Data Processing Procedure for Real-Time Odour Concentration Estimation at Industrial Plant Fenceline by Sensor-Based Tools
The realisation of an electronic nose network for the monitoring of the odour concentrations at the fenceline of a waste treatment plant has been investigated. One of the main challenges for instrumental environmental monitoring concerns the interference of the daily variability of humidity and temp...
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| Format: | Article |
| Language: | English |
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MDPI AG
2024-03-01
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| Series: | Proceedings |
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| Online Access: | https://www.mdpi.com/2504-3900/97/1/4 |
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| author | Christian Ratti Beatrice Julia Lotesoriere Carmen Bax Laura Capelli |
| author_facet | Christian Ratti Beatrice Julia Lotesoriere Carmen Bax Laura Capelli |
| author_sort | Christian Ratti |
| collection | DOAJ |
| description | The realisation of an electronic nose network for the monitoring of the odour concentrations at the fenceline of a waste treatment plant has been investigated. One of the main challenges for instrumental environmental monitoring concerns the interference of the daily variability of humidity and temperature of the ambient air to which sensors are exposed. In this study, we propose a solution to overcome this problem, implementing a specific normalisation pretreatment into the data processing procedure. The preliminary results obtained show a better classification and quantification performance whenever humidity model compensation is applied. |
| format | Article |
| id | doaj-art-abddeb5ef4c340caa93e3bf9b0be711d |
| institution | OA Journals |
| issn | 2504-3900 |
| language | English |
| publishDate | 2024-03-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Proceedings |
| spelling | doaj-art-abddeb5ef4c340caa93e3bf9b0be711d2025-08-20T02:01:21ZengMDPI AGProceedings2504-39002024-03-01971410.3390/proceedings2024097004Data Processing Procedure for Real-Time Odour Concentration Estimation at Industrial Plant Fenceline by Sensor-Based ToolsChristian Ratti0Beatrice Julia Lotesoriere1Carmen Bax2Laura Capelli3Department of Chemistry, Materials and Chemical Engineering, “Giulio Natta”, Politecnico di Milano, Piazza Leonardo da Vinci, 32, 20133 Milan, ItalyDepartment of Chemistry, Materials and Chemical Engineering, “Giulio Natta”, Politecnico di Milano, Piazza Leonardo da Vinci, 32, 20133 Milan, ItalyDepartment of Chemistry, Materials and Chemical Engineering, “Giulio Natta”, Politecnico di Milano, Piazza Leonardo da Vinci, 32, 20133 Milan, ItalyDepartment of Chemistry, Materials and Chemical Engineering, “Giulio Natta”, Politecnico di Milano, Piazza Leonardo da Vinci, 32, 20133 Milan, ItalyThe realisation of an electronic nose network for the monitoring of the odour concentrations at the fenceline of a waste treatment plant has been investigated. One of the main challenges for instrumental environmental monitoring concerns the interference of the daily variability of humidity and temperature of the ambient air to which sensors are exposed. In this study, we propose a solution to overcome this problem, implementing a specific normalisation pretreatment into the data processing procedure. The preliminary results obtained show a better classification and quantification performance whenever humidity model compensation is applied.https://www.mdpi.com/2504-3900/97/1/4real-time environmental monitoringsignal pretreatmentmachine learning |
| spellingShingle | Christian Ratti Beatrice Julia Lotesoriere Carmen Bax Laura Capelli Data Processing Procedure for Real-Time Odour Concentration Estimation at Industrial Plant Fenceline by Sensor-Based Tools Proceedings real-time environmental monitoring signal pretreatment machine learning |
| title | Data Processing Procedure for Real-Time Odour Concentration Estimation at Industrial Plant Fenceline by Sensor-Based Tools |
| title_full | Data Processing Procedure for Real-Time Odour Concentration Estimation at Industrial Plant Fenceline by Sensor-Based Tools |
| title_fullStr | Data Processing Procedure for Real-Time Odour Concentration Estimation at Industrial Plant Fenceline by Sensor-Based Tools |
| title_full_unstemmed | Data Processing Procedure for Real-Time Odour Concentration Estimation at Industrial Plant Fenceline by Sensor-Based Tools |
| title_short | Data Processing Procedure for Real-Time Odour Concentration Estimation at Industrial Plant Fenceline by Sensor-Based Tools |
| title_sort | data processing procedure for real time odour concentration estimation at industrial plant fenceline by sensor based tools |
| topic | real-time environmental monitoring signal pretreatment machine learning |
| url | https://www.mdpi.com/2504-3900/97/1/4 |
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