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Firmness Classification of Tomato Fruits by Using Colour Parameters

Year 2021, Volume: 36 Issue: 3, 511 - 519, 12.10.2021
https://doi.org/10.7161/omuanajas.952786

Abstract

References

  • Arias, R., Lee, T.C., Logendra, L., Janes, H., 2000. Correlation of lycopene measured by HPLC with the L*, a*, b* colour readings of a hydroponic tomato and the relationship of maturity with colour and lycopene content. J Agric Food Chem, 48, 1697-1702. https://doi.org/10.1021/jf990974e
  • ASAE, 2001. Compression Test of Food Materials of Convex Shape. Am Soc Agric Eng Standarts. ASAE, S368.4 DEC 00. Baltazar, A., Aranda, J.I., Gonzales-Aguilar ,G., 2008. Bayesian classification of ripening stages of tomato fruit using acoustic impact and colourimeter sensor data. Comput Electron Agric, 60: 113-121. https://doi.org/10.1016/j.compag.2007.07.005
  • Batu, A., 2004. Determination of acceptable firmness and colour values of tomatoes. J Food Eng, 61(3): 471-475. https://doi.org/10.1016/S0260-8774(03)00141-9
  • Batu, A., Thompson, A.K., Ghafir, S.A.M., Abdel-Rahman, N.A., 1997. Comparision between Hunterlab and Minolta difference meters of evaluation skin colour of tomatoes, apples and bananans. The J Food, 22(4): 301-307 in Turkish]. Batu, A., 1998. Some factors affecting on determination and measurement of tomato firmness. Turk J Agric For, 22:411-418.
  • Bui, H.T., Makhlouf, J., Ratti, C., 2010. Postharvest ripening characterization of greenhouse tomatoes. Int J Food Prop, 13(4):830-846. https://doi.org/10.1080/10942910902895234
  • Burton, W.G,, 1982. Ripening and senescence of fruits. In.W.G. Burton (ed.), Postharvest-physiology of food crops (pp. 181-198). Longman Group Ltd.
  • Edan, Y., Pasternak, H., Shmulevich, I., Fallik, D., 1997. Colour and firmness classification of fresh market tomatoes. J Food Sci, 62(4): 793-796. https://doi.org/10.1111/j.1365-2621.1997.tb15457.x
  • Geeson, J.D., Browne, K.M., Maddison, K., Shepherd, J., Guaraldi, F., 1985. Modified atmosphere packing to extend the storage-life of tomatoes. J Food Technol, 20: 339-349. https://doi.org/10.1111/j.1365-2621.1985.tb00384.x
  • Giovannoni, J., 2004. Genetic regulation of fruit development and ripening. Plant Cell, 16: 170-181. https://doi.org/10.1105/tpc.019158
  • Gutierrez, A., Burgos, J.A., Molto, E., 2007. Pre-commercial sorting line for peaches firmness assessment. J Food Eng, 81, 721-727. https://doi.org/10.1016/j.jfoodeng.2007.01.006
  • Hobson, G.E., Adams, P., Dixon, T.J., 1983. Assessing the colour of tomato fruit during ripening. J Sci Food Agric, 34: 286-292. https://doi.org/10.1002/jsfa.2740340312
  • Ince, A., Cevik, M.Y., Vursavus, K.K., 2016. Effects of maturity stages on textural mechanical properties of tomato. Int J Agric&Biol Eng, 9(6):200-206. doi:10.3965/j.ijabe.20160906.1999
  • Kader, A.A., Morris, L.L., Chen, P., 1978. Evaluation of two objective methods and a subjective rating scale for measuring tomato fruit firmness. J Am Soc Hortic Sci, 103(1): 70-73.
  • Kaur, D., Sharma, R., Abas, Wani, A., Gill, B.S., Sogi, D.S., 2006. Physicochemical changes in seven tomato (Lycopersicon esculentum) cultivars during ripening. Int J Food Prop, 9, 747-757. https://doi.org/10.1080/10942910600575716
  • Lana, M.M., Tijskens, L.M.M., Van Kosten, O., 2005. Effect of storage temperature and fruit ripening on firmness of fresh cut tomatoes. Postharvest Biol Technol, 35: 87-95. https://doi.org/10.1016/j.postharvbio.2004.07.001
  • Lenucci, M.S., Serrone, L., De Caroli, M., Fraser, P.D., Bramley, P.M,, Piro, G., Dalessandro, G., 2012. Isoprenoid, lipid, and protein contents in intact plastids isolated from mesocarp cells of traditional and high-pigment tomato cultivars at different ripening stages. J Agric Food Chem, 60, 1764-1775. https://doi.org/10.1021/jf204189z
  • Lesage, P., Destarin, M., 1996. Measurement of tomato firmness by using a non-destructive mechanical sensor. Postharvest Biol Technol, 8(1): 45-55. https://doi.org/10.1016/0925-5214(95)00057-7
  • Lien, C.C., Ay, C., Ting, C., 2009. Non-destructive impact test for assessment of tomato maturity. J Food Eng, 91(3): 402-407. https://doi.org/10.1016/j.jfoodeng.2008.09.036
  • Lopez Camelo, A.F., Gomez, P.A., 2004. Comparison of colour indexes for tomato ripening. Hortic Bras, 22(3): 534-537. http://dx.doi.org/10.1590/S0102-05362004000300006
  • Mohsenin, N.N., 1970. Physical properties of plant and animal materials. Gordon and Breach Science Publisher, New York 742 pp.
  • Sirisomboon, P., Tanaka, M., Kojima, T., 2012. Evaluation of tomato textural mechanical properties. J Food Eng, 111(4): 618-624. https://doi.org/10.1016/j.jfoodeng.2012.03.007
  • Sirisomboon, P., Tanaka, M., Kojima, T., Williams, P., 2012a. Nondestructive estimation of maturity and textural properties on tomato “Momotaro” by near infrared spectroscopy. J Food Eng, 112(3): 218-226 https://doi.org/10.1016/j.jfoodeng.2012.04.007
  • Thai, C.N., Shewfelt, R.L., 1990. Tomato colour changes under constant and variable storage temperature: empirical model. Trans ASAE, 33(2): 607-614. doi: 10.13031/2013.31374
  • Thai, C.N., Shewfelt RL, 1991. Modeling sensory colour quality of tomato and peach: neural networks and statistical regression. Trans ASAE, 34(3): 950-955. doi: 10.13031/2013.31754
  • USDA, 1991. United State standars for grade of fresh tomatoes. US Dept. Agric., Mktg., ser., Washington D C. 14 pp. Wu, T., Abbott, J., 2002. Firmness and force relaxation characteristics of tomatoes stored intact or as slices. Postharvest Biol Technol, 24: 59-68. https://doi.org/10.1016/S0925-5214(01)00133-8
  • Van Zeebroeck, A., Van linden, V., Darius, P., De Keteleare, B., Ramon, H., Tijskens, E., 2007. The effect of fruit properties on the bruise susceptibility of tomatoes. Postharvest Biol Technol, 45: 168-175. https://doi.org/10.1016/j.postharvbio.2006.12.022
  • Vursavuş, K.K., Kesilmiş, Z., 2017. Modeling of colour values for nondestructive prediction of tomato fruits. JOTAF, 14(3): 1-8. in Turkish].

