Federated learning-driven IoT system for automated freshness monitoring in resource-constrained vending carts

Federated learning-driven IoT system for automated freshness monitoring in resource-constrained vending carts

Abstract Street vendors in developing regions often lack access to portable and affordable cold storage, leading to accelerated food spoilage, financial losses, and health risks. Traditional refrigeration solutions are bulky and costly, while manual freshness assessment is error-prone. This study pr...

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Bibliographic Details
Main Authors: Thompson Stephan, Padma Priya Dharishini Paramana, Chia-Chen Lin, Saurabh Agarwal, Rajan Verma
Format: Article
Language:English
Published: SpringerOpen 2025-02-01
Series:Journal of Big Data
Subjects:
Smart vending cart
Federated learning
IoT-based freshness detection
Data privacy
Machine learning classification
Cold storage solutions
Online Access:https://doi.org/10.1186/s40537-025-01063-3
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https://doi.org/10.1186/s40537-025-01063-3

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