Аффилиация
a UCSI University, Kuala Lumpur
Все права защищены ©Pui и др. Это статья с открытым доступом, распространяемая на условиях международной лицензии Creative Commons Attribution 4.0. (
http://creativecommons.org/licenses/by/4.0/), позволяет другим распространять, перерабатывать, исправлять и развивать произведение, даже в коммерческих целях, при условии указания автора произведения.
Получена 01 Апреля, 2024 |
Принята в исправленном виде 02 Июля, 2024 |
Опубликована 14 Февраля, 2025
Аннотация
Kelulut honey (Heterotrigona itama) is gaining popularity, which makes its quality assessment an important issue. We employed the method of near-infrared spectroscopy to perform a non-destructive quality assessment of refrigerated and non-refrigerated postharvest Kelulut honey. The research objective was to define the physical and chemical properties of Kelulut honey stored for 0, 1, 2, 7, and 14 days, as well as to establish effective prediction models based on the methods of principal component regression and partial least squares.
The Brix value, moisture content, and sugar content exhibited no significant differences (p > 0.05) for the entire storage time. However, the Brix value and sugar content decreased as the moisture increased during storage. pH values decreased while the hydroxymethylfurfural content increased across the entire storage time. Significant differences (p > 0.05) were observed between the pH and hydroxymethylfurfural values for honey stored at different temperatures. The prediction model of sugar content based on principal component regression demonstrated acceptable accuracy (R2 = 0.7) and low mean squared error. After pre-processing and partial least squares regression, the method of near-infrared spectroscopy proved accurate and effective in defining the quality of Kelulut honey.
Ключевые слова
Heterotrigona itama,
near-infrared spectroscopy (NIRS),
physicochemical properties,
prediction model,
storage
ФИНАНСИРОВАНИЕ
The authors would like to express their gratitude to the Centre of Excellence for Research, Value Innovation, and
Entrepreneurship (CERVIE) – UCSI University, for supporting this project under the PSIF project code: Proj-2019-ln-
FETBE-063. Besides that, the authors would also like to thank Melipoly Sdn. Bhd. for providing honey.
СПИСОК ЛИТЕРАТУРЫ
- Jull AB, Cullum N, Dumville JC, Westby MJ, Deshpande S, Walker N. Honey as a topical treatment for wounds. Cochrane Database of Systematic Reviews. 2015;(3):CD005083. https://doi.org/10.1002/14651858.CD005083.pub4
- Adadi P, Obeng AK. Assessment of bacterial quality of honey produced in Tamale metropolis (Ghana). Journal of Food and Drug Analysis. 2017;25(2):369–373. https://doi.org/10.1016/j.jfda.2016.07.005
- Md Dan PNS, Omar S, Ismail WIW. Physicochemical Analysis of Several Natural Malaysian Honeys and Adulterated Honey. IOP Conference Series: Materials Science and Engineering. 2018;440:012049. https://doi.org/10.1088/1757-899X/440/1/012049
- Juan-Borrás M, Domenech E, Conchado A, Escriche I. Physicochemical quality parameters at the reception of the honey packaging process: Influence of type of honey, year of harvest, and beekeeper. Journal of Chemistry. 2015;2015(1):929658. https://doi.org/10.1155/2015/929658
- Pascual-Maté A, Osés SM, Fernández-Muiño MA, Sancho MT. Methods of analysis of honey. Journal of Apicultural Research. 2018;57(1):38–74. https://doi.org/10.1080/00218839.2017.1411178
- Zawawi N, Zhang J, Hungerford NL, Yates HSA, Webber DC, Farrell M, et al. Unique physicochemical properties and rare reducing sugar trehalulose mandate new international regulation for stingless bee honey. Food Chemistry. 2022;373:131566. https://doi.org/10.1016/j.foodchem.2021.131566
- García-Sánchez F, Galvez-Sola L, Martínez-Nicolás JJ, Muelas-Domingo R, Nieves M. Using Near-Infrared Spectroscopy in Agricultural Systems. In: Kyprianidis KG, Skvaril J, editors. Developments in Near-Infrared Spectroscopy. 2017. p. 92–127. https://doi.org/10.5772/67236