Firmness Classification of Tomato Fruits by Using Colour Parameters

Year 2021, Volume: 36 Issue: 3, 511 - 519, 12.10.2021
https://doi.org/10.7161/omuanajas.952786

Abstract

Aim of study: In this study, firmness classification potential of tomato fruits was investigated by using colour parameters measured with a colour measuring device.
Material and methods: 202 ‘Bandita F1’ greenhouse tomatoes were used as trial material. In damage free colour measurements carried out by Minolta CR-400 colour measurement device, L*, a* and b* colour parameters were considered as main parameters. Other colour parameters (a*xb*, a*2, b*2 and a*/b*) were derived from main colour parameters. These colour parameters were associated with tomato firmness. In tomato firmness measurements, the force value at the skin rupture point was used and this value was expressed as tomato firmness. Tomato samples were grouped according to firmness by using clustering analysis method. In addition, linear discrimination analysis method was used in the classification of tomatoes according to firmness. Classification accuracy was improved by linear discrimination analysis and the number of parameters used was decreased with stepwise regression analysis method. The association between tomato firmness and colour parameters (L*, a*, b*, a*xb*, a*2, b*2 and a*/b*) was determined with Pearson Correlation test.
Main results: Statistical analysis results showed that the association between tomato firmness and colour parameters was significant (P<0.01). According to linear discrimination analysis results, linear classification accuracy was calculated as 85.64% for main colour parameters approach and as 90.59% for seven colour parameters approach. The results of linear discrimination analysis performed by using the most important three colour parameters determined with stepwise regression analysis method showed that correct classification accuracy of tomatoes was 89.10%.
Research highlights: The results showed that firmness classification of tomatoes could be done by using colour parameters and linear discrimination analysis method.

