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Chin. Phys. B, 2025, Vol. 34(3): 038701    DOI: 10.1088/1674-1056/ada430
INTERDISCIPLINARY PHYSICS AND RELATED AREAS OF SCIENCE AND TECHNOLOGY Prev  

Signal estimation bias in x-ray dark-field imaging using dual phase grating interferometer

Zhi-Li Wang(王志立)1,†, Zun Zhang(张尊)1, Heng Chen(陈恒)1, and Xin Ge(葛昕)2
1 School of Physics, Hefei University of Technology, Hefei 230009, China;
2 School of Science, Shenzhen Campus of Sun Yat-sen University, Shenzhen 518107, China
Abstract  In x-ray dark-field imaging using dual phase grating interferometer, multi-contrast signals are extracted from a set of acquired phase-stepping data by using the least-squares fitting algorithm. The extracted mean intensity, amplitude and visibility signals may be intrinsically biased. However, it is still unclear how large these biases are and how the data acquisition parameters influence the biases in the extracted signals. This work set out to address these questions. Analytical expressions of the biases of the extracted signals were theoretically derived by using a second-order Taylor series expansion. Extensive numerical simulations were performed to validate the theoretical results. It is illustrated that while the estimated mean intensity signal is always unbiased, the estimated amplitude and visibility signals are both positively biased. While the biases of the estimated amplitude signals are proportional to the inverse of the total number of phase steps, the biases of the estimated visibility signals are inversely proportional to the product of the total number of phase steps and the mean number of photons counted per phase step. Meanwhile, it is demonstrated that the dependence of the biases on the mean visibility is quite different from that of Talbot-Lau interferometer due to the difference in the intensity model. We expect that these results can be useful for data acquisition optimizations and interpretation of x-ray dark-field images.
Keywords:  x-ray imaging      dual phase grating interferometer      dark-field imaging      signal bias  
Received:  10 October 2024      Revised:  05 December 2024      Accepted manuscript online: 
PACS:  87.59.-e (X-ray imaging)  
  87.64.mf (Dark field)  
  07.60.Ly (Interferometers)  
  43.60.Cg (Statistical properties of signals and noise)  
Fund: Project supported by the National Natural Science Foundation of China (Grant Nos. U1532113, 11475170, and 11905041), Anhui Provincial Natural Science Foundation (Grant No. 2208085MA18), and Fundamental Research Funds for the Central Universities (Grant No. JZ2022HGTB0244).
Corresponding Authors:  Zhi-Li Wang     E-mail:  dywangzl@hfut.edu.cn

Cite this article: 

Zhi-Li Wang(王志立), Zun Zhang(张尊), Heng Chen(陈恒), and Xin Ge(葛昕) Signal estimation bias in x-ray dark-field imaging using dual phase grating interferometer 2025 Chin. Phys. B 34 038701

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