Disposable paper-based sensor array for detection of orange juice adulteration
An array of filter paper based disposable sensors was developed for identification of orange juice adulteration. Small strips of Whatman filter papers (5 mm × 6 mm) were coated with conducting polymers i.e., polyaniline and polypyrrole (both in chloride doped and de-doped form) to develop the sensor...
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| Published in | Journal of food measurement & characterization Vol. 18; no. 7; pp. 5779 - 5790 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
New York
Springer US
01.07.2024
Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 2193-4126 2193-4134 |
| DOI | 10.1007/s11694-024-02608-5 |
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| Abstract | An array of filter paper based disposable sensors was developed for identification of orange juice adulteration. Small strips of Whatman filter papers (5 mm × 6 mm) were coated with conducting polymers i.e., polyaniline and polypyrrole (both in chloride doped and de-doped form) to develop the sensors. Silver electrodes were deposited on the polymer-coated sensor substrate using conducting silver paste. The sensors were exposed to various adulterations of orange juice with water dilution and sucrose addition. Impedance measurements from the sensor were monitored over a frequency range of 0.01–10 kHz using a Frequency Response Analyzer. The adulteration of fresh orange juice using water dilution could be detected in the range of 1–30% by volume (in steps of ~ 5–10%) with minimum detection of 1% whereas sucrose (30% w/w) addition was successfully identified from 10 to 60% by volume (in steps of ~ 10%) with minimum detection of 10%. Owing to the non-specific response of the sensors, statistical analysis using Principal Component Analysis, Linear Discriminant Analysis, t-Distributed Stochastic Neighbor Embedding, and k-Means clustering algorithm were utilized to identify the trend in the impedance response shift for various levels of adulterations in orange juice. Among the different classification methods, LDA provided the best results in differentiating between different levels of adulterations followed by k-Means clustering algorithm. The developed sensor is a proof-of-concept for development of disposable electronic tongue with potential applications in beverage quality monitoring. |
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| AbstractList | An array of filter paper based disposable sensors was developed for identification of orange juice adulteration. Small strips of Whatman filter papers (5 mm × 6 mm) were coated with conducting polymers i.e., polyaniline and polypyrrole (both in chloride doped and de-doped form) to develop the sensors. Silver electrodes were deposited on the polymer-coated sensor substrate using conducting silver paste. The sensors were exposed to various adulterations of orange juice with water dilution and sucrose addition. Impedance measurements from the sensor were monitored over a frequency range of 0.01–10 kHz using a Frequency Response Analyzer. The adulteration of fresh orange juice using water dilution could be detected in the range of 1–30% by volume (in steps of ~ 5–10%) with minimum detection of 1% whereas sucrose (30% w/w) addition was successfully identified from 10 to 60% by volume (in steps of ~ 10%) with minimum detection of 10%. Owing to the non-specific response of the sensors, statistical analysis using Principal Component Analysis, Linear Discriminant Analysis, t-Distributed Stochastic Neighbor Embedding, and k-Means clustering algorithm were utilized to identify the trend in the impedance response shift for various levels of adulterations in orange juice. Among the different classification methods, LDA provided the best results in differentiating between different levels of adulterations followed by k-Means clustering algorithm. The developed sensor is a proof-of-concept for development of disposable electronic tongue with potential applications in beverage quality monitoring. An array of filter paper based disposable sensors was developed for identification of orange juice adulteration. Small strips of Whatman filter papers (5 mm × 6 mm) were coated with conducting polymers i.e., polyaniline and polypyrrole (both in chloride doped and de-doped form) to develop the sensors. Silver electrodes were deposited on the polymer-coated sensor substrate using conducting silver paste. The sensors were exposed to various adulterations of orange juice with water dilution and