Fuji apple storage time rapid determination method using Vis/NIR spectroscopy
1a Office of Laboratory and Assets Management ; Zhejiang Gongshang University ; Hangzhou , China.
Bioengineered
|April 16, 2015
Summary
This study shows visible/near-infrared (Vis/NIR) spectroscopy can rapidly determine Fuji apple storage time. Signal-to-noise ratio (SNR) processing improved classification accuracy, making it effective for food safety.
Area of Science:
- Agricultural Science
- Analytical Chemistry
- Spectroscopy
Background:
- Accurate determination of fruit storage time is crucial for food quality and safety.
- Traditional methods for assessing fruit quality can be time-consuming and destructive.
Purpose of the Study:
- To develop a rapid method for determining Fuji apple storage time using visible/near-infrared (Vis/NIR) spectroscopy.
- To evaluate the effectiveness of signal-to-noise ratio (SNR) processing combined with Principal Component Analysis (PCA) for improved discrimination.
Main Methods:
- Vis/NIR diffuse reflection spectroscopy was used to measure Fuji apple samples over 6 days.
- Spectroscopy data were processed using stochastic resonance (SR).
- Principal Component Analysis (PCA) was applied to both original and SNR-processed spectra.
Main Results:
- Original Vis/NIR spectroscopy data with PCA showed limited ability to discriminate Fuji apples.
- Processing spectra with SNR significantly improved the signal-to-noise ratio.
- PCA applied to SNR-processed spectra successfully classified all apple samples based on storage time.
Conclusions:
- Vis/NIR spectroscopy, particularly when combined with SNR processing and PCA, is an effective and rapid method for determining Fuji apple storage time.
- This technique shows promise for real-time food safety control and management in laboratory settings.
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