Quantitative assessment of fitting errors associated with streak camera noise in Thomson scattering data analysis

被引:4
|
作者
Swadling, G. F. [1 ]
Bruulsema, C. [2 ]
Rozmus, W. [2 ]
Katz, J. [3 ]
机构
[1] Lawrence Livermore Natl Lab, 7000 East Ave, Livermore, CA 94550 USA
[2] Univ Alberta, Dept Phys, Edmonton, AB T6G 2E1, Canada
[3] Univ Rochester, Lab Laser Energet, Rochester, NY 14623 USA
来源
REVIEW OF SCIENTIFIC INSTRUMENTS | 2022年 / 93卷 / 04期
关键词
741.1 Light/Optics - 921 Mathematics - 922.1 Probability Theory;
D O I
10.1063/5.0083195
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
Thomson scattering measurements in high energy density experiments are often recorded using optical streak cameras. In the low-signal regime, noise introduced by the streak camera can become an important and sometimes the dominant source of measurement uncertainty. In this paper, we present a formal method of accounting for the presence of streak camera noise in our measurements. We present a phenomenological description of the noise generation mechanisms and present a statistical model that may be used to construct the covariance matrix associated with a given measurement. This model is benchmarked against simulations of streak camera images. We demonstrate how this covariance may then be used to weight fitting of the data and provide quantitative assessments of the uncertainty in the fitting parameters determined by the best fit to the data and build confidence in the ability to make statistically significant measurements in the low-signal regime, where spatial correlations in the noise become apparent. These methods will have general applicability to other measurements made using optical streak cameras. Published under an exclusive license by AIP Publishing.
引用
收藏
页数:15
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