References

  • Arias, R., Lee, T.C., Logendra, L., Janes, H., 2000. Correlation of lycopene measured by HPLC with the L*, a*, b* colour readings of a hydroponic tomato and the relationship of maturity with colour and lycopene content. J Agric Food Chem, 48, 1697-1702. https://doi.org/10.1021/jf990974e
  • ASAE, 2001. Compression Test of Food Materials of Convex Shape. Am Soc Agric Eng Standarts. ASAE, S368.4 DEC 00. Baltazar, A., Aranda, J.I., Gonzales-Aguilar ,G., 2008. Bayesian classification of ripening stages of tomato fruit using acoustic impact and colourimeter sensor data. Comput Electron Agric, 60: 113-121. https://doi.org/10.1016/j.compag.2007.07.005
  • Batu, A., 2004. Determination of acceptable firmness and colour values of tomatoes. J Food Eng, 61(3): 471-475. https://doi.org/10.1016/S0260-8774(03)00141-9
  • Batu, A., Thompson, A.K., Ghafir, S.A.M., Abdel-Rahman, N.A., 1997. Comparision between Hunterlab and Minolta difference meters of evaluation skin colour of tomatoes, apples and bananans. The J Food, 22(4): 301-307 in Turkish]. Batu, A., 1998. Some factors affecting on determination and measurement of tomato firmness. Turk J Agric For, 22:411-418.
  • Bui, H.T., Makhlouf, J., Ratti, C., 2010. Postharvest ripening characterization of greenhouse tomatoes. Int J Food Prop, 13(4):830-846. https://doi.org/10.1080/10942910902895234
  • Burton, W.G,, 1982. Ripening and senescence of fruits. In.W.G. Burton (ed.), Postharvest-physiology of food crops (pp. 181-198). Longman Group Ltd.
  • Edan, Y., Pasternak, H., Shmulevich, I., Fallik, D., 1997. Colour and firmness classification of fresh market tomatoes. J Food Sci, 62(4): 793-796. https://doi.org/10.1111/j.1365-2621.1997.tb15457.x
  • Geeson, J.D., Browne, K.M., Maddison, K., Shepherd, J., Guaraldi, F., 1985. Modified atmosphere packing to extend the storage-life of tomatoes. J Food Technol, 20: 339-349. https://doi.org/10.1111/j.1365-2621.1985.tb00384.x
  • Giovannoni, J., 2004. Genetic regulation of fruit development and ripening. Plant Cell, 16: 170-181. https://doi.org/10.1105/tpc.019158
  • Gutierrez, A., Burgos, J.A., Molto, E., 2007. Pre-commercial sorting line for peaches firmness assessment. J Food Eng, 81, 721-727. https://doi.org/10.1016/j.jfoodeng.2007.01.006
  • Hobson, G.E., Adams, P., Dixon, T.J., 1983. Assessing the colour of tomato fruit during ripening. J Sci Food Agric, 34: 286-292. https://doi.org/10.1002/jsfa.2740340312
  • Ince, A., Cevik, M.Y., Vursavus, K.K., 2016. Effects of maturity stages on textural mechanical properties of tomato. Int J Agric&Biol Eng, 9(6):200-206. doi:10.3965/j.ijabe.20160906.1999
  • Kader, A.A., Morris, L.L., Chen, P., 1978. Evaluation of two objective methods and a subjective rating scale for measuring tomato fruit firmness. J Am Soc Hortic Sci, 103(1): 70-73.
  • Kaur, D., Sharma, R., Abas, Wani, A., Gill, B.S., Sogi, D.S., 2006. Physicochemical changes in seven tomato (Lycopersicon esculentum) cultivars during ripening. Int J Food Prop, 9, 747-757. https://doi.org/10.1080/10942910600575716
  • Lana, M.M., Tijskens, L.M.M., Van Kosten, O., 2005. Effect of storage temperature and fruit ripening on firmness of fresh cut tomatoes. Postharvest Biol Technol, 35: 87-95. https://doi.org/10.1016/j.postharvbio.2004.07.001
  • Lenucci, M.S., Serrone, L., De Caroli, M., Fraser, P.D., Bramley, P.M,, Piro, G., Dalessandro, G., 2012. Isoprenoid, lipid, and protein contents in intact plastids isolated from mesocarp cells of traditional and high-pigment tomato cultivars at different ripening stages. J Agric Food Chem, 60, 1764-1775. https://doi.org/10.1021/jf204189z
  • Lesage, P., Destarin, M., 1996. Measurement of tomato firmness by using a non-destructive mechanical sensor. Postharvest Biol Technol, 8(1): 45-55. https://doi.org/10.1016/0925-5214(95)00057-7
  • Lien, C.C., Ay, C., Ting, C., 2009. Non-destructive impact test for assessment of tomato maturity. J Food Eng, 91(3): 402-407. https://doi.org/10.1016/j.jfoodeng.2008.09.036
  • Lopez Camelo, A.F., Gomez, P.A., 2004. Comparison of colour indexes for tomato ripening. Hortic Bras, 22(3): 534-537. http://dx.doi.org/10.1590/S0102-05362004000300006
  • Mohsenin, N.N., 1970. Physical properties of plant and animal materials. Gordon and Breach Science Publisher, New York 742 pp.
  • Sirisomboon, P., Tanaka, M., Kojima, T., 2012. Evaluation of tomato textural mechanical properties. J Food Eng, 111(4): 618-624. https://doi.org/10.1016/j.jfoodeng.2012.03.007
  • Sirisomboon, P., Tanaka, M., Kojima, T., Williams, P., 2012a. Nondestructive estimation of maturity and textural properties on tomato “Momotaro” by near infrared spectroscopy. J Food Eng, 112(3): 218-226 https://doi.org/10.1016/j.jfoodeng.2012.04.007
  • Thai, C.N., Shewfelt, R.L., 1990. Tomato colour changes under constant and variable storage temperature: empirical model. Trans ASAE, 33(2): 607-614. doi: 10.13031/2013.31374
  • Thai, C.N., Shewfelt RL, 1991. Modeling sensory colour quality of tomato and peach: neural networks and statistical regression. Trans ASAE, 34(3): 950-955. doi: 10.13031/2013.31754
  • USDA, 1991. United State standars for grade of fresh tomatoes. US Dept. Agric., Mktg., ser., Washington D C. 14 pp. Wu, T., Abbott, J., 2002. Firmness and force relaxation characteristics of tomatoes stored intact or as slices. Postharvest Biol Technol, 24: 59-68. https://doi.org/10.1016/S0925-5214(01)00133-8
  • Van Zeebroeck, A., Van linden, V., Darius, P., De Keteleare, B., Ramon, H., Tijskens, E., 2007. The effect of fruit properties on the bruise susceptibility of tomatoes. Postharvest Biol Technol, 45: 168-175. https://doi.org/10.1016/j.postharvbio.2006.12.022
  • Vursavuş, K.K., Kesilmiş, Z., 2017. Modeling of colour values for nondestructive prediction of tomato fruits. JOTAF, 14(3): 1-8. in Turkish].
There are 27 citations in total.

