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2016 | OriginalPaper | Chapter

Commentary on Application of Data Mining in Fruit Quality Evaluation

Authors : Jinjian Hou, Dong Wang, Wenshen Jia, Ligang Pan

Published in: Computer and Computing Technologies in Agriculture IX

Publisher: Springer International Publishing

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Abstract

In order to provide reference for the fruit quality research and fruit selective breeding, in this paper, data mining methods of fruit quality in recent years, including fuzzy comprehensive evaluation method, analytic hierarchy process method, gray correlation degree analysis method and so on, which were compared for the characteristics of advantages and disadvantages. Furtherly, the main evaluation factors of the common fruits were summarized. Finally, the research on data mining methods of the fruit quality was summarized and prospected. This review indicated that data mining methods could evaluate multi-index of fruit quality comprehensively, which will provide reference for rapid detection of fruit quality and cultivation of the excellent species. Meanwhile, it will be a new direction in the field of fruit quality research by studying more main factors of fruit quality and simplifying the evaluation procedures in the near future.

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Literature
1.
go back to reference Zhang, J., Hu, J., Zhang, Z.: Research on the fruit industry development in China. J. Shandong Agric. Univ. (Soc. Sci.) 4(3), 31–34 (2002) Zhang, J., Hu, J., Zhang, Z.: Research on the fruit industry development in China. J. Shandong Agric. Univ. (Soc. Sci.) 4(3), 31–34 (2002)
2.
go back to reference Chen, M.: Non-destructive Detection of Fruit Internal Quality Based on Portable Near Infrared Spectrometer. Zhejiang University, Hangzhou (2010) Chen, M.: Non-destructive Detection of Fruit Internal Quality Based on Portable Near Infrared Spectrometer. Zhejiang University, Hangzhou (2010)
3.
go back to reference Li, J.: Research on the Quality Grading of Fruit Based Machine Vision and NIRS. Nanjing University of Aeronautics and Astronautics, Nanjing (2011) Li, J.: Research on the Quality Grading of Fruit Based Machine Vision and NIRS. Nanjing University of Aeronautics and Astronautics, Nanjing (2011)
4.
go back to reference Li, G., Wei, X., Li, L., et al.: Reserching actuality and development of fruit grader. J. Agric. Mech. Res. 9, 20–23 (2009) Li, G., Wei, X., Li, L., et al.: Reserching actuality and development of fruit grader. J. Agric. Mech. Res. 9, 20–23 (2009)
5.
go back to reference Sánchez, M.-T., José De la Haba, M., Benítez-López, M., et al.: Non-destructive characterization and quality control of intact strawberries based on NIR spectral data. J. Food Eng. 110(1), 102–108 (2012)CrossRef Sánchez, M.-T., José De la Haba, M., Benítez-López, M., et al.: Non-destructive characterization and quality control of intact strawberries based on NIR spectral data. J. Food Eng. 110(1), 102–108 (2012)CrossRef
6.
go back to reference Aiguo, O., Xiaoqiang, X., Yande, L.: Selection of NIR variables for online detecting soluble solids content of apple. Trans. Chin. Soc. Agric. Mach. 45(4), 220–225 (2014) Aiguo, O., Xiaoqiang, X., Yande, L.: Selection of NIR variables for online detecting soluble solids content of apple. Trans. Chin. Soc. Agric. Mach. 45(4), 220–225 (2014)
7.
go back to reference Sun, Q., Xie, R., Deng, L., et al.: Analysis of fruit quality and acid constituents of three bred cultivars selected from Jiangjin sweet orange. Food Sci. 36(6), 124–129 (2015) Sun, Q., Xie, R., Deng, L., et al.: Analysis of fruit quality and acid constituents of three bred cultivars selected from Jiangjin sweet orange. Food Sci. 36(6), 124–129 (2015)
