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基于力声信号锯齿化多特征融合的香梨脆度评价 被引量:2
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作者 周婷 莫小明 +2 位作者 查志华 张金阁 吴杰 《农业工程学报》 EI CAS CSCD 北大核心 2022年第13期305-312,共8页
为了实现香梨脆度更符合感官评价的检测,该研究采用质构仪与麦克风同步采集香梨果肉破裂时的力声响应信号,然后采用峰值法、傅里叶功率谱法和表观分形维数法对力声响应曲线的锯齿化特征进行度量,分别提取了29个力学锯齿度参数和14个声... 为了实现香梨脆度更符合感官评价的检测,该研究采用质构仪与麦克风同步采集香梨果肉破裂时的力声响应信号,然后采用峰值法、傅里叶功率谱法和表观分形维数法对力声响应曲线的锯齿化特征进行度量,分别提取了29个力学锯齿度参数和14个声学锯齿度参数用于香梨果肉感官脆度预测。研究结果表明,在43个锯齿度特征参数中,35个特征参数与香梨果肉感官脆度存在显著相关性(P<0.05),可反映香梨脆度变化。通过主成分分析提取了前8个主成分解释原变量85.58%的信息,以这8个主成分构建预测感官脆度的多元线性回归模型,模型校正集决定系数为0.862,均方根误差为0.588,表明该模型具有较高的预测精度和稳定性,可为香梨脆度的仪器准确检测提供研究基础。 展开更多
关键词 脆度 果实 仪器检测 力声信号 主成分分析
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基于力声信息融合感知的香梨果肉脆度评价
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作者 莫小明 郭磊 +3 位作者 李贺 翟明灿 查志华 吴杰 《农业工程学报》 EI CAS CSCD 北大核心 2024年第17期314-320,共7页
为实现香梨脆度更符合感官评价的仪器检测,该研究采用万能材料试验机与麦克风以51 200 Hz高频同步采集香梨果肉破裂时的力声信号,在力声曲线锯齿度分析区间进行数据层信息融合,并分别转换为格拉姆角和场图与角差场图、对称极坐标图、马... 为实现香梨脆度更符合感官评价的仪器检测,该研究采用万能材料试验机与麦克风以51 200 Hz高频同步采集香梨果肉破裂时的力声信号,在力声曲线锯齿度分析区间进行数据层信息融合,并分别转换为格拉姆角和场图与角差场图、对称极坐标图、马尔可夫变迁场图及递归图,通过ResNet50网络挖掘与感官脆度评分相关的图像深度特征,经特征降维的主成分输入到超参数优化后的K近邻、极限学习机、随机森林及支持向量回归模型,实现香梨果肉脆度的定量预测。研究结果表明,马尔可夫变迁场图像全连接层特征降维后的主成分与感官脆度评分的相关系数绝对均值最大,为0.64,最适宜定量表征香梨果肉感官脆度评分差异,通过主成分分析提取了前10个主成分解释图像高维全连接层特征95.75%的信息,以这10个主成分构建的ResNet50-SVR(support vector regression)模型预测集决定系数为0.96,预测集均方根误差为0.24,预测偏差比为4.88,具有较高的预测精度和稳定性,可实现对香梨果肉脆度较为准确的仪器检测,该研究结果为香梨果肉的脆度评价提供了一定的理论依据。 展开更多
关键词 仪器测试 主成分分析 数据融合 力声信号 脆度评价
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The Representation of a Broadband Vector Field
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作者 任群 Jean Pierre Hermand 朴胜春 《Journal of Marine Science and Application》 2011年第4期495-501,共7页
Compared to a scalar pressure sensor, a vector sensor can provide a higher signal-to-noise ratio (SNR) signal and more detailed intbrmation on the sound field. Study on vector sensors and their applications have bec... Compared to a scalar pressure sensor, a vector sensor can provide a higher signal-to-noise ratio (SNR) signal and more detailed intbrmation on the sound field. Study on vector sensors and their applications have become a hot topic. Research on the representation of a vector field is highly relevant for extending the scope of vector sensor technology. This paper discusses the range-frequency distribution of the vector field due to a broadband acoustic source moving in a shallow-water waveguide as the self noise of a surface ship, and the vector extension of the waveguide impulse response measured over a limited frequency range using an active source of known waveform. From theory analysis and numerical simulation, the range-frequency representation of a vector field exhibits an interference structure qualitatively similar to that of the corresponding pressure field but, being quantitatively different, provides additional information on the waveguide, especially through the vertical component. For the range-frequency representation, physical quantities that can better exhibit the interference characteristics of the wavegaide are the products of pressure and particle velocity and of the pressure and pressure gradient. An image processing method to effectively detect and isolate the individual striations from an interference structure was reviewed briefly. The representation of the vector impulse response was discussed according to two different measurement systems, also known as particle velocity and pressure gradient. The vector impulse response representation can not only provide additional information from pressure only but even more than that of the range-frequency representation. 展开更多
关键词 acoustic waveguide vector field range-frequency interference structure striation processing impulse response normal mode
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