NUCLEAR TECHNIQUES, Volume. 47, Issue 3, 030102(2024)

Background sequence prediction for TXM-XANES based on polynomial regression and linear interpolation

Yanjun XING1,2,3, Ruoyang GAO2,3,4, Ling ZHANG2,3, Fen TAO2,3, Yi LIU1、**, and Biao DENG2,3,4、*
Author Affiliations
  • 1University of Shanghai for Science and Technology, Shanghai 200093, China
  • 2Shanghai Institute of Applied Physics, Chinese Academy of Sciences, Shanghai 201800, China
  • 3Shanghai Synchrotron Radiation Facility, Shanghai Advanced Research Institute, Chinese Academy of Sciences, Shanghai 201204, China
  • 4University of Chinese Academy of Sciences, Beijing 100049, China
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    Figures & Tables(10)
    Schematic of SSRF BL18B end station (a) and field photograph (b)
    Illustration of conventional TXM-XANES method(a) Flowchart of data acquisition, (b) Diagram of TXM-XANES data processing
    (a) Workflow of algorithm model process, (b) Diagram of overall model structure design
    Experimental results of TXM-XANES for Ni standard powder sample(a) TXM projection, (b) 2D energy distribution map obtained by conventional TXM-XANES, (c) 2D energy distribution map obtained by improved TXM-XANES, XANES spectra of region ① (d), random points ② (e), and region ③ (f)
    Experimental results of TXM-XANES for NiO standard powder sample(a) TXM projection, (b) 2D energy distribution map obtained by conventional TXM-XANES, (c) 2D energy distribution map obtained by improved TXM-XANES, XANES spectra of region ① (d), random points ② (e), and region ③ (f)
    Experimental results of TXM-XANES for pristine NCM811 particle sample(a) TXM projection, (b) 2D energy distribution map obtained by conventional TXM-XANES, (c) 2D energy distribution map obtained by improved TXM-XANES, XANES spectra of region ① (d), random points ② (e), and region ③ (f)
    Experimental results of TXM-XANES for cycled NCM811 particle sample(a) TXM projection, (b) 2D energy distribution map obtained by conventional TXM-XANES, (c) 2D energy distribution map obtained by improved TXM-XANES, XANES spectra of region ① (d), random points ② (e), and region ③ (f)
    Comparison of spectra obtained by XANES method for Ni/NiO standard sample (a) and NCM811 particles (b)
    • Table 1. Background-image prediction of evaluation index values

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      Table 1. Background-image prediction of evaluation index values

      样品Sample评价指标Evaluation index抽取图像序列索引Extracting image sequence indices
      2123262102
      Ni标样Ni standard sampleSSIM0.9910.9860.9930.9920.991
      PSNR / dB41.91437.84343.45837.64143.084
      NiO标样NiO standard sampleSSIM0.9900.9920.9890.9910.988
      PSNR / dB44.42944.85742.89444.98742.329
      NCM811 pristineSSIM0.9860.9790.9860.9850.984
      PSNR / dB33.58036.37431.41430.70832.362
      NCM811 cycledSSIM0.9930.9880.9790.9900.992
      PSNR / dB43.42242.85734.89443.98736.329
    • Table 2. Improvement in evaluation index data of two-dimensional energy distribution diagram using TXM-XANES method

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      Table 2. Improvement in evaluation index data of two-dimensional energy distribution diagram using TXM-XANES method

      评价指标Evaluation index样品Sample
      Ni标样 NiO standard sampleNiO标样NiO standard sampleNCM811 pristineNCM811 cycled
      SSIM0.9850.9830.9850.958
      PSNR / dB41.41041.03641.01941.237
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    Yanjun XING, Ruoyang GAO, Ling ZHANG, Fen TAO, Yi LIU, Biao DENG. Background sequence prediction for TXM-XANES based on polynomial regression and linear interpolation[J]. NUCLEAR TECHNIQUES, 2024, 47(3): 030102

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    Paper Information

    Category: Research Articles

    Received: Oct. 29, 2023

    Accepted: --

    Published Online: Apr. 29, 2024

    The Author Email: LIU Yi (LIUYi), DENG Biao (DENGBiao)

    DOI:10.11889/j.0253-3219.2024.hjs.47.030102

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