8.
go back to reference Liu, H., Guo, W., Yue, R.: Non-destructive detection of Kiwi fruit firmness based on near-infrared diffused spectroscopy. Trans. Chin. Soc. Agric. Mach. 42(3), 145–149 (2011) Liu, H., Guo, W., Yue, R.: Non-destructive detection of Kiwi fruit firmness based on near-infrared diffused spectroscopy. Trans. Chin. Soc. Agric. Mach. 42(3), 145–149 (2011)
9.
go back to reference Ni, Z., Zhang, S., Gu, Q., et al.: Evaluation of fruit quality of Nanfeng Tangerine based on multivariate statistics. J. Fruit Sci. 28(5), 918–923 (2011) Ni, Z., Zhang, S., Gu, Q., et al.: Evaluation of fruit quality of Nanfeng Tangerine based on multivariate statistics. J. Fruit Sci. 28(5), 918–923 (2011)
10.
go back to reference Dong, Y., Zhang, Y., Liang, M., et al.: Selection of main indexes for evaluating apple fruit quality. Acta Agric. Boreali Sin. 26(S1), 74–79 (2011) Dong, Y., Zhang, Y., Liang, M., et al.: Selection of main indexes for evaluating apple fruit quality. Acta Agric. Boreali Sin. 26(S1), 74–79 (2011)
11.
go back to reference Lu, X., Sun, D.: Evaluation on fruit quality of 12 pineapple cultivars introduced from Thailand. Chin. J. Trop. Crops 32(12), 2205–2208 (2011) Lu, X., Sun, D.: Evaluation on fruit quality of 12 pineapple cultivars introduced from Thailand. Chin. J. Trop. Crops 32(12), 2205–2208 (2011)
12.
go back to reference Tian, R., Hu, H., Yang, X., et al.: Selection of factors for evaluating pear fruit quality. J. Yangtze Univ. (Nat. Sci. Edit.) 6(3), 8–11 (2009) Tian, R., Hu, H., Yang, X., et al.: Selection of factors for evaluating pear fruit quality. J. Yangtze Univ. (Nat. Sci. Edit.) 6(3), 8–11 (2009)
13.
go back to reference Li, L., Shen, L.: An improved multilevel fuzzy comprehensive evaluation algorithm for security performance. J. Chin. Univ. Posts Telecommun. 13(4), 48–53 (2006)CrossRef Li, L., Shen, L.: An improved multilevel fuzzy comprehensive evaluation algorithm for security performance. J. Chin. Univ. Posts Telecommun. 13(4), 48–53 (2006)CrossRef
14.
go back to reference Shen, Q., Zhu, J., Peng, H., et al.: Fuzzy comprehensive evaluation of fruit characteristics in early mature seedling Litchi resource of Southwestern Guangxi. Southwest Chin. J. Agric. Sci. 24(4), 508–515 (2011) Shen, Q., Zhu, J., Peng, H., et al.: Fuzzy comprehensive evaluation of fruit characteristics in early mature seedling Litchi resource of Southwestern Guangxi. Southwest Chin. J. Agric. Sci. 24(4), 508–515 (2011)
15.
go back to reference Meng, L., Chen, Y., Li, W., et al.: Fuzzy comprehensive evaluation model for water resources carrying capacity in Tarim River Basin, Xinjiang, China. Chin. J. Geogr. Sci. 19(1), 89–95 (2009)CrossRef Meng, L., Chen, Y., Li, W., et al.: Fuzzy comprehensive evaluation model for water resources carrying capacity in Tarim River Basin, Xinjiang, China. Chin. J. Geogr. Sci. 19(1), 89–95 (2009)CrossRef
16.
go back to reference Zhu, J., Yu, P., Huang, F., et al.: Quantifying analysis of main fruit characters of Longyan germsplasm in Guangxi. Southwest Chin. J. Agric. Sci. 19(2), 283–286 (2006) Zhu, J., Yu, P., Huang, F., et al.: Quantifying analysis of main fruit characters of Longyan germsplasm in Guangxi. Southwest Chin. J. Agric. Sci. 19(2), 283–286 (2006)
17.
