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基于多元线性回归与BP神经网络分析南疆巴旦木结构物理特性
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作者 李健 王海明 +1 位作者 李勇 周岭 《江苏农业科学》 2019年第12期260-264,共5页
运用多元线性回归与BP神经网络等多种数理统计手段对南疆巴旦木结构物理特性进行研究。基于多元线性回归及方差分析方法,对南疆巴旦木结构外形进行定义和物理参数测定,运用MATLAB软件得出,巴旦木长、宽、缝三者之间不是简单线性关系,其... 运用多元线性回归与BP神经网络等多种数理统计手段对南疆巴旦木结构物理特性进行研究。基于多元线性回归及方差分析方法,对南疆巴旦木结构外形进行定义和物理参数测定,运用MATLAB软件得出,巴旦木长、宽、缝三者之间不是简单线性关系,其外形近似为关于横、竖、纵3椭圆截面对称的扁壳体;在测定对应的巴旦木果仁质量后,运用3层BP神经网络结构寻找巴旦木结构外形与果仁质量间的关系,建立相应质量预测模型。可在不破坏巴旦木外壳的情况下,通过长、宽、缝来预测巴旦木果仁的质量,从而为巴旦木无损品质分级及破壳装置设计提供理论基础。 展开更多
关键词 MATLAB 多元线性回归 BP神经网络 巴旦木 结构物理特性
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Joint inversion of gravity and multiple components of tensor gravity data 被引量:3
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作者 鲁光银 曹书锦 朱自强 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第7期1767-1777,共11页
Geological structures often exhibit smooth characteristics away from sharp discontinuities. One aim of geophysical inversion is to recover information about the smooth structures as well as about the sharp discontinui... Geological structures often exhibit smooth characteristics away from sharp discontinuities. One aim of geophysical inversion is to recover information about the smooth structures as well as about the sharp discontinuities. Because no specific operator can provide a perfect sparse representation of complicated geological models, hyper-parameter regularization inversion based on the iterative split Bregman method was used to recover the features of both smooth and sharp geological structures. A novel preconditioned matrix was proposed, which counteracted the natural decay of the sensitivity matrix and its inverse matrix was calculated easily. Application of the algorithm to synthetic data produces density models that are good representations of the designed models. The results show that the algorithm proposed is feasible and effective. 展开更多
关键词 hyper-parameter regularization full gravity gradient tensor preconditioned matrix Occam's inversion focusinginversion
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