Microbial contaminated paper substrate: UV-Vis-NIR spectra of model systems

被引:0
作者
Gal, Lukas [1 ]
Parackova, Patricia [1 ]
Kalinakova, Barbora [2 ]
Simonova, Simona [1 ]
Rehakova, Milena [1 ]
Ceppan, Michal [1 ]
机构
[1] Slovak Univ Technol Bratislava, Inst Nat & Synthet Polymers, Fac Chem & Food Technol, Dept Graph Arts Technol & Appl Photochem, Radlinskeho 9, Bratislava 81237, Slovakia
[2] Slovak Univ Technol Bratislava, Inst Biochem & Microbiol, Inst Nat & Synthet Polymers, Fac Chem & Food Technol, Radlinskeho 9, Bratislava 81237, Slovakia
关键词
Filamentous fungi; UV-Vis-NIR spectra; Cross-validation; Principal component analysis (PCA); Measurability threshold; CULTURAL-HERITAGE; IDENTIFICATION; SPECTROSCOPY; FUNGI; FORS;
D O I
10.1007/s11696-023-03265-6
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
This study aims to study the possibility of distinguishing the UV-Vis-NIR spectra of filamentous fungi on a paper substrate from the background. Model samples of five filamentous fungi were used: Alternaria alternata, Aspergillus niger, Cladosporium herbarum, Penicillium chrysogenum, and Trichoderma atroviride. The model samples were cultivated on paper substrates, and two methods, cross-validation (CV) and principal component analysis (PCA), were utilised to compare their spectra with the reference background spectra. The results of the CV analysis indicated that certain combined spectra sets of Cladosporium herbarum, Penicillium chrysogenum, Trichoderma atroviride, Aspergillus niger, and Alternaria alternata, at specific surface concentrations, exhibited two active components, signifying distinguishable differences from the background spectra. Additionally, the score scatter diagrams derived from PCA revealed clusters of samples, further confirming the distinguishability of the filamentous fungi spectra from the background. However, for Trichoderma atroviride, the scatter diagram demonstrated a relatively large scattering of points, impeding the resolution of spectra with a surface concentration of 2 105 cm-2 due to measurement inaccuracies. Based on the combined results of CV and PCA, the study concluded that the lower threshold of measurability for UV-Vis-NIR spectra varied among the different filamentous fungi. For example, Cladosporium herbarum, Penicillium chrysogenum, and Trichoderma atroviride exhibited a threshold around a surface concentration of 2 106 cm-2, while Aspergillus niger had a threshold around 2 105 cm-2, and Alternaria alternata had a threshold around 2 103 cm-2. In summary, this research provides insights into the distinguishability of filamentous fungi spectra on the paper substrate from background spectra using spectral analysis techniques, offering potential applications in fungal identification and characterisation.
引用
收藏
页码:2603 / 2611
页数:9
相关论文
共 46 条
[41]   Analyzing UV/Vis/NIR Spectra-Sputtered ZnO:Al Thin-Films-I: Space-Time Depend [J].
Stadler, Andreas ;
Stoellinger, Johannes ;
Pachler, Astrid ;
Aigner, Gerhard ;
Topa, Dan ;
Dittrich, Herbert .
IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING, 2011, 24 (02) :366-374
[42]   Analyzing UV/Vis/NIR Spectra-Sputtered ZnO:Al Thin-Films III: Plasma-Parameter Dep. [J].
Stadler, Andreas .
IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING, 2012, 25 (01) :19-25
[43]   RDNet: Deep Learning Model for Predicting pHH2O and pHKCl from Soil Vis-NIR Spectra [J].
Pham, Vung ;
Weindorf, David C. ;
Dang, Tommy .
2021 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2021, :3436-3445
[44]   Analyzing UV/Vis/NIR Spectra-Addition of Oxygen and Nitrogen to ZnO:Al Thin-Films II-Effective Dopant Concentration, Mobility and Lifetime [J].
Stadler, A. ;
Dittrich, H. .
IEEE SENSORS JOURNAL, 2012, 12 (05) :880-884
[45]   An innovative approach for integrating two-dimensional conversion of Vis-NIR spectra with the Swin Transformer model to leverage deep learning for predicting soil properties [J].
Jin, Xiu ;
Zhou, Jun ;
Rao, Yuan ;
Zhang, XiaoDan ;
Zhang, Wu ;
Ba, WenJing ;
Zhou, Xiaohu ;
Zhang, Tong .
GEODERMA, 2023, 436
[46]   Inclusion of cybotactic effect in the theoretical modeling of absorption spectra of liquid-state systems with perturbed matrix method and molecular dynamics simulations: the UV-Vis absorption spectrum of para-nitroaniline as a case study [J].
Piacente, Giovanni ;
D'Aiuto, Virginia ;
Aschi, Massimiliano ;
Cerichelli, Giorgio ;
Chiarini, Marco ;
Amadei, Andrea .
THEORETICAL CHEMISTRY ACCOUNTS, 2014, 133 (05) :1-10