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Author

Kai Song

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Review Open access Oct 2026

AI-Driven Prediction of Food Nutrient Composition and Personalized Dietary Recommendation: Advances in Multimodal Methods, Knowledge-Enhanced Decision-Making, and Evaluation Frameworks

Reliable personalized dietary advice depends on linking food identification, portion estimation, nutrient composition data, and safety rules, yet these components are often evaluated separately. This review critically examines how spectral measurements, images, text, and food databases support nutrient estimation and h...

Xu Ji, Kai Song, Yi-Ran Feng · 0 citations
Review Open access Aug 2026

Research Progress on the Application of Intelligent Infrared Drying Technology to Edible Kelp: Equipment Integration, Heat and Mass Transfer, Multiphysics Simulation, and Quality Control

Kelp is a high-moisture, flexible, sheet-like marine biomass whose drying behavior is strongly affected by the coupled effects of radiative heating, convective vapor removal, internal moisture migration, tissue shrinkage, curling, and material overlap. Traditional sun drying and hot-air drying remain widely used but ar...

Kai Song, Yiran Feng, Xu Ji et al. · 0 citations

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