For space-borne gravitational wave detection missions based on the heterodyne interferometry principle,tilt-to-length(TTL)coupling noise is an important optical noise source,significantly influencing the accuracy of t...For space-borne gravitational wave detection missions based on the heterodyne interferometry principle,tilt-to-length(TTL)coupling noise is an important optical noise source,significantly influencing the accuracy of the measurement system.We present a method for analyzing TTL coupling noise under the joint influence of multiple factors.An equivalent simulated optical bench for the test mass interferometer was designed,and Gaussian beam tracing was adopted to simulate beam propagation.By simulating the interference signal,it can analyze the impact of various factors on the TTL coupling noise,including positional,beam parameters,detector parameters,and signal definition factors.On this basis,a random parameter space composed of multiple influential factors was constructed within a range satisfying the analysis requirement,and the corresponding simulation results from random sampling were evaluated via variance-based global sensitivity analysis.The calculated results of the main and total effect indexes show that the test mass rotation angle and the piston effect(lateral)significantly influence the TTL coupling noise in the test mass interferometer.The analysis provides a qualitative reference for designing and optimizing space-borne laser interferometry systems.展开更多
为实现对非平稳、非线性股票价格时间序列的高精度预测,提出经验模态分解下基于支持向量回归的股票价格集成预测方法EMD-SVRF(EMD and SVR based stock price integrated forecasting)。首先,运用经验模态分解方法获得股票对数收益率时...为实现对非平稳、非线性股票价格时间序列的高精度预测,提出经验模态分解下基于支持向量回归的股票价格集成预测方法EMD-SVRF(EMD and SVR based stock price integrated forecasting)。首先,运用经验模态分解方法获得股票对数收益率时间序列的本征模函数及趋势序列,然后,利用ε不敏感支持向量回归为各本征模函数及趋势序列分别建立预测模型,并计算各本征模函数及趋势项的预测值,最后,集成得到股票收益率序列预测值。实验表明,相对现有的EMD-Elman网络和ARMA-GARCH等主流股价预测方法,EMD-SVRF具有更小的拟合误差和预测误差,是一种高精度的股票价格预测方法。展开更多
文摘For space-borne gravitational wave detection missions based on the heterodyne interferometry principle,tilt-to-length(TTL)coupling noise is an important optical noise source,significantly influencing the accuracy of the measurement system.We present a method for analyzing TTL coupling noise under the joint influence of multiple factors.An equivalent simulated optical bench for the test mass interferometer was designed,and Gaussian beam tracing was adopted to simulate beam propagation.By simulating the interference signal,it can analyze the impact of various factors on the TTL coupling noise,including positional,beam parameters,detector parameters,and signal definition factors.On this basis,a random parameter space composed of multiple influential factors was constructed within a range satisfying the analysis requirement,and the corresponding simulation results from random sampling were evaluated via variance-based global sensitivity analysis.The calculated results of the main and total effect indexes show that the test mass rotation angle and the piston effect(lateral)significantly influence the TTL coupling noise in the test mass interferometer.The analysis provides a qualitative reference for designing and optimizing space-borne laser interferometry systems.
文摘为实现对非平稳、非线性股票价格时间序列的高精度预测,提出经验模态分解下基于支持向量回归的股票价格集成预测方法EMD-SVRF(EMD and SVR based stock price integrated forecasting)。首先,运用经验模态分解方法获得股票对数收益率时间序列的本征模函数及趋势序列,然后,利用ε不敏感支持向量回归为各本征模函数及趋势序列分别建立预测模型,并计算各本征模函数及趋势项的预测值,最后,集成得到股票收益率序列预测值。实验表明,相对现有的EMD-Elman网络和ARMA-GARCH等主流股价预测方法,EMD-SVRF具有更小的拟合误差和预测误差,是一种高精度的股票价格预测方法。