go back to reference Deng, L., He, X., Xu, J., et al.: Diversity analysis of fruit traits and fuzzy comprehensive evaluation of persimmon germplasm resources in Guangxi. Guihaia 33(4), 508–515 (2013) Deng, L., He, X., Xu, J., et al.: Diversity analysis of fruit traits and fuzzy comprehensive evaluation of persimmon germplasm resources in Guangxi. Guihaia 33(4), 508–515 (2013)
18.
go back to reference Saaty, T.L.: Decision making – the analytic hierarchy and network processes (AHP/ANP). J. Syst. Sci. Syst. Eng. 13(1), 1–35 (2004)MathSciNetCrossRef Saaty, T.L.: Decision making – the analytic hierarchy and network processes (AHP/ANP). J. Syst. Sci. Syst. Eng. 13(1), 1–35 (2004)MathSciNetCrossRef
19.
go back to reference Liu, N., Zhang, Y., Zhao, Z., et al.: Quality evaluation of Jinsixiaozao fruits and its relationship with soil body configuration. J. Agric. Mech. Res. (12), 125–129 (2009) Liu, N., Zhang, Y., Zhao, Z., et al.: Quality evaluation of Jinsixiaozao fruits and its relationship with soil body configuration. J. Agric. Mech. Res. (12), 125–129 (2009)
20.
go back to reference Zhao, J., Qiao, J., Li, H., et al.: Comprehensive evaluation on the internal quality of Yali’ Pear fruit from the main production area in Hebei Province. Northern Hortic. (16), 33–35 (2010) Zhao, J., Qiao, J., Li, H., et al.: Comprehensive evaluation on the internal quality of Yali’ Pear fruit from the main production area in Hebei Province. Northern Hortic. (16), 33–35 (2010)
21.
go back to reference Li, X., Wang, W.: Estimation of apple storage quality properties with mechanical property based on grey system theory. Trans. Chin. Soc. Agric. Eng. (2), 80–86 (2005) Li, X., Wang, W.: Estimation of apple storage quality properties with mechanical property based on grey system theory. Trans. Chin. Soc. Agric. Eng. (2), 80–86 (2005)
22.
go back to reference Lin, B., Gao, S., Lin, F., et al.: Grey relational grade analysis on yield characteristics of inbred melons. Fujian J. Agric. Sci. 23(2), 178–181 (2008) Lin, B., Gao, S., Lin, F., et al.: Grey relational grade analysis on yield characteristics of inbred melons. Fujian J. Agric. Sci. 23(2), 178–181 (2008)
23.
go back to reference Zhang, X., Sun, Y., Wang, Y., et al.: Determination of freezing point temperature of different yellow peach cultivars and correlation analysis of impact factors. J. Food Sci. Technol. 31(4), 37–41 (2013) Zhang, X., Sun, Y., Wang, Y., et al.: Determination of freezing point temperature of different yellow peach cultivars and correlation analysis of impact factors. J. Food Sci. Technol. 31(4), 37–41 (2013)
24.
go back to reference Zhang, W., Wei, X., Long, Y., et al.: Gray correlation degree analysis on main agronomic traits of Amomum tsao-ko fruits. J. Honghe Univ. 11(2), 52–53 (2013) Zhang, W., Wei, X., Long, Y., et al.: Gray correlation degree analysis on main agronomic traits of Amomum tsao-ko fruits. J. Honghe Univ. 11(2), 52–53 (2013)
25.
go back to reference Sai, T.Y., Li, J.S., Wang, S.B.: Principal component analysis in construction of 3D human knee joint models using a statistical shape model method. Comput. Methods Biomech. Biomed. Eng. 18(7), 721–729 (2015)CrossRef Sai, T.Y., Li, J.S., Wang, S.B.: Principal component analysis in construction of 3D human knee joint models using a statistical shape model method. Comput. Methods Biomech. Biomed. Eng. 18(7), 721–729 (2015)CrossRef
26.
go back to reference Xu, C., Gao, D.: Comprehensive evaluation on fruit quality of peach cultivars in green house based on principal component analysis. Sci. Technol. Food Ind. 23, 84–94 (2014) Xu, C., Gao, D.: Comprehensive evaluation on fruit quality of peach cultivars in green house based on principal component analysis. Sci. Technol. Food Ind. 23, 84–94 (2014)
27.
