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Abstract
Effective cleaning of food deposits on surfaces often begins with the absorption of aqueous cleaning solutions into the foulant layer, a process that is conventionally monitored with gravimetric approaches. In this study, we developed a novel method using Short-Wave Infrared (SWIR) Hyperspectral Imaging (HSI) and multivariate analysis to investigate the absorption kinetics of water into food foulants, complemented by the gravimetric method. The food foulant samples, consisting of starch, protein, and fat, were exposed to aqueous cleaning solutions as a function of foulant treatment, surfactant type and concentration, and solution pH. The Peleg model was fitted to characterise the water absorption in each system, with R2 in the range of 0.961 to 0.998, depending on system conditions. The degree of water absorption was increased by the presence of an anionic surfactant. A Partial Least Squares Regression (PLSR) model was trained on the gravimetric and hyperspectral data and showed strong predictive performance (R2Val = 0.975, RMSEVal = 0.032 g/gfouant). Pixel-level prediction maps and spatial heterogeneity metrics showed that water uptake was spatially non-uniform, with the greatest within-sample variation occurring at intermediate soaking times. Time series predictions from HSI were fitted to the Peleg equation, which showed a satisfactory agreement with the equations fitted to the experimental data. This work demonstrates that SWIR HSI and PLSR can quantify both bulk water absorption kinetics and local moisture heterogeneity in food soils, highlighting the benefits of non-invasive, spatially resolved water-content prediction compared with gravimetric methods.
| Original language | English |
|---|---|
| Article number | 102431 |
| Number of pages | 16 |
| Journal | Applied Food Research |
| Volume | 6 |
| Issue number | 2 |
| Early online date | 20 Jul 2026 |
| DOIs | |
| Publication status | E-pub ahead of print - 20 Jul 2026 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 6 Clean Water and Sanitation
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SDG 11 Sustainable Cities and Communities
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SDG 12 Responsible Consumption and Production
Keywords
- Water absorption
- Hyperspectral imaging
- Peleg model
- PLSR
- Cleaning
- Food foulant
Fingerprint
Dive into the research topics of 'Determining the hydration kinetics of food soils using hyperspectral imaging'. Together they form a unique fingerprint.Activities
- 1 Other
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EPSRC Centre for Formulation Engineering -Sustainable Structured Products EP/S023070/1
Greenwood, R. (Advisor) & Fryer, P. (Advisor)
Sept 2019 → Mar 2028Activity: Other
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