数学学科Seminar第2496讲 计算光谱仪的L2-Lq重构模型

创建时间:  2023/10/23  龚惠英   浏览次数:   返回

报告题目 (Title):L_2-L_q reconstruction model for computational spectrometer(计算光谱仪的L2-Lq重构模型)

报告人 (Speaker): 王增琦教授(上海交通大学)

报告时间 (Time):2023年10月24日(周二) 14:30

报告地点 (Place):校本部F309

邀请人(Inviter):刘巧华

主办部门:永利数学系

报告摘要:The extensive application of computational strategies in spectral detection enables optics-free spectrometers, promoting the miniaturization of spectrometers. It reconstructs the spectral composition of the incident light based on the measurement results from a set of detectors and a known spectral response matrix. The spectral reconstruction model and its simulation are key to identifying the incident light components with high precision. In this study, we reconstructed the incident light function by discretizing the integral equation and applying L_2-L_q optimization approach to obtain the spectral reconstruction model. Simulation results show that L_2-L_q optimization has higher resolution and higher noise tolerance than certain other optimization approaches, which is advantageous for identifying unknown optical signals with a broad spectrum and high dynamic range. On this basis, we discuss the application of preconditioned L_(1/2) Regularization method with adaptive Regularization parameter in the reconstruction model of computational spectrometer.

上一条:数学学科Seminar第2497讲 求解最小二乘问题的基于采样和正交三角分解的预处理方法

下一条:数学学科Seminar第2495讲 四阶奇摄动双波问题的拟一致误差估计


数学学科Seminar第2496讲 计算光谱仪的L2-Lq重构模型

创建时间:  2023/10/23  龚惠英   浏览次数:   返回

报告题目 (Title):L_2-L_q reconstruction model for computational spectrometer(计算光谱仪的L2-Lq重构模型)

报告人 (Speaker): 王增琦教授(上海交通大学)

报告时间 (Time):2023年10月24日(周二) 14:30

报告地点 (Place):校本部F309

邀请人(Inviter):刘巧华

主办部门:永利数学系

报告摘要:The extensive application of computational strategies in spectral detection enables optics-free spectrometers, promoting the miniaturization of spectrometers. It reconstructs the spectral composition of the incident light based on the measurement results from a set of detectors and a known spectral response matrix. The spectral reconstruction model and its simulation are key to identifying the incident light components with high precision. In this study, we reconstructed the incident light function by discretizing the integral equation and applying L_2-L_q optimization approach to obtain the spectral reconstruction model. Simulation results show that L_2-L_q optimization has higher resolution and higher noise tolerance than certain other optimization approaches, which is advantageous for identifying unknown optical signals with a broad spectrum and high dynamic range. On this basis, we discuss the application of preconditioned L_(1/2) Regularization method with adaptive Regularization parameter in the reconstruction model of computational spectrometer.

上一条:数学学科Seminar第2497讲 求解最小二乘问题的基于采样和正交三角分解的预处理方法

下一条:数学学科Seminar第2495讲 四阶奇摄动双波问题的拟一致误差估计

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