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    Design on electronic nose for detecting the freshness of Larimichthys polyactis based on sensor array
    HUANG Can-can, CHEN Ya-long, CHEN Hai-gen
    HUBEI AGRICULTURAL SCIENCES    2024, 63 (8): 252-256.   DOI: 10.14088/j.cnki.issn0439-8114.2024.08.042
    Abstract161)      PDF (2808KB)(23)       Save
    To develop an electronic nose that can be used to determine the freshness of agricultural products, taking the Larimichthys polyactis as the research object, the corruption test was carried out under constant conditions, and the data were collected. The sensor response value was taken as the independent variable and the total volatile basic nitrogen (TVB-N) value of Larimichthys polyactis was taken as the dependent variable. The multiple linear regression, partial least squares and BPNN were used to establish a prediction model of Larimichthys polyactis meat quality grade, and the performance of the model was analyzed by comparing the correlation coefficient R and the average error percentage RE-mean of the three models for TVB-N value prediction. The results showed that the electronic nose could distinguish the fresh rotten samples of Larimichthys polyactis by using the prediction model. It could be seen that the prediction algorithm of BP neural network could achieve the best prediction for the samples, and the performance of the multiple linear regression model and the least square method was poor.
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    Monitoring and diagnosis of potassium nutrition in Ipomoea batatas leaves based on spectral reflectivity
    LU Yan-jun, WANG Xu-wei, HU Ji-jie, CHEN Shao-jie, CHEN Yu, LYU Zun-fu
    HUBEI AGRICULTURAL SCIENCES    2024, 63 (8): 257-261.   DOI: 10.14088/j.cnki.issn0439-8114.2024.08.043
    Abstract155)      PDF (5291KB)(33)       Save
    Two Ipomoea batatas varieties, Shangshu 19 and Xinxiang, were used as experimental materials. By setting different gradient potassium treatments to determine the spectral reflectance of leaves, Ipomoea batatas leaves potassium content and potassium nutrient index prediction models were constructed based on the ratio vegetation index (RVI). The results showed that the linear model constructed by RVI and potassium content in leaves showed that RVIR1 598 nm, R1 771 nm) had a high prediction accuracy for potassium content in Ipomoea batatas leaves,the regression equation was y=58.601 0x-58.446(R2=0.741 4, RMSE=0.83),using validation data to test the linear model, the model showed good predictive ability for potassium content in Ipomoea batatas leaves under different potassium fertilizer levels (R2=0.732 4, RMSE=0.85);the linear model constructed by RVI and potassium nutrition index indicated that RVIR700 nm, R1 385 nm) had a high prediction accuracy for the potassium nutrition index of Ipomoea batatas leaves,the regression equation was y=6.032 9x-0.833 (R2=0.768 8, RMSE=0.15),using validation data to test the linear model, the model showed good predictive ability for the potassium nutrient index of Ipomoea batatas leaves under different potassium fertilizer levels (R2=0.639 5,RMSE=0.20);the use of RVI could effectively monitor and diagnose potassium nutrition in Ipomoea batatas.
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