- Porep JU, Kammerer DR, Carle R. On-line application of near infrared (NIR) spectroscopy in food production. Trends in Food Science and Technology. 2015;46(2):211–230. https://doi.org/10.1016/j.tifs.2015.10.002
- Prieto N, Pawluczyk O, Dugan MER, Aalhus JL. A Review of the principles and applications of near-infrared spectroscopy to characterize meat, fat, and meat products. Applied Spectroscopy. 2017;71(7):1403–1426. https://doi.org/10.1177/0003702817709299
- Guelpa A, Marini F, du Plessis A, Slabbert R, Manley M. Verification of authenticity and fraud detection in South African honey using NIR spectroscopy. Food Control. 2017;73:1388–1396. https://doi.org/10.1016/j.foodcont.2016.11.002
- Pui LP, Karim R, Yusof YA, Wong CW, Ghazali HM. Physicochemical and sensory properties of selected ‘cempedak’ (Artocarpus integer L.) fruit varieties. International Food Research Journal. 2018;25(2):861–869
- Malaysian Standards MS 2683:2017. Kelulut (Stingless bee) honey – Specification. Malaysia: Department of Malaysian Standards, 2017. 33 p. https://www.brizy.cloud/customfile/7512f96ecef15ae5d649ccb4015712b9.pdf
- Sadasivam S. Biochemical Methods. New Age International Publisher. New Delhi; 1996. pp. 124–126.
- Woodcock T, Downey G, O’Donnell CP. Confirmation of declared provenance of European extra virgin olive oil samples by NIR spectroscopy. Journal of Agricultural and Food Chemistry. 2008;56(23):11520–11525. https://doi.org/10.1021/jf802792d
- Can Z, Yildiz O, Sahin H, Turumtay EA, Silici S, Kolayli S. An investigation of Turkish honeys: Their physico-chemical properties, antioxidant capacities and phenolic profiles. Food Chemistry. 2015;180:133–141. https://doi.org/10.1016/j.foodchem.2015.02.024
- Kek SP, Chin NL, Yusof YA, Tan SW, Chua LS. Classification of entomological origin of honey based on its physicochemical and antioxidant properties. International Journal of Food Properties. 2017;(S3):S2723–S2738. https://doi.org/10.1080/10942912.2017.1359185
- Yap SK, Chin NL, Yusof YA, Chong KY. Quality characteristics of dehydrated raw Kelulut honey. International Journal of Food Properties. 2019;22(1):556–571. https://doi.org/10.1080/10942912.2019.1590398
- Visquert M, Vargas M, Escriche I. Effect of postharvest storage conditions on the colour and freshness parameters of raw honey. International Journal of Food Science and Technology. 2014;49(1):181–187. https://doi.org/10.1111/ijfs.12296
- Turkmen N, Sari F, Poyrazoglu ES, Velioglu YS. Effects of prolonged heating on antioxidant activity and colour of honey Food Chemistry. 2006;95(4):653–657. https://doi.org/10.1016/j.foodchem.2005.02.004
- Piotraszewska-Pająk A, Gliszczyńska-Świgło A. Directions of colour changes of nectar honeys depending on honey type and storage conditions. Journal of Apicultural Science. 2015;59(2):51–61. https://doi.org/10.1515/jas-2015-0019
- Biluca FC, Braghini F, Gonzaga LV, Costa ACO, Fett R. Physicochemical profiles, minerals and bioactive compounds of stingless bee honey (Meliponinae). Journal of Food Composition and Analysis. 2016;50:61–69. https://doi.org/10.1016/j.jfca.2016.05.007
- Majid YM, Fadzelly Abu Bakar M, Mian Z, Esa F, Kok Yeow Y. Variations of physicochemical properties of stingless bee honey from different botanical origin in state of Johor, Malaysia. IOP Conference Series: Earth and Environmental Science. 2019;269:012028. https://doi.org/10.1088/1755-1315/269/1/012028
- Chuttong B, Chanbang Y, Sringarm K, Burgett M. Effects of long-term storage on stingless bee (Hymenoptera: Apidae: Meliponini) honey. Journal of Apicultural Research. 2015;54(4):441–451. https://doi.org/10.1080/00218839.2016.1186404
- do Nascimento AS, Marchini LC, de Carvalho CAL, Araújo DFD, de Olinda RA, da Silveira TA. Physical-Chemical Parameters of Honey of Stingless Bee (Hymenoptera: Apidae). Chemical Science International Journal. 2015;7(3):139–149. https://doi.org/10.9734/ACSJ/2015/17547
- Bogdanov S. Books of Honey, physical properties of honey. Bee Product Science. Zhejiang; 2011.
