INTEGRATED ARTIFICIAL INTELLIGENCE TECHNIQUES APPLICATION FOR WASTEWATER pH CONTROL
The control of the pH neutralization process has a decisive role in many industrial branches, as: wastewater treatment, biotechnology, pharmaceutical industry, chemical processing, etc. However, the pH neutralization process is a difficult one to control, due to time-varying process parameters, its...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Petroleum-Gas University of Ploiesti
2023-12-01
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| Series: | Romanian Journal of Petroleum & Gas Technology |
| Subjects: | |
| Online Access: | http://jpgt.upg-ploiesti.ro/wp-content/uploads/2023/08/09_Articol-2023-Romanian-Journal-of-Petroleum-and-Gas-Technology-07.08.2023-rev.pdf |
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| author | Maria-Elisabeta Oprea Madalina Carbureanu |
| author_facet | Maria-Elisabeta Oprea Madalina Carbureanu |
| author_sort | Maria-Elisabeta Oprea |
| collection | DOAJ |
| description | The control of the pH neutralization process has a decisive role in many industrial branches, as: wastewater treatment, biotechnology, pharmaceutical industry, chemical processing, etc. However, the pH neutralization process is a difficult one to control, due to time-varying process parameters, its high non-linearity and to the sudden variation of the pH around the equivalence point. The paper presents a device and an integrated application that uses artificial intelligence (IA) developed for dosage of the necessary reactants in wastewater pH control. The AI techniques were integrated into the application by developing an expert system (ES). For this purpose, were used the necessary if-then rules (rules that make up the inference engine (IE) of the ES) related to the flowrates of the reactants necessary for wastewater pH neutralization. The ES knowledge base (KB) was built based on the recorded pH values. The hardware component (the device) was created using the Arduino equipment. |
| first_indexed | 2024-03-08T08:51:34Z |
| format | Article |
| id | doaj.art-b20eab8d08eb460381a78aa4593a18f2 |
| institution | Directory Open Access Journal |
| issn | 2734-5319 2972-0370 |
| language | English |
| last_indexed | 2024-03-08T08:51:34Z |
| publishDate | 2023-12-01 |
| publisher | Petroleum-Gas University of Ploiesti |
| record_format | Article |
| series | Romanian Journal of Petroleum & Gas Technology |
| spelling | doaj.art-b20eab8d08eb460381a78aa4593a18f22024-02-01T08:35:38ZengPetroleum-Gas University of PloiestiRomanian Journal of Petroleum & Gas Technology2734-53192972-03702023-12-0142859610.51865/JPGT.2023.02.09INTEGRATED ARTIFICIAL INTELLIGENCE TECHNIQUES APPLICATION FOR WASTEWATER pH CONTROLMaria-Elisabeta Oprea0Madalina Carbureanu1https://orcid.org/0000-0001-8587-7204RomaniaPetroleum-Gas University of Ploiesti, RomaniaThe control of the pH neutralization process has a decisive role in many industrial branches, as: wastewater treatment, biotechnology, pharmaceutical industry, chemical processing, etc. However, the pH neutralization process is a difficult one to control, due to time-varying process parameters, its high non-linearity and to the sudden variation of the pH around the equivalence point. The paper presents a device and an integrated application that uses artificial intelligence (IA) developed for dosage of the necessary reactants in wastewater pH control. The AI techniques were integrated into the application by developing an expert system (ES). For this purpose, were used the necessary if-then rules (rules that make up the inference engine (IE) of the ES) related to the flowrates of the reactants necessary for wastewater pH neutralization. The ES knowledge base (KB) was built based on the recorded pH values. The hardware component (the device) was created using the Arduino equipment.http://jpgt.upg-ploiesti.ro/wp-content/uploads/2023/08/09_Articol-2023-Romanian-Journal-of-Petroleum-and-Gas-Technology-07.08.2023-rev.pdfph controlwastewater neutralizationartificial intelligenceexpert systemarduino |
| spellingShingle | Maria-Elisabeta Oprea Madalina Carbureanu INTEGRATED ARTIFICIAL INTELLIGENCE TECHNIQUES APPLICATION FOR WASTEWATER pH CONTROL Romanian Journal of Petroleum & Gas Technology ph control wastewater neutralization artificial intelligence expert system arduino |
| title | INTEGRATED ARTIFICIAL INTELLIGENCE TECHNIQUES APPLICATION FOR WASTEWATER pH CONTROL |
| title_full | INTEGRATED ARTIFICIAL INTELLIGENCE TECHNIQUES APPLICATION FOR WASTEWATER pH CONTROL |
| title_fullStr | INTEGRATED ARTIFICIAL INTELLIGENCE TECHNIQUES APPLICATION FOR WASTEWATER pH CONTROL |
| title_full_unstemmed | INTEGRATED ARTIFICIAL INTELLIGENCE TECHNIQUES APPLICATION FOR WASTEWATER pH CONTROL |
| title_short | INTEGRATED ARTIFICIAL INTELLIGENCE TECHNIQUES APPLICATION FOR WASTEWATER pH CONTROL |
| title_sort | integrated artificial intelligence techniques application for wastewater ph control |
| topic | ph control wastewater neutralization artificial intelligence expert system arduino |
| url | http://jpgt.upg-ploiesti.ro/wp-content/uploads/2023/08/09_Articol-2023-Romanian-Journal-of-Petroleum-and-Gas-Technology-07.08.2023-rev.pdf |
| work_keys_str_mv | AT mariaelisabetaoprea integratedartificialintelligencetechniquesapplicationforwastewaterphcontrol AT madalinacarbureanu integratedartificialintelligencetechniquesapplicationforwastewaterphcontrol |