Development of a hybrid adaptive control system for pyrolysis plants: A comparative study of conventional and intelligent approaches
This study presents a comparative evaluation of control systems for automating the pyrolysis process, including PLC, SCADA, Fuzzy Logic, Artificial Neural Networks (ANN), and a hybrid approach. The analysis focuses on key performance indicators such as reliability, adaptability, integration complexi...
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| Format: | Article |
| Language: | English |
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EDP Sciences
2025-01-01
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| Series: | E3S Web of Conferences |
| Online Access: | https://www.e3s-conferences.org/articles/e3sconf/pdf/2025/38/e3sconf_eepes2025_01014.pdf |
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| _version_ | 1850097571751526400 |
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| author | Rysbek Aitolkyn Sergazin Gani Zhetenbayev Nursultan |
| author_facet | Rysbek Aitolkyn Sergazin Gani Zhetenbayev Nursultan |
| author_sort | Rysbek Aitolkyn |
| collection | DOAJ |
| description | This study presents a comparative evaluation of control systems for automating the pyrolysis process, including PLC, SCADA, Fuzzy Logic, Artificial Neural Networks (ANN), and a hybrid approach. The analysis focuses on key performance indicators such as reliability, adaptability, integration complexity, and predictive capability. Due to the nonlinear and dynamic nature of pyrolysis, selecting an appropriate control architecture is essential for improving efficiency, product quality, and environmental safety. The findings support the implementation of a hybrid control system that integrates the strengths of conventional and intelligent methods, aligning with Industry 4.0 requirements and providing a foundation for digital transformation in industrial waste recycling. |
| format | Article |
| id | doaj-art-a613f1f860e145aeb2255f8ce6c9581a |
| institution | DOAJ |
| issn | 2267-1242 |
| language | English |
| publishDate | 2025-01-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | E3S Web of Conferences |
| spelling | doaj-art-a613f1f860e145aeb2255f8ce6c9581a2025-08-20T02:40:56ZengEDP SciencesE3S Web of Conferences2267-12422025-01-016380101410.1051/e3sconf/202563801014e3sconf_eepes2025_01014Development of a hybrid adaptive control system for pyrolysis plants: A comparative study of conventional and intelligent approachesRysbek Aitolkyn0Sergazin Gani1Zhetenbayev Nursultan2Mukhamedzhan Tynyshpayev ALT UniversityMukhamedzhan Tynyshpayev ALT UniversityAlmaty University of Power Engineering and TelecommunicationsThis study presents a comparative evaluation of control systems for automating the pyrolysis process, including PLC, SCADA, Fuzzy Logic, Artificial Neural Networks (ANN), and a hybrid approach. The analysis focuses on key performance indicators such as reliability, adaptability, integration complexity, and predictive capability. Due to the nonlinear and dynamic nature of pyrolysis, selecting an appropriate control architecture is essential for improving efficiency, product quality, and environmental safety. The findings support the implementation of a hybrid control system that integrates the strengths of conventional and intelligent methods, aligning with Industry 4.0 requirements and providing a foundation for digital transformation in industrial waste recycling.https://www.e3s-conferences.org/articles/e3sconf/pdf/2025/38/e3sconf_eepes2025_01014.pdf |
| spellingShingle | Rysbek Aitolkyn Sergazin Gani Zhetenbayev Nursultan Development of a hybrid adaptive control system for pyrolysis plants: A comparative study of conventional and intelligent approaches E3S Web of Conferences |
| title | Development of a hybrid adaptive control system for pyrolysis plants: A comparative study of conventional and intelligent approaches |
| title_full | Development of a hybrid adaptive control system for pyrolysis plants: A comparative study of conventional and intelligent approaches |
| title_fullStr | Development of a hybrid adaptive control system for pyrolysis plants: A comparative study of conventional and intelligent approaches |
| title_full_unstemmed | Development of a hybrid adaptive control system for pyrolysis plants: A comparative study of conventional and intelligent approaches |
| title_short | Development of a hybrid adaptive control system for pyrolysis plants: A comparative study of conventional and intelligent approaches |
| title_sort | development of a hybrid adaptive control system for pyrolysis plants a comparative study of conventional and intelligent approaches |
| url | https://www.e3s-conferences.org/articles/e3sconf/pdf/2025/38/e3sconf_eepes2025_01014.pdf |
| work_keys_str_mv | AT rysbekaitolkyn developmentofahybridadaptivecontrolsystemforpyrolysisplantsacomparativestudyofconventionalandintelligentapproaches AT sergazingani developmentofahybridadaptivecontrolsystemforpyrolysisplantsacomparativestudyofconventionalandintelligentapproaches AT zhetenbayevnursultan developmentofahybridadaptivecontrolsystemforpyrolysisplantsacomparativestudyofconventionalandintelligentapproaches |