Dye Concentrations Measurement Using Mach–Zehner Interferometer Sensor and Modeled by ANFIS
In this paper, a reliable Mach-Zehner Interferometer (MZI) dye sensor is constructed by bridging two single mode fibres (SMF1 and SMF2) with a short (∼20 mm), tapered multimode fibre (MMF). Three MMFs with diameters of 27.7, 23.2 and 19.5μm are tested to analyze the sensitivity of the sensor. The se...
| Main Authors: | , , , |
|---|---|
| Format: | Article |
| Published: |
Institute of Electrical and Electronics Engineers (IEEE)
2016
|
| Subjects: |
| _version_ | 1825721006642167808 |
|---|---|
| author | Chong, S.S. Abdul Raman, Abdul Aziz Harun, Sulaiman Wadi Arof, Hamzah |
| author_facet | Chong, S.S. Abdul Raman, Abdul Aziz Harun, Sulaiman Wadi Arof, Hamzah |
| author_sort | Chong, S.S. |
| collection | UM |
| description | In this paper, a reliable Mach-Zehner Interferometer (MZI) dye sensor is constructed by bridging two single mode fibres (SMF1 and SMF2) with a short (∼20 mm), tapered multimode fibre (MMF). Three MMFs with diameters of 27.7, 23.2 and 19.5μm are tested to analyze the sensitivity of the sensor. The sensor is immersed in a Remazol Black B solution of various concentrations (40 to 240 ppm) where the output intensity ratio of Remazol Black B to distilled water, IRBB/I0, and wavelength shift, δλ are both recorded for each concentration. These responses are mainly dependent on the diameter of the MMF and the concentration of the RBB dye solution. Response Surface Methodology (RSM) is utilized to evaluate the interactions of few parameters simultaneously as well as to interpret the obtained results in statistic form. Furthermore, a modeling approach, adaptive neuro fuzzy interference system (ANFIS) is deployed to construct two empirical models with the given responses from the sensor; hence, predicting the concentration of the RBB solution. The squared correlation coefficient (R2) between experimental and predicted results, mean absolute percentage error (MAPE) and root mean square error (RMSE) are all calculated to measure the accuracy of the models developed in the study. Finally, an additional experiment is conducted to validate the accuracy of the predictive models and the results obtained are encouraging. |
| first_indexed | 2024-03-06T05:43:46Z |
| format | Article |
| id | um.eprints-17870 |
| institution | Universiti Malaya |
| last_indexed | 2024-03-06T05:43:46Z |
| publishDate | 2016 |
| publisher | Institute of Electrical and Electronics Engineers (IEEE) |
| record_format | dspace |
| spelling | um.eprints-178702018-10-09T03:26:16Z http://eprints.um.edu.my/17870/ Dye Concentrations Measurement Using Mach–Zehner Interferometer Sensor and Modeled by ANFIS Chong, S.S. Abdul Raman, Abdul Aziz Harun, Sulaiman Wadi Arof, Hamzah TK Electrical engineering. Electronics Nuclear engineering TP Chemical technology In this paper, a reliable Mach-Zehner Interferometer (MZI) dye sensor is constructed by bridging two single mode fibres (SMF1 and SMF2) with a short (∼20 mm), tapered multimode fibre (MMF). Three MMFs with diameters of 27.7, 23.2 and 19.5μm are tested to analyze the sensitivity of the sensor. The sensor is immersed in a Remazol Black B solution of various concentrations (40 to 240 ppm) where the output intensity ratio of Remazol Black B to distilled water, IRBB/I0, and wavelength shift, δλ are both recorded for each concentration. These responses are mainly dependent on the diameter of the MMF and the concentration of the RBB dye solution. Response Surface Methodology (RSM) is utilized to evaluate the interactions of few parameters simultaneously as well as to interpret the obtained results in statistic form. Furthermore, a modeling approach, adaptive neuro fuzzy interference system (ANFIS) is deployed to construct two empirical models with the given responses from the sensor; hence, predicting the concentration of the RBB solution. The squared correlation coefficient (R2) between experimental and predicted results, mean absolute percentage error (MAPE) and root mean square error (RMSE) are all calculated to measure the accuracy of the models developed in the study. Finally, an additional experiment is conducted to validate the accuracy of the predictive models and the results obtained are encouraging. Institute of Electrical and Electronics Engineers (IEEE) 2016 Article PeerReviewed Chong, S.S. and Abdul Raman, Abdul Aziz and Harun, Sulaiman Wadi and Arof, Hamzah (2016) Dye Concentrations Measurement Using Mach–Zehner Interferometer Sensor and Modeled by ANFIS. IEEE Sensors Journal, 16 (22). pp. 8044-8050. ISSN 1530-437X, DOI https://doi.org/10.1109/JSEN.2016.2607753 <https://doi.org/10.1109/JSEN.2016.2607753>. http://dx.doi.org/10.1109/JSEN.2016.2607753 doi:10.1109/JSEN.2016.2607753 |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering TP Chemical technology Chong, S.S. Abdul Raman, Abdul Aziz Harun, Sulaiman Wadi Arof, Hamzah Dye Concentrations Measurement Using Mach–Zehner Interferometer Sensor and Modeled by ANFIS |
| title | Dye Concentrations Measurement Using Mach–Zehner Interferometer Sensor and Modeled by ANFIS |
| title_full | Dye Concentrations Measurement Using Mach–Zehner Interferometer Sensor and Modeled by ANFIS |
| title_fullStr | Dye Concentrations Measurement Using Mach–Zehner Interferometer Sensor and Modeled by ANFIS |
| title_full_unstemmed | Dye Concentrations Measurement Using Mach–Zehner Interferometer Sensor and Modeled by ANFIS |
| title_short | Dye Concentrations Measurement Using Mach–Zehner Interferometer Sensor and Modeled by ANFIS |
| title_sort | dye concentrations measurement using mach zehner interferometer sensor and modeled by anfis |
| topic | TK Electrical engineering. Electronics Nuclear engineering TP Chemical technology |
| work_keys_str_mv | AT chongss dyeconcentrationsmeasurementusingmachzehnerinterferometersensorandmodeledbyanfis AT abdulramanabdulaziz dyeconcentrationsmeasurementusingmachzehnerinterferometersensorandmodeledbyanfis AT harunsulaimanwadi dyeconcentrationsmeasurementusingmachzehnerinterferometersensorandmodeledbyanfis AT arofhamzah dyeconcentrationsmeasurementusingmachzehnerinterferometersensorandmodeledbyanfis |