sucrose addition. Impedance measurements from the sensor were monitored over a frequency range of 0.01–10 kHz using a Frequency Response Analyzer. The adulteration of fresh orange juice using water dilution could be detected in the range of 1–30% by volume (in steps of ~ 5–10%) with minimum detection of 1% whereas sucrose (30% w/w) addition was successfully identified from 10 to 60% by volume (in steps of ~ 10%) with minimum detection of 10%. Owing to the non-specific response of the sensors, statistical analysis using Principal Component Analysis, Linear Discriminant Analysis, t-Distributed Stochastic Neighbor Embedding, and k-Means clustering algorithm were utilized to identify the trend in the impedance response shift for various levels of adulterations in orange juice. Among the different classification methods, LDA provided the best results in differentiating between different levels of adulterations followed by k-Means clustering algorithm. The developed sensor is a proof-of-concept for development of disposable electronic tongue with potential applications in beverage quality monitoring. |
| Author | Mishra, Vaibhav Equbal, Md. Zeeshan Jain, Akshat Mondal, Debasmita |
| Author_xml | – sequence: 1 givenname: Debasmita orcidid: 0000-0003-4505-9383 surname: Mondal fullname: Mondal, Debasmita email: debasmita.mondal@thapar.edu organization: Department of Electrical and Instrumentation Engineering, Thapar Institute of Engineering and Technology – sequence: 2 givenname: Md. Zeeshan surname: Equbal fullname: Equbal, Md. Zeeshan organization: Department of Electrical and Electronics Engineering, Birla Institute of Technology Mesra – sequence: 3 givenname: Akshat surname: Jain fullname: Jain, Akshat organization: Department of Electrical and Electronics Engineering, Birla Institute of Technology Mesra – sequence: 4 givenname: Vaibhav surname: Mishra fullname: Mishra, Vaibhav organization: Department of Electrical and Electronics Engineering, Birla Institute of Technology Mesra |
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| Cites_doi | 10.22067/jam.2023.83040.1173 10.1016/j.foodchem.2021.131015 10.38212/2224-6614.3356 10.1109/ICSensT.2018.8603573 10.1016/j.aca.2016.03.004 10.1016/j.measurement.2020.108555 10.1109/ISOEN.2019.8823244 10.1002/elan.201400057 10.1016/j.microc.2020.105451 10.3390/s20216059 10.1016/j.foodchem.2018.04.136 10.1016/j.ifacol.2018.08.182 10.3390/chemosensors2040251 10.1016/j.snb.2003.09.025 10.1007/s12161-016-0747-4 10.1016/j.jfoodeng.2015.02.018 10.1109/JSEN.2011.2159970 10.17221/303/2015-CJFS 10.1039/C8AN01934G 10.1016/j.foodres.2022.112214 10.1109/JSEN.2017.2717701 10.3390/chemosensors9120355 10.3390/s18082716 10.1108/SR-10-2016-0217 10.1016/j.electacta.2012.10.042 10.1016/j.foodchem.2020.127383 10.1016/j.snb.2018.09.023 10.1007/s13738-015-0631-y 10.1080/00032719.2019.1618321 10.1016/j.talanta.2011.10.006 10.1109/JSEN.2020.3021653 10.3390/polym9040150 10.1016/j.microc.2011.04.012 10.1016/j.foodcont.2018.04.003 10.1002/elan.201600089 10.1109/JSEN.2015.2411515 10.1039/D2AY00219A 10.1016/j.talanta.2015.08.026 10.1007/s13197-021-05057-w 10.1007/s11694-018-9855-8 10.1109/JSEN.2016.2527712 10.3390/s22103852 10.1016/j.foodcont.2021.108163 10.1016/j.bios.2010.10.017 |
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| Snippet | An array of filter paper based disposable sensors was developed for identification of orange juice adulteration. Small strips of Whatman filter papers (5 mm ×... An array of filter paper based disposable sensors was developed for identification of orange juice adulteration. Small strips of Whatman filter papers (5 mm ×... |
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| SubjectTerms | Addition polymerization adulterated products Algorithms beverage quality Chemistry Chemistry and Materials Science Chemistry/Food Science chlorides Cluster analysis Clustering Conducting polymers Dilution Discriminant analysis electronic tongue Electronic tongues Embedding Engineering Filter paper Food Science Frequency analysis Frequency dependence Frequency ranges Frequency response Fruit juices Fruits Impedance Juices orange juice Original Paper polyaniline Polyanilines Polymer coatings Polymers Polypyrroles principal component analysis Principal components analysis pyrroles Sensor arrays Sensors silver Statistical analysis Substrates Sucrose Vector quantization |
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| Title | Disposable paper-based sensor array for detection of orange juice adulteration |
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