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Data on the application of Functional Data Analysis in food fermentations
M A Ruiz-Bellido1, V Romero-Gil2, P García-García3
1Regulatory Council of PDO Aloreña de Málaga Table Olives, C/Dehesa, 80, 29560 Pizarra, Málaga, Spain.
Functional data analysis enhanced the assessment of table olive fermentation, comparing five distinct methods for Aloreña de Málaga olives over 380 days. This statistical approach revealed significant differences among fermentation systems.
Area of Science:
- Food Science
- Statistical Analysis
- Agricultural Science
Background:
- Table olive fermentation is crucial for quality and safety.
- Traditional and acidified curing methods are widely used.
- Aloreña de Málaga is a significant olive cultivar.
Purpose of the Study:
- To assess and compare five different table olive fermentation systems for Aloreña de Málaga olives.
- To apply Functional Data Analysis (FDA) for a novel comparison of fermentation processes.
- To analyze key fermentation parameters including pH, titratable acidity, and yeast count.
Main Methods:
- Utilized Functional Data Analysis (FDA) on fermentation data (pH, titratable acidity, yeast count, area) over 380 days.
- Transformed raw data into smooth curves for statistical comparison.
- Applied advanced statistical tools including functional derivatives and regression analysis using R software.
Main Results:
- FDA revealed significant differences in fermentation dynamics across the five tested systems.
- Specific fermentation parameters showed distinct patterns under different treatments.
- The study identified variations in yeast counts and acidity development.
Conclusions:
- Functional Data Analysis provides a powerful framework for evaluating table olive fermentation processes.
- The findings offer insights into optimizing fermentation strategies for Aloreña de Málaga olives.
- This methodology can be applied to other fermented food products.
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