go back to reference Qin, H., Xu, P., Ai, J., et al.: Diversity of fruit quality and phenotypic traits of Actinidia arguta Planch Germplasm resources and their principal component analysis. Chin. Agric. Sci. Bull. 31(1), 160–165 (2015) Qin, H., Xu, P., Ai, J., et al.: Diversity of fruit quality and phenotypic traits of Actinidia arguta Planch Germplasm resources and their principal component analysis. Chin. Agric. Sci. Bull. 31(1), 160–165 (2015)
28.
go back to reference Wang, X., Bi, J., Liu, X., et al.: Different origin Fuji apple quality evaluation factors choice. J. Nucl. Agric. Sci. 27(10), 1501–1510 (2013) Wang, X., Bi, J., Liu, X., et al.: Different origin Fuji apple quality evaluation factors choice. J. Nucl. Agric. Sci. 27(10), 1501–1510 (2013)
29.
go back to reference Ding, C.: Principal component analysis of water quality monitoring data in XiaSha region. Environ. Transp. Eng., 2321–2324 (2011) Ding, C.: Principal component analysis of water quality monitoring data in XiaSha region. Environ. Transp. Eng., 2321–2324 (2011)
30.
go back to reference Zhao, S., Yuan, D., Zhang, L., et al.: Study of the screening of sand pear (Pyrus pyrifolia) cultivars. J. Cent. South Univ. Forest. Technol. (Nat. Sci.) 27(1), 30–34 (2007)CrossRef Zhao, S., Yuan, D., Zhang, L., et al.: Study of the screening of sand pear (Pyrus pyrifolia) cultivars. J. Cent. South Univ. Forest. Technol. (Nat. Sci.) 27(1), 30–34 (2007)CrossRef
31.
go back to reference Han, Z., Jiang, B.: A study on comprehensive evaluation of the processing tomato varieties multiple traits. Sci. Agric. Sin. 47(2), 357–365 (2014) Han, Z., Jiang, B.: A study on comprehensive evaluation of the processing tomato varieties multiple traits. Sci. Agric. Sin. 47(2), 357–365 (2014)
32.
go back to reference Niu, J., Liu, M., Peng, Q.: Analysis of main index components and cluster of Plumcot “Weihou” during different harvest periods. Xinjiang Agric. Sci. 52(1), 33–36 (2015) Niu, J., Liu, M., Peng, Q.: Analysis of main index components and cluster of Plumcot “Weihou” during different harvest periods. Xinjiang Agric. Sci. 52(1), 33–36 (2015)
33.
go back to reference Ayiguli, T., Yusufu, A., Patiman, A., et al.: Analysis and evaluation on of fruit quality of main Pear varieties in Xinjiang. Xinjiang Agric. Sci. 51(3), 417–422 (2014) Ayiguli, T., Yusufu, A., Patiman, A., et al.: Analysis and evaluation on of fruit quality of main Pear varieties in Xinjiang. Xinjiang Agric. Sci. 51(3), 417–422 (2014)
34.
go back to reference Xin, M., Zhang, E., He, Q., et al.: Selection of evaluation factors for mango fruit quality. J. South. Agric. 45(10), 1818–1824 (2014) Xin, M., Zhang, E., He, Q., et al.: Selection of evaluation factors for mango fruit quality. J. South. Agric. 45(10), 1818–1824 (2014)
35.
go back to reference Nie, J., Li, Z., Li, H., et al.: Evaluation indices for apple physicochemical quality. Sci. Agric. Sin. 45(14), 2895–2903 (2012) Nie, J., Li, Z., Li, H., et al.: Evaluation indices for apple physicochemical quality. Sci. Agric. Sin. 45(14), 2895–2903 (2012)
36.
go back to reference Zhang, H., Tao, H., Wang, Y., et al.: Selection of factors for evaluating peach (Prunus persica) fruit quality. Trans. CSAE 22(8), 235–239 (2006) Zhang, H., Tao, H., Wang, Y., et al.: Selection of factors for evaluating peach (Prunus persica) fruit quality. Trans. CSAE 22(8), 235–239 (2006)
Metadata
Title
Commentary on Application of Data Mining in Fruit Quality Evaluation
Authors
Jinjian Hou
Dong Wang
Wenshen Jia
Ligang Pan
Copyright Year
2016
DOI
https://doi.org/10.1007/978-3-319-48354-2_51

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