論文 Automated information compression of XPS spectrum using information criteria

Tanaka, Hiromi ; Yoshikawa, Hideki SAMURAI ORCID ; Yoshihara, Kazuhiro ; Nakamura, Kazuki ; Murakami, Ryo ; Shinotsuka, Hiroshi SAMURAI ORCID

コレクション

引用
Tanaka, Hiromi, Yoshikawa, Hideki, Yoshihara, Kazuhiro, Nakamura, Kazuki, Murakami, Ryo, Shinotsuka, Hiroshi. Automated information compression of XPS spectrum using information criteria. Journal of Electron Spectroscopy and Related Phenomena. 2019, (), . https://doi.org/10.1016/j.elspec.2019.146903
SAMURAI

説明:

(abstract)

We developed and implemented a fully automated method to perform X-ray photoelectron spectroscopy (XPS) spectral analysis based on the active Shirley method and information criteria. Our method searches a large number of initial fitting models by changing the degree of smoothing, and then optimizes the peak parameters and background parameters to obtain a large number of fitting results. The goodness of those optimized models is ranked using information criteria. As a result of applying this algorithm to measured XPS spectra, we found that, using the Bayesian information criterion (BIC), a simple model with reasonably good agreement and a moderate number of peaks was selected. The model selected by the BIC was close to the result of peak fitting performed by XPS analysis experts.

権利情報:

キーワード: Active Shirley method, Akaike information criterion (AIC), Bayesian information criterion (BIC), X-ray photoelectron spectroscopy (XPS)

刊行年月日: 2019-12-03

出版者:

掲載誌:

  • Journal of Electron Spectroscopy and Related Phenomena

研究助成金:

原稿種別: 論文以外のデータ

MDR DOI: https://doi.org/10.48505/nims.3459

公開URL: https://doi.org/10.1016/j.elspec.2019.146903

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更新時刻: 2024-01-05 22:12:40 +0900

MDRでの公開時刻: 2022-06-24 19:24:47 +0900

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