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Application of Three-Dimensional Digital Photogrammetry to Quantify the Surface Roughness of Milk Powder.
Haohan Ding1,2, David I Wilson3, Wei Yu4
1Science Center for Future Foods, Jiangnan University, Wuxi 214122, China.
This study introduces a 3D digital photogrammetry method to objectively measure milk powder surface roughness. This technique offers a faster, more reliable alternative to subjective panelist assessments for quality control.
Area of Science:
- Food Science and Technology
- Materials Science
- Image Analysis
Background:
- Milk powder surface appearance is critical for functional properties and consumer perception.
- Current methods for assessing milk powder surface roughness rely on subjective and time-consuming expert panels.
- Variability in spray drying conditions leads to inconsistent milk powder surface textures.
Purpose of the Study:
- To develop and validate a rapid, objective, and repeatable method for classifying milk powder surface roughness.
- To establish a quantitative link between surface topography and perceived quality.
- To provide an alternative to traditional subjective assessment methods.
Main Methods:
- Utilized three-dimensional (3D) digital photogrammetry to capture detailed surface topography of milk powder samples.
- Performed contour slice analysis and frequency analysis on the generated 3D models.
- Employed a nonlinear support vector machine (SVM) model for surface roughness classification.
Main Results:
- Smooth-surfaced milk powders exhibited more circular contours and lower standard deviations compared to rough-surfaced powders.
- A lower signal energy value (Q) correlated with smoother milk powder surfaces.
- The SVM model effectively classified milk powder samples based on their surface roughness.
Conclusions:
- 3D digital photogrammetry provides a practicable and objective alternative for quantifying milk powder surface roughness.
- This technique can enhance quality control and consistency in milk powder production.
- Objective surface characterization can lead to improved product quality and consumer satisfaction.
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