Abstract
It is essential to determine whether the food produced for commercialization is genuine and of good quality to protect consumer rights. Black pepper is one of the most common spices and its quality and price differ based on geographical origin (geo-origin). This paper reports the employment of temperature modulation in an array of metal oxide semiconductor (MOS) gas sensors to improve their accuracy and robustness in profiling black pepper volatile organic compounds (VOCs) by geographical origin. The sensor temperature was adjusted by varying the sensor heater voltage (3, 4 and 5 V). It was observed that the same black pepper sample showed varying MOS gas sensor responses magnitude and ratio for different sensor heater voltages. Employing principal component analysis (PCA) demonstrated different sample PCA scores distribution when sensor heater voltage was varied, which was further verified by varying the classification accuracy from classification models training. The result in this preliminary study had proven that variation of MOS gas sensor responses pattern through temperature modulation could lead to increase in black pepper sample data dimensionality, hence better geo-tracing result.
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References
Santos JP, Lozano J, Aleixandre M, Arroyo T, Cabellos JM, Gil M, Horrillo MdC (2004) Comparison between an electronic nose and a human sensory panel for wine compound detection. In: SENSORS, 2004 IEEE, pp 341–344, vol 341. https://doi.org/10.1109/ICSENS.2004.1426172
Kishimoto N, Kashiwagi A (2019) Prediction of specific odor markers in oil from olive fruit infested with olive scale using an electronic nose. In: 2019 IEEE International Symposium on Olfaction and Electronic Nose (ISOEN), pp 26–29 , pp 1–3. https://doi.org/10.1109/ISOEN.2019.8823146
Zambotti G, Soprani M, Gobbi E, Capuano R, Pasqualetti V, Natale CD, Ponzoni A (2019) Early detection of fish degradation by electronic nose. In: 2019 IEEE International Symposium on Olfaction and Electronic Nose (ISOEN), pp 1–3. https://doi.org/10.1109/ISOEN.2019.8823461
International Pepper Community (2022) FOB Daily Prices. https://www.ipcnet.org/daily-price/. Accessed 27 May 2022
Wong J (2021) Tight supply pushing pepper prices up. The Star
Lee HE, Mercer ZJA, Ng SM, Shafiei M, Chua HS (2022) Metal oxide semiconductor gas sensors-based e-nose and two-stage classification: authentication of Malaysia and Vietnam black pepper samples. In: 2022 IEEE International Symposium on Olfaction and Electronic Nose (ISOEN), pp 1–4. https://doi.org/10.1109/ISOEN54820.2022.9789618
Trirongjitmoah S, Juengmunkong Z, Srikulnath K, Somboon P (2015) Classification of garlic cultivars using an electronic nose. Comput Electron Agric 113:148–153. https://doi.org/10.1016/j.compag.2015.02.007
Kiani S, Minaei S, Ghasemi-Varnamkhasti M (2016) A portable electronic nose as an expert system for aroma-based classification of saffron. Chemom Intell Lab Syst 156:148–156. https://doi.org/10.1016/j.chemolab.2016.05.013
Martinelli E, Catini A, Natale CD (2013) An active temperature modulation of gas sensor based on a self-adaptive strategy. In: 2013 Transducers & Eurosensors XXVII: The 17th International Conference on Solid-State Sensors, Actuators and Microsystems (TRANSDUCERS & EUROSENSORS XXVII), pp 2045–2048. https://doi.org/10.1109/Transducers.2013.6627200
Saeki M, Okura Y, Yoshikawa T, Iwata T (2021) Single-sensor gas discrimination and quantification based on novel temperature modulation method. In: 2021 IEEE Sensors, pp 1–4. https://doi.org/10.1109/SENSORS47087.2021.9639516
Zhao WJ, Ding KL, Chen YS, Xie FY, Xu D (2020) Optimized low frequency temperature modulation for improving the selectivity and linearity of SnO2 gas sensor. IEEE Sens J 20(18):10433–10443. https://doi.org/10.1109/JSEN.2020.2993055
Wen WC, Liu YT, Tang KT (2019) Gas mixture analysis based on metal-oxide semiconductor gas sensors with temperature modulated method. In: 2019 IEEE International Symposium on Olfaction and Electronic Nose (ISOEN), pp 1–4. https://doi.org/10.1109/ISOEN.2019.8823144
Lee HE, Mercer ZJA, Ng SM, Shafiei M, Chua HS (2020) Geo-tracing of black pepper using metal oxide semiconductor (MOS) gas sensors array. IEEE Sens J 20(14):8039–8045. https://doi.org/10.1109/JSEN.2020.2981602
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The authors would like to express their deepest gratitude to the Malaysian Pepper Board for providing the black pepper samples.
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Pui, Y.J., Lee, H.E., Mercer, Z.J.A., Ng, S.M., Chua, H.S. (2023). Temperature Modulation of Metal Oxide Semiconductor Gas Sensors for Black Pepper Geo-Tracing. In: Choo, C.S., Wong, B.T., Sharkawi, K.H.B., Kong, D. (eds) Proceedings of ASEAN-Australian Engineering Congress (AAEC2022). AAEC 2022. Lecture Notes in Electrical Engineering, vol 1072. Springer, Singapore. https://doi.org/10.1007/978-981-99-5547-3_6
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DOI: https://doi.org/10.1007/978-981-99-5547-3_6
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