Multi-adaptive Neuro-Fuzzy Inference System for dielectric properties of oil palm fruitlets
Accurate dielectric models are required for proper sensing and characterization of materials especially for the purpose of quality control. In this work, a multi-Adaptive Neuro-Fuzzy Inference System (ANFIS) was designed to model the complex permittivity of the mesocarps of oil palm fruitlets within...
| Main Authors: | , , , |
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| Format: | Article |
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Chaoyang University of Technology
2014
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| Online Access: | http://psasir.upm.edu.my/id/eprint/34606/ |
| _version_ | 1848847820742721536 |
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| author | Adedayo, Ojo O. Mohd Isa, Maryam Che Soh, Azura Abbas, Zulkifly |
| author_facet | Adedayo, Ojo O. Mohd Isa, Maryam Che Soh, Azura Abbas, Zulkifly |
| author_sort | Adedayo, Ojo O. |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | Accurate dielectric models are required for proper sensing and characterization of materials especially for the purpose of quality control. In this work, a multi-Adaptive Neuro-Fuzzy Inference System (ANFIS) was designed to model the complex permittivity of the mesocarps of oil palm fruitlets within the frequency range of 2-4GHz. The system consists of two ANFIS models with same sets of inputs; one ANFIS model for the dielectric constant and the other for the loss factor. Training data were obtained from laboratory microwave measurements with the aid of Vector Network Analyzer (VNA) and used for the ANFIS model. The evaluation of the performance of the model confirms the suitability of the multi-ANFIS model for rapid and accurate determination of the dielectric properties of the fruitlets. |
| first_indexed | 2025-11-15T09:24:41Z |
| format | Article |
| id | upm-34606 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| last_indexed | 2025-11-15T09:24:41Z |
| publishDate | 2014 |
| publisher | Chaoyang University of Technology |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-346062015-12-16T04:14:57Z http://psasir.upm.edu.my/id/eprint/34606/ Multi-adaptive Neuro-Fuzzy Inference System for dielectric properties of oil palm fruitlets Adedayo, Ojo O. Mohd Isa, Maryam Che Soh, Azura Abbas, Zulkifly Accurate dielectric models are required for proper sensing and characterization of materials especially for the purpose of quality control. In this work, a multi-Adaptive Neuro-Fuzzy Inference System (ANFIS) was designed to model the complex permittivity of the mesocarps of oil palm fruitlets within the frequency range of 2-4GHz. The system consists of two ANFIS models with same sets of inputs; one ANFIS model for the dielectric constant and the other for the loss factor. Training data were obtained from laboratory microwave measurements with the aid of Vector Network Analyzer (VNA) and used for the ANFIS model. The evaluation of the performance of the model confirms the suitability of the multi-ANFIS model for rapid and accurate determination of the dielectric properties of the fruitlets. Chaoyang University of Technology 2014 Article PeerReviewed Adedayo, Ojo O. and Mohd Isa, Maryam and Che Soh, Azura and Abbas, Zulkifly (2014) Multi-adaptive Neuro-Fuzzy Inference System for dielectric properties of oil palm fruitlets. International Journal of Applied Science and Engineering, 12 (1). pp. 1-8. ISSN 1727-2394; ESSN: 1727-7841 http://www.cyut.edu.tw/~ijase/2014/12%281%29/12%281%29-1_028011_en.htm |
| spellingShingle | Adedayo, Ojo O. Mohd Isa, Maryam Che Soh, Azura Abbas, Zulkifly Multi-adaptive Neuro-Fuzzy Inference System for dielectric properties of oil palm fruitlets |
| title | Multi-adaptive Neuro-Fuzzy Inference System for dielectric properties of oil palm fruitlets |
| title_full | Multi-adaptive Neuro-Fuzzy Inference System for dielectric properties of oil palm fruitlets |
| title_fullStr | Multi-adaptive Neuro-Fuzzy Inference System for dielectric properties of oil palm fruitlets |
| title_full_unstemmed | Multi-adaptive Neuro-Fuzzy Inference System for dielectric properties of oil palm fruitlets |
| title_short | Multi-adaptive Neuro-Fuzzy Inference System for dielectric properties of oil palm fruitlets |
| title_sort | multi-adaptive neuro-fuzzy inference system for dielectric properties of oil palm fruitlets |
| url | http://psasir.upm.edu.my/id/eprint/34606/ http://psasir.upm.edu.my/id/eprint/34606/ |