Predicting Color Development and Texture Changes in Tomatoes Treated With Hot Water and Exposed to High-Temperature Ethylene Using Support Vector Regression

This study investigated the impacts of hot water treatment (HWT) at 50°C or 25°C for 5 min and high-temperature ethylene (HTE) exposure at varying temperatures (20°C, 30°C, or 35°C) and durations (24, 48, or 72 h) on the postharvest quality and antioxidant properties of mature green tomatoes (MG). Color changes, physicochemical characteristics, antioxidant compounds, and overall antioxidant ability were assessed. HWT increased β-carotene levels and oxygen radical absorbance capacity (ORAC) while preserving color metrics, despite later HTE exposure. Exposure to HTE delayed ripening, increased titratable acidity, and reduced dry matter content. The effects on antioxidant compounds varied depending on temperature and duration of exposure. A support vector regression (SVR) model predicted color parameters with high performance (R² > 0.85) for lightness (L*), greenness-redness (a*), blueness-yellowness (b*), chroma, and hue values. The findings highlight the potential of HWT in postharvest quality management and underscore the complex interplay between HWT and HTE on tomato quality parameters.