- Ávila S, Beux MR, Ribani RH, Zambiazi RC. Stingless bee honey: Quality parameters, bioactive compounds, health-promotion properties and modification detection strategies. Trends in Food Science and Technology. 2018;81:37–50. https://doi.org/10.1016/j.tifs.2018.09.002
- Batu A, Aydoğmuş RE, Bayrambaş K, Eroğlu A, Karakavuk E, Eroğlu Z. Changes in Brix, pH and total antioxidants and polyphenols of various honeys stored in different temperatures. Journal of Food, Agriculture and Environment. 2014;12(2):281–285.
- Fuad AMA, Zakaria AJ, Shahidan N, Zakaria Z. Physicochemical characteristics of Malaysian honeys influenced by storage time and temperature. International Journal of Fundamental and Applied sciences. 2017;9(2S):841–851. https://doi.org/10.4314/jfas.v9i2s.52
- de Sousa JMB, de Souza EL, Marques G, de Toledo Benassi M, Gullón B, Pintado MM, et al. Sugar profile, physicochemical and sensory aspects of monofloral honeys produced by different stingless bee species in Brazilian semi-arid region. LWT. 2016;65:645–651. https://doi.org/10.1016/j.lwt.2015.08.058
- Dotto AC, Dalmolin RSD, ten Caten A, Grunwald S. A systematic study on the application of scatter-corrective and spectral-derivative preprocessing for multivariate prediction of soil organic carbon by Vis-NIR spectra. Geoderma. 2018;314:262–274. https://doi.org/10.1016/j.geoderma.2017.11.006
- Khorbotly S, Hassan F. A modified approximation of 2D Gaussian smoothing filters for fixed-point platforms. 2011 IEEE 43rd Southeastern Symposium on System Theory. 2011;151–159. https://doi.org/10.1109/SSST.2011.5753797
- Wentzell PD, Montoto LV. Comparison of principal components regression and partial least squares regression through generic simulations of complex mixtures. Chemometrics and Intelligent Laboratory Systems. 2003;65(2):257–279. https://doi.org/10.1016/S0169-7439(02)00138-7
- Chai T, Draxler RR. Root mean square error (RMSE) or mean absolute error (MAE)? – Arguments against avoiding RMSE in the literature. Geoscientific Model Development. 2014;7:1247–1250. https://doi.org/10.5194/gmd-7-1247-2014
- Curcio D, Ciraolo G, D’Asaro F, Minacapilli M. Prediction of Soil Texture Distributions Using VNIR-SWIR Reflectance Spectroscopy. Procedia Environmental Sciences. 2013;19:494–503. https://doi.org/10.1016/j.proenv.2013.06.056
Как цитировать?
Chin YM, Saleena LAK, Lim LY, Pui LP, Solihin MI. Kelulut stingless bee honey stored under different thermal conditions: Non-destructive assessment. Foods and Raw Materials. 2026;14(1):71–83.
https://doi.org/10.21603/2308-4057-2026-1-656