研究目的
To investigate and improve the quality testing of FTIR spectra of microorganisms by comparing the standard OPUS quality test with a novel approach based on Extended Multiplicative Signal Correction (EMSC).
研究成果
The EMSC quality test outperforms the standard OPUS quality test in terms of classification accuracy and is more efficient in discarding poor quality spectra without removing useful data. The study suggests optimizing the thresholds of OPUS quality test parameters for specific types of microorganisms and introduces the EMSC parameter b for quality testing and image segmentation.
研究不足
The study is limited to FTIR spectra of microorganisms and does not cover other types of spectral data. The optimization of quality test parameters is specific to the datasets used.