S. Giuliani, T. Zarra, J. Nicolas, V. Naddeo, V. Belgiorno, A.C. Romain, An alternative approach of the e-nose training phase in odour impact assessment, Chem. Eng. Trans., 30 (2012) 139–144.
  23. P. Littarru, Environmental odours assessment from waste treatment plants: dynamic olfactometry in combination with sensorial analysers “electronic noses”, Waste Manage., 27 (2007) 302–309.
  24. R.M. Stuetz, R.A. Fenner, G. Engin, Assessment of odours from sewage treatment works by an electronic nose, H2S analysis and olfactometry, Water Res., 33 (1999a) 453–461.
  25. G. Onkal-Engin, I. Demir, S.N. Engin, Determination of the relationship between sewage odour and BOD by neural networks, Environ. Modell. Software, 20 (2005) 843–850.
  26. R.M. Stuetz, R.A. Fenner, G. Engin, Characterisation of wastewater using an electronic nose, Water Res., 33 (1999b) 442–452.
  27. G. Önkal-Engin, I. Demir, S.N. Engin, e-Nose response classification of sewage odors by neural networks and fuzzy clustering, L. Wang, K. Chen, Y.S. Ong, Eds., Advances in Natural Computation, ICNC 2005, Lecture Notes in Computer Science, Springer, Berlin, Heidelberg, 2005, pp. 648–651.
  28. A.M. Faris, H.M. Zwain, M. Hosseinzadeh, S.M. Siadatmousavi, Modeling of novel processes for eliminating sidestreams impacts on full-scale sewage treatment plant using GPS-X7, Sci Rep., 12 (2022) 2986, doi:10.1038/s41598-022-07071-0.
  29. J. Drewnowski, B. Szeląg, Wybrane aspekty modelowania matematycznego i komputerowej symulacji w kontekście zaawansowanych systemów sterowania i kontroli oczyszczalni ścieków, Przew. Projekt., 2 (2020) 2–7.
  30. J.A. Libra, C. Sahlmann, A. Schuchardt, J. Handschag, U. Wiesmann, R. Gnirss, Evaluation of ceramic and membrane diffusers under operating conditions with the dynamic of gas method, Water Environ. Res., 77 (2005) 447–454.
  31. M. Ekman, M. Hong, T. Söderström, A separable nonlinear least-squares approach for identification of linear systems with errors in variables, IFAC Proc. Volumes, 39 (2006) 178–183.
  32. S.C.F. Meijer, D. Brdjanovic, A Practical Guide to Activated Sludge Modeling, UNESCO-IHE Institute for Water Education, 2012.
  33. Ł. Guz, G. Łagód, K. Jaromin-Gleń, E. Guz, H. Sobczuk, Assessment of batch bioreactor odour nuisance using an e-nose, Desal. Water Treat., 57 (2016) 1327–1335.
  34. J. Gebicki, H. Byliński, J. Namieśnik, Measurement techniques for assessing the olfactory impact of municipal sewage treatment plants, Environ. Monit. Assess., 188 (2016) 32, doi: 10.1007/s10661-015-5024-2.
  35. G. Łagód, Ł.M. Guz, F. Sabba, H. Sobczuk, Detection of wastewater treatment process disturbances in bioreactors using the e-nose technology, Ecol. Chem. Eng. S, 25 (2018) 405–418.
  36. G. Łagód, S.M. Duda, D. Majerek, A. Szutt, A. DołhańczukŚródka, Application of electronic nose for evaluation of wastewater treatment process effects at full-scale WWTP, Processes, 7 (2019) 251, doi:10.3390/pr7050251.
  37. J. Nicolas, C. Cerisier, J. Delva, A.-C. Romain, Potential of a network of electronic noses to assess in real time the odour annoyance in the environment of a compost facility, Chem. Eng. Trans., 30 (2012) 133–138.
  38. A. Blanco-Rodríguez, V.F. Camara, F. Campo, L. Becherán, A. Durán, V.D. Vieira, H. de Melo,
    A.R. Garcia-Ramirez, Development of an electronic nose to characterize odours emitted from different stages in a wastewater treatment plant, Water Res., 134 (2018) 92–100.
  39. W. Bourgeois, R.M. Stuetz, Measuring wastewater quality using a sensor array: prospects for real-time monitoring, Water Sci. Technol., 41 (2000) 107–112.
  40. F.-B. Frechen, Odour emissions of wastewater treatment plants – recent German experiences, Water Sci. Technol., 30 (1994) 35–46.
  41. T. Zarra, M. Reiser, V. Naddeo, V. Belgiorno, M. Kranert, Odour emissions characterization from wastewater treatment plants by different measurement methods, Chem. Eng. Trans., 40 (2014) 37–42.
  42. W. Bourgeois, R.M. Stuetz, Use of a chemical sensor array for detecting pollutants in domestic wastewater, Water Res., 36 (2002) 4505–4512.
  43. W. Bourgeois, G. Gardey, M. Servieres, R.M. Stuetz, A chemical sensor array based system for protecting wastewater treatment plants, Sens. Actuators, B, 91 (2003) 109–116.
  44. W. Bourgeois, P. Hogben, A. Pike, R.M. Stuetz, Development of a sensor array based measurement system for continuous monitoring of water and wastewater, Sens. Actuators, B, 88 (2003) 312–319.
  45. M. Abbatangelo, E. Núñez-Carmona, V. Sberveglieri, E. Com- ini, G. Sberveglieri, Array of MOX nanowire gas sensors for wastewater management, Proceedings, 2 (2018), 996, doi: 10.3390/proceedings2130996.