Using Fuzzy Feed-Forward Neural Network for Linguistic Processing
Fuzzy sets have been implemented efficiently to manage unclear data, language terms, and vague notions. Recently, considerable work has been dedicated to merging neural-network techniques with fuzzy sets. In this study, present the structure of a fuzzy feed-forward neural network (FFFNN) with a tra...
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| Format: | Article |
| Language: | English |
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College of science, university of Diyala
2023-04-01
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| Series: | Academic Science Journal |
| Online Access: | https://acadscij.uodiyala.edu.iq/index.php/Home/article/view/115 |
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| _version_ | 1849221175871275008 |
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| author | AbdulRahim K. Rah Sozan S. Haydar |
| author_facet | AbdulRahim K. Rah Sozan S. Haydar |
| author_sort | AbdulRahim K. Rah |
| collection | DOAJ |
| description |
Fuzzy sets have been implemented efficiently to manage unclear data, language terms, and
vague notions. Recently, considerable work has been dedicated to merging neural-network
techniques with fuzzy sets. In this study, present the structure of a fuzzy feed-forward neural
network (FFFNN) with a trapezoidal fuzzy set. In addition to handling real input vectors, it is
also capable of handling fuzzy input vectors. Generally, the output of a FNN is a fuzzy vector.
According to the extension principle of Zadeh, each unit of a FNN has an input-output
relationship. To determine the costs associated with fuzzy calculations and fuzzy objectives,
developed a cost function. At that point, created a learning algorithm from the cost capacity to
align the four variables of each trapezoidal fuzzy weight. In conclusion, demonstrate our
methodology using numerical models.
|
| format | Article |
| id | doaj-art-22ece77a94da4706bc2295979c96042f |
| institution | Kabale University |
| issn | 2958-4612 2959-5568 |
| language | English |
| publishDate | 2023-04-01 |
| publisher | College of science, university of Diyala |
| record_format | Article |
| series | Academic Science Journal |
| spelling | doaj-art-22ece77a94da4706bc2295979c96042f2024-11-19T10:02:38ZengCollege of science, university of DiyalaAcademic Science Journal2958-46122959-55682023-04-011210.24237/ASJ.01.02.723BUsing Fuzzy Feed-Forward Neural Network for Linguistic ProcessingAbdulRahim K. RahSozan S. Haydar Fuzzy sets have been implemented efficiently to manage unclear data, language terms, and vague notions. Recently, considerable work has been dedicated to merging neural-network techniques with fuzzy sets. In this study, present the structure of a fuzzy feed-forward neural network (FFFNN) with a trapezoidal fuzzy set. In addition to handling real input vectors, it is also capable of handling fuzzy input vectors. Generally, the output of a FNN is a fuzzy vector. According to the extension principle of Zadeh, each unit of a FNN has an input-output relationship. To determine the costs associated with fuzzy calculations and fuzzy objectives, developed a cost function. At that point, created a learning algorithm from the cost capacity to align the four variables of each trapezoidal fuzzy weight. In conclusion, demonstrate our methodology using numerical models. https://acadscij.uodiyala.edu.iq/index.php/Home/article/view/115 |
| spellingShingle | AbdulRahim K. Rah Sozan S. Haydar Using Fuzzy Feed-Forward Neural Network for Linguistic Processing Academic Science Journal |
| title | Using Fuzzy Feed-Forward Neural Network for Linguistic Processing |
| title_full | Using Fuzzy Feed-Forward Neural Network for Linguistic Processing |
| title_fullStr | Using Fuzzy Feed-Forward Neural Network for Linguistic Processing |
| title_full_unstemmed | Using Fuzzy Feed-Forward Neural Network for Linguistic Processing |
| title_short | Using Fuzzy Feed-Forward Neural Network for Linguistic Processing |
| title_sort | using fuzzy feed forward neural network for linguistic processing |
| url | https://acadscij.uodiyala.edu.iq/index.php/Home/article/view/115 |
| work_keys_str_mv | AT abdulrahimkrah usingfuzzyfeedforwardneuralnetworkforlinguisticprocessing AT sozanshaydar usingfuzzyfeedforwardneuralnetworkforlinguisticprocessing |