保活运输河蟹品质感知生物信号检测与建模
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国家重点研发计划项目(2017YFE0111200)、博士后创新人才支持计划项目(BX20180362)和中国博士后科学基金项目(2018M641535)


Quality Inspection and Modeling for Crab Transportation
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    摘要:

    针对河蟹运输过程中营养下降快、品质流失严重以及有效监测难的问题,基于STM32芯片设计河蟹生物信号检测装置,实现对运输或贮藏环境中的气体和河蟹阻抗信息数据实时获取。利用生物信号检测装置获取了河蟹在4、15、25℃下气体和生物阻抗的变化信息,通过化学实验检测了相同环境下作为河蟹传统品质指示指标的河蟹挥发性盐基氮含量的变化,根据河蟹贮藏时感官的变化将品质变化阶段粗划分为新鲜到濒死(S1)、濒死到死亡(S2)和死亡后腐败(S3)3个变化阶段。利用遗传算法(GA)对BP神经网络进行参数优化,分别建立了阻抗-挥发性盐基氮含量、气体-挥发性盐基氮含量、阻抗-气体-挥发性盐基氮含量的耦合模型,并检验了这3种耦合模型的预测精度。结果表明:这3种耦合模型在4、15、25℃下的预测精度均不低于86.32%。该耦合模型基本满足河蟹品质预测的需要,通过耦合挥发性化合物、生物阻抗和化学指标之间的变化关系,实现了通过生物信号对河蟹品质的监测,降低了河蟹品质获取的难度。

    Abstract:

    In view of the rapid decline in nutrition during transportation of crabs and the serious loss of quality, the problem of effective monitoring is difficult. The biosignal detection device was used to obtain the changes of gas and bioimpedance of crabs at 4℃, 15℃ and 25℃. The chemical experiment was used to detect the changes of volatile base nitrogen in crabs in the same environment. According to the change of sensory acquisition during crab storage, the quality change stage was roughly divided into three stages: fresh to sudden death (S1), sudden death to death (S2) and postmortem corruption (S3). The BP neural network was optimized by genetic algorithm (GA), and the coupling model of impedancevolatile base nitrogen, gasvolatile base nitrogen and impedancegasvolatile base nitrogen was established. The results showed that the prediction accuracy of the model at 4℃ was 96.93%, 86.32% and 98.77%, respectively. The prediction accuracy of S1 at 15℃ was 8632%, 86.32% and 87.04%; S2 was 87.04%, 88.86% and 89.81%; S3 was at least 92.28%, 96.20% and 93.79%. The prediction accuracy of S1 at 25℃ was 88.86%, 87.04% and 91.23%; S2 was 86.32%, 87.72% and 93.79%; S3 was at least 89.81%, 89.35% and 86.32%, respectively. The coupling model basically met the needs of quality prediction of river crab. The quality of river crab can be predicted through the biological signals which was done by building the link between volatile compounds, biological impedance and chemical indexes.

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王想,高乾钟,肖新清,傅泽田,张小栓.保活运输河蟹品质感知生物信号检测与建模[J].农业机械学报,2020,51(10):268-277. WANG Xiang, GAO Qianzhong, XIAO Xinqing, FU Zetian, ZHANG Xiaoshuan. Quality Inspection and Modeling for Crab Transportation[J]. Transactions of the Chinese Society for Agricultural Machinery,2020,51(10):268-277.

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  • 收稿日期:2020-01-11
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  • 在线发布日期: 2020-10-10
  • 出版日期: 2020-10-10