SYNTHESIS OF NEURO-FUZZY NETWORK FOR STABILIZING TEMPERATURE IN PROCESS OF CONTINUOUS STERILIZATION
To synthesize a neuro-fuzzy network of stabilizing temperature there is a view on the development of a base of rules for a fuzzy controller taking into account the optimal object management and training of a hybrid neural network. The optimal trajectory was accepted as the performance-optimal (detec...
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| Language: | Russian |
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North Caucasus Federal University
2022-05-01
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| Series: | Вестник Северо-Кавказского федерального университета |
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| Online Access: | https://vestnikskfu.elpub.ru/jour/article/view/1688 |
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| author | Elena Valerievna Lubentsova |
| author_facet | Elena Valerievna Lubentsova |
| author_sort | Elena Valerievna Lubentsova |
| collection | DOAJ |
| description | To synthesize a neuro-fuzzy network of stabilizing temperature there is a view on the development of a base of rules for a fuzzy controller taking into account the optimal object management and training of a hybrid neural network. The optimal trajectory was accepted as the performance-optimal (detected by the maximum principle) management for a closed loop system for automatic management. There has been a transition made from the temporary area where the optimal management has been found, to the phase plane of the system, which allowed a direct use of the solution to develop a rule base for a fuzzy controller. There has been a neuro-fuzzy network (Adaptive-Network-Based Fuzzy Inference System - ANFIS) employed to develop a temperature stabilization system for sterilization with two management influences. |
| format | Article |
| id | doaj-art-b803c1ffe7bb44e8919bea2e650e0b4b |
| institution | DOAJ |
| issn | 2307-907X |
| language | Russian |
| publishDate | 2022-05-01 |
| publisher | North Caucasus Federal University |
| record_format | Article |
| series | Вестник Северо-Кавказского федерального университета |
| spelling | doaj-art-b803c1ffe7bb44e8919bea2e650e0b4b2025-08-20T03:19:15ZrusNorth Caucasus Federal UniversityВестник Северо-Кавказского федерального университета2307-907X2022-05-010521281686SYNTHESIS OF NEURO-FUZZY NETWORK FOR STABILIZING TEMPERATURE IN PROCESS OF CONTINUOUS STERILIZATIONElena Valerievna Lubentsova0NCFUTo synthesize a neuro-fuzzy network of stabilizing temperature there is a view on the development of a base of rules for a fuzzy controller taking into account the optimal object management and training of a hybrid neural network. The optimal trajectory was accepted as the performance-optimal (detected by the maximum principle) management for a closed loop system for automatic management. There has been a transition made from the temporary area where the optimal management has been found, to the phase plane of the system, which allowed a direct use of the solution to develop a rule base for a fuzzy controller. There has been a neuro-fuzzy network (Adaptive-Network-Based Fuzzy Inference System - ANFIS) employed to develop a temperature stabilization system for sterilization with two management influences.https://vestnikskfu.elpub.ru/jour/article/view/1688нейро-нечеткая системастабилизация температурыоптимальная траекто-риябаза правилобучение нейронной сетимоделированиеneuro-fuzzy networktemperature stabilizationoptimal trajectoryrule baseneural network trainingsimulation |
| spellingShingle | Elena Valerievna Lubentsova SYNTHESIS OF NEURO-FUZZY NETWORK FOR STABILIZING TEMPERATURE IN PROCESS OF CONTINUOUS STERILIZATION Вестник Северо-Кавказского федерального университета нейро-нечеткая система стабилизация температуры оптимальная траекто-рия база правил обучение нейронной сети моделирование neuro-fuzzy network temperature stabilization optimal trajectory rule base neural network training simulation |
| title | SYNTHESIS OF NEURO-FUZZY NETWORK FOR STABILIZING TEMPERATURE IN PROCESS OF CONTINUOUS STERILIZATION |
| title_full | SYNTHESIS OF NEURO-FUZZY NETWORK FOR STABILIZING TEMPERATURE IN PROCESS OF CONTINUOUS STERILIZATION |
| title_fullStr | SYNTHESIS OF NEURO-FUZZY NETWORK FOR STABILIZING TEMPERATURE IN PROCESS OF CONTINUOUS STERILIZATION |
| title_full_unstemmed | SYNTHESIS OF NEURO-FUZZY NETWORK FOR STABILIZING TEMPERATURE IN PROCESS OF CONTINUOUS STERILIZATION |
| title_short | SYNTHESIS OF NEURO-FUZZY NETWORK FOR STABILIZING TEMPERATURE IN PROCESS OF CONTINUOUS STERILIZATION |
| title_sort | synthesis of neuro fuzzy network for stabilizing temperature in process of continuous sterilization |
| topic | нейро-нечеткая система стабилизация температуры оптимальная траекто-рия база правил обучение нейронной сети моделирование neuro-fuzzy network temperature stabilization optimal trajectory rule base neural network training simulation |
| url | https://vestnikskfu.elpub.ru/jour/article/view/1688 |
| work_keys_str_mv | AT elenavalerievnalubentsova synthesisofneurofuzzynetworkforstabilizingtemperatureinprocessofcontinuoussterilization |