Details

Primary Language Turkish
Journal Section Anadolu Tarım Bilimleri Dergisi
Authors

Y. Benal Öztekin 0000-0003-2387-2322

Kubilay Kazım Vursavuş 0000-0001-8674-653X

Zehan Kesilmiş 0000-0002-5781-9450

Publication Date October 12, 2021
Acceptance Date August 6, 2021
Published in Issue Year 2021 Volume: 36 Issue: 3

Cite

APA Öztekin, Y. B., Vursavuş, K. K., & Kesilmiş, Z. (2021). Firmness Classification of Tomato Fruits by Using Colour Parameters. Anadolu Tarım Bilimleri Dergisi, 36(3), 511-519. https://doi.org/10.7161/omuanajas.952786
AMA Öztekin YB, Vursavuş KK, Kesilmiş Z. Firmness Classification of Tomato Fruits by Using Colour Parameters. ANAJAS. October 2021;36(3):511-519. doi:10.7161/omuanajas.952786
Chicago Öztekin, Y. Benal, Kubilay Kazım Vursavuş, and Zehan Kesilmiş. “Firmness Classification of Tomato Fruits by Using Colour Parameters”. Anadolu Tarım Bilimleri Dergisi 36, no. 3 (October 2021): 511-19. https://doi.org/10.7161/omuanajas.952786.
EndNote Öztekin YB, Vursavuş KK, Kesilmiş Z (October 1, 2021) Firmness Classification of Tomato Fruits by Using Colour Parameters. Anadolu Tarım Bilimleri Dergisi 36 3 511–519.
IEEE Y. B. Öztekin, K. K. Vursavuş, and Z. Kesilmiş, “Firmness Classification of Tomato Fruits by Using Colour Parameters”, ANAJAS, vol. 36, no. 3, pp. 511–519, 2021, doi: 10.7161/omuanajas.952786.
ISNAD Öztekin, Y. Benal et al. “Firmness Classification of Tomato Fruits by Using Colour Parameters”. Anadolu Tarım Bilimleri Dergisi 36/3 (October 2021), 511-519. https://doi.org/10.7161/omuanajas.952786.
JAMA Öztekin YB, Vursavuş KK, Kesilmiş Z. Firmness Classification of Tomato Fruits by Using Colour Parameters. ANAJAS. 2021;36:511–519.
MLA Öztekin, Y. Benal et al. “Firmness Classification of Tomato Fruits by Using Colour Parameters”. Anadolu Tarım Bilimleri Dergisi, vol. 36, no. 3, 2021, pp. 511-9, doi:10.7161/omuanajas.952786.
Vancouver Öztekin YB, Vursavuş KK, Kesilmiş Z. Firmness Classification of Tomato Fruits by Using Colour Parameters. ANAJAS. 2021;36(3):511-9.
Online ISSN: 1308-8769