针对传统卫星温度预测方法在预测精度和鲁棒性方面表现不佳,难以满足高维度耦合数据预测需求的问题,提出一种针对卫星温度遥测数据的多元时序数据预测模型——改进的时间序列处理模块(advanced time series processing module,ATSPM)-Ne...针对传统卫星温度预测方法在预测精度和鲁棒性方面表现不佳,难以满足高维度耦合数据预测需求的问题,提出一种针对卫星温度遥测数据的多元时序数据预测模型——改进的时间序列处理模块(advanced time series processing module,ATSPM)-Net。首先,构建了包含一维卷积和门控循环单元(gated recurrent unit,GRU)的ATSPM,以对高度耦合的遥测数据中的时间依赖关系进行多尺度提取。接着,设计了多元时序数据预测模型ATSPM-Net。通过堆叠ATSPM,ATSPM-Net确保模型的灵活感受野,从而实现高准确率和鲁棒性的遥测数据预测。最后,在5个数据集上进行的数值实验结果表明,相较于其他类型的时序数据预测模型,ATSPM-Net在参数量较少的情况下能展现出更优异的温度预测性能。展开更多
The performance of adsorption and separation for liensinine, isoliensinine and neferine was studied by double-column adsorption chromatography using macroporous adsorption and cation exchange resins. The alkaloid extr...The performance of adsorption and separation for liensinine, isoliensinine and neferine was studied by double-column adsorption chromatography using macroporous adsorption and cation exchange resins. The alkaloid extract with 49.2% total contents by mass representing 10.6% liensinine, 10.6% isoliensinine and 28.0% neferine respectively was prepared by D72 cation exchange resins, in which most of the impurities were water-soluble alkaloids. Furthermore,the alkaloid extract with 82.6% total contents by mass containing 33.1%, 15.0% and 34.5% of the three adsorbates respectively was prepared by double-column adsorption chromatography using AKS-W macroporous adsorption and D72 cation exchange resins. As a result, the content of single and total alkaloids has been greatly increased by the double-column adsorption chromatography.展开更多
文摘针对传统卫星温度预测方法在预测精度和鲁棒性方面表现不佳,难以满足高维度耦合数据预测需求的问题,提出一种针对卫星温度遥测数据的多元时序数据预测模型——改进的时间序列处理模块(advanced time series processing module,ATSPM)-Net。首先,构建了包含一维卷积和门控循环单元(gated recurrent unit,GRU)的ATSPM,以对高度耦合的遥测数据中的时间依赖关系进行多尺度提取。接着,设计了多元时序数据预测模型ATSPM-Net。通过堆叠ATSPM,ATSPM-Net确保模型的灵活感受野,从而实现高准确率和鲁棒性的遥测数据预测。最后,在5个数据集上进行的数值实验结果表明,相较于其他类型的时序数据预测模型,ATSPM-Net在参数量较少的情况下能展现出更优异的温度预测性能。
基金The Educational Bureau of Hebei Province (Grant No.2007317)Scientific Foundation of Langfang Normal College (Grant No.LS200513)Nankai University Innovation Fund
文摘The performance of adsorption and separation for liensinine, isoliensinine and neferine was studied by double-column adsorption chromatography using macroporous adsorption and cation exchange resins. The alkaloid extract with 49.2% total contents by mass representing 10.6% liensinine, 10.6% isoliensinine and 28.0% neferine respectively was prepared by D72 cation exchange resins, in which most of the impurities were water-soluble alkaloids. Furthermore,the alkaloid extract with 82.6% total contents by mass containing 33.1%, 15.0% and 34.5% of the three adsorbates respectively was prepared by double-column adsorption chromatography using AKS-W macroporous adsorption and D72 cation exchange resins. As a result, the content of single and total alkaloids has been greatly increased by the double-column adsorption chromatography.