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Automating food quality and energy efficiency monitoring in retail 4.0

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Detalhes bibliográficos
Resumo:Taking advantage of the latest technologies, the retail industry has drastically evolved in recent years. Launched by Jerónimo Martins, Nova & Go store is an example of a revolutionary supermarket. With the purpose of further improving the Lab store’s daily operations, IoT data collected by smart ovens was analyzed to automate the monitoring of the food batches produced, both in terms of food quality and energy efficiency. Due to the lack of labeled data available, a semi-supervised approach was tested and applied. Later, the multi class classification’s results were disclosed using the Microsoft package, InterpretML.
Autores principais:Filipe, Mariana Alexandra Freitas
Assunto:Energy efficiency Food qualit Internet of things Retail 4.0
Ano:2023
País:Portugal
Tipo de documento:dissertação de mestrado
Tipo de acesso:acesso aberto
Instituição associada:Universidade Nova de Lisboa
Idioma:inglês
Origem:Repositório Institucional da UNL
Descrição
Resumo:Taking advantage of the latest technologies, the retail industry has drastically evolved in recent years. Launched by Jerónimo Martins, Nova & Go store is an example of a revolutionary supermarket. With the purpose of further improving the Lab store’s daily operations, IoT data collected by smart ovens was analyzed to automate the monitoring of the food batches produced, both in terms of food quality and energy efficiency. Due to the lack of labeled data available, a semi-supervised approach was tested and applied. Later, the multi class classification’s results were disclosed using the Microsoft package, InterpretML.