Journal article Noise Reduction in Nano‐Raman Spectroscopy Using Principal Component Analysis
Jane Elisa Guimarães (author) (Search by this author)
;
Rafael Nadas (author) (Search by this author)
;
Wenjin Zhang (author) (Search by this author)
;
Takahiko Endo (author) (Search by this author)
; ORCID SAMURAI ; ORCID SAMURAI ;
Riichiro Saito (author) (Search by this author)
;
Yasumitsu Miyata (author) (Search by this author)
ORCID ;
Ado Jorio (author) (Search by this author)
ORCID
Collection

Citation
Jane Elisa Guimarães, Rafael Nadas, Wenjin Zhang, Takahiko Endo, Kenji Watanabe, Takashi Taniguchi, Riichiro Saito, Yasumitsu Miyata, Ado Jorio. Noise Reduction in Nano‐Raman Spectroscopy Using Principal Component Analysis. physica status solidi (b). 2025, 263 (1), e202500291. https://doi.org/10.1002/pssb.202500291

Description:

(abstract)

Tip-enhanced Raman spectroscopy (TERS) combined with principal component analysis (PCA) offers a robust approach for enhancing signal quality and uncovering spectroscopic features otherwise concealed by noise. This study demonstrates that integrating TERS with PCA in large-scale datasets effectively reduces noise and enhances the extraction of weak Raman signals that are often obscured by random spectral fluctuations. The methodology was applied to hyperspectral datasets acquired from MoSe2 monolayers exhibiting nanoscale surface features. Through this approach, previously hidden nano-Raman peaks were successfully isolated, enabling reliable chemical identification at the nanoscale. The combined use of TERS and PCA significantly improves sensitivity and resolution in the spectroscopic analysis of two-dimensional materials, advancing their characterization with respect to interfacial and environmental effects.

Rights:

Keyword: tip-enhanced Raman spectroscopy, MoSe2

Date published: 2025-07-29

Publisher: Wiley

Journal:

  • physica status solidi (b) (ISSN: 03701972) vol. 263 issue. 1 e202500291

Funding:

  • Japan Science and Technology Agency JPMJFR213X, JPMJCR24A5
  • JSPS JP21H05232, JP21H05233, JP21H05234, JP22H00283, JP22H04957, and JP23H02052

Manuscript type: Publisher's version (Version of record)

MDR DOI:

First published URL: https://doi.org/10.1002/pssb.202500291

Related item:

Other identifier(s):

Contact agent:

Updated at: 2026-06-09 13:19:29 +0900

Published on MDR: 2026-06-09 15:25:52 +0900