Optimization of denoising approaches in the context of ultra-fast LIBS imaging

被引:0
|
作者
Guerrini, Ruggero [1 ]
Alvarez-Llamas, Cesar [2 ]
Sancey, Lucie [3 ]
Motto-Ros, Vincent [2 ]
Duponchel, Ludovic [1 ]
机构
[1] Univ Lille, CNRS, UMR 8516, LASIRE Lab Spect Interact React & Environm, F-59000 Lille, France
[2] Univ Lyon 1, CNRS, Inst Lumiere Matiere, UMR 5306, Villeurbanne, France
[3] Univ Grenoble Alpes, Inst Adv Biosci IAB, INSERM, CNRS,UMR 5309,U1209, F-38000 Grenoble, France
关键词
LIBS imaging; Denosing methods; Elemental analysis; PCA; kHz LIBS;
D O I
10.1016/j.sab.2025.107167
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
Laser-Induced Breakdown Spectroscopy (LIBS) has emerged as a powerful analytical tool capable of providing multi-elemental information from a single laser pulse with minimal sample preparation. This technique generates a laser-induced, transient plasma on the sample surface, whose spectral emission is analyzed to determine its elemental composition. mu LIBS-Imaging, a variant offering spatially resolved elemental analysis, holds promise for applications in diverse fields such as industry, geology, forensics, and biomedicine. Our drive to go ever faster and analyze increasingly larger areas of interest in samples now compels us to use kHz lasers for this elemental imaging. Despite its potential, implementing such lasers in mu LIBS-imaging would face diverse challenges mainly related to weak plasma emission and signal-to-noise ratio (SNR) degradation, particularly when applied to delicate biological samples. This paper investigates methods to enhance SNR in fast mu LIBS imaging, particularly for biomedical applications. We focus on denoising techniques suitable for high-frequency laser applications, comparing methods like Savitzky-Golay smoothing, Fast Fourier Transform, wavelet-based filtering, Whittaker Filtering, and Principal Component Analysis (PCA). Our strategy optimizes denoising parameters for specific elemental emission peaks, enhancing SNR for individual elements of interest. The results demonstrate significant improvements in data quality, paving the way for more accurate and efficient elemental imaging in complex biomedical specimens.
引用
收藏
页数:9
相关论文
共 50 条
  • [1] ULTRA-FAST IMAGING
    COHEN, MS
    WEISSKOFF, RM
    MAGNETIC RESONANCE IMAGING, 1991, 9 (01) : 1 - 37
  • [2] Ultra-fast imaging reveals
    Juel, Anne
    JOURNAL OF FLUID MECHANICS, 2024, 1000
  • [3] Ultra-fast Dynamic Imaging of Matter
    Staudte, Andre
    JOURNAL OF MODERN OPTICS, 2013, 60 (17) : 1377 - 1378
  • [4] Optimization of EBSD parameters for ultra-fast characterization
    Chen, Y.
    Hjelen, J.
    Gireesh, S. S.
    Roven, H. J.
    JOURNAL OF MICROSCOPY, 2012, 245 (02) : 111 - 118
  • [5] OPTIMIZED ULTRA-FAST IMAGING SEQUENCE (OUFIS)
    ZHA, LP
    LOWE, IJ
    MAGNETIC RESONANCE IN MEDICINE, 1995, 33 (03) : 377 - 395
  • [6] Ultra-fast dynamic imaging of matter INTRODUCTION
    Altucci, Carlo
    Velotta, Raffaele
    JOURNAL OF MODERN OPTICS, 2010, 57 (11) : 915 - 915
  • [7] Design optimization of ultra-fast silicon detectors
    Cartiglia, N.
    Arcidiacono, R.
    Baselga, M.
    Bellan, R.
    Boscardin, M.
    Cenna, F.
    Betta, G. F. Dalla
    Fernandez-Martinez, P.
    Ferrero, M.
    Flores, D.
    Galloway, Z.
    Greco, V.
    Hidalgo, S.
    Marchetto, F.
    Monaco, V.
    Obertino, M.
    Pancheri, L.
    Paternoster, G.
    Picerno, A.
    Pellegrini, G.
    Quirion, D.
    Ravera, F.
    Sacchi, R.
    Sadrozinski, H. F. -W.
    Seiden, A.
    Solano, A.
    Spencer, N.
    NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT, 2015, 796 : 141 - 148
  • [8] PnCCDs for ultra-fast and ultra-sensitive optical and NIR imaging
    Holl, Peter
    Hartmann, Robert
    Ihle, Sebastian
    Kanbach, Gottfried
    Lutz, Gerhard
    Ordavo, Ivan
    Soltau, Heike
    Stefanescu, Alexander
    Strueder, Lothar
    UNIVERSE AT SUB-SECOND TIMESCALES: HIGH TIME RESOLUTION ASTROPHYSICS, 2008, 984 : 115 - +
  • [9] ULTRA-FAST IMAGING OF CORNEA ABLATION BY ERBIUM LASER
    CUBEDDU, R
    BRANCATO, R
    GOBBI, P
    SOZZI, C
    TARONI, P
    TRABUCCHI, G
    VALENTINI, G
    VERDI, M
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 1993, 34 (04) : 800 - 800
  • [10] Ultra-fast Cycling for Multiplexed Cellular Fluorescence Imaging
    Ko, Jina
    Oh, Juhyun
    Ahmed, Maaz S.
    Carlson, Jonathan C. T.
    Weissleder, Ralph
    ANGEWANDTE CHEMIE-INTERNATIONAL EDITION, 2020, 59 (17) : 6839 - 6846