Development of a Quality Grading Model for Processed Milk through Sensor Data and Symbolic Genetic Programming

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@InProceedings{Custodio:2023:ICBIR,

• author = "Jose Miguel Custodio and John Vincent Cortez and Arianna Elise Chua and Ronnie Concepcion",
• booktitle = "2023 8th International Conference on Business and Industrial Research (ICBIR)",
• title = "Development of a Quality Grading Model for Processed Milk through Sensor Data and Symbolic Genetic Programming",
• year = "2023",
• pages = "483--488",
• abstract = "Milk and other dairy products continue to be important components to the human diet. Large quantities of milk are produced globally for consumption and processing into other products. In the interest of food safety, quality inspection of milk becomes a necessity to ensure that only milk with favorable attributes is released for consumption. For this task, a mathematical model was developed with multigene symbolic regression genetic programming (MSRGP) that grades milk based on seven key input traits: pH level, temperature, taste, odor, fat content, turbidity, and colour. By integrating the results of these attributes, the model can give an overall grade to milk samples. An online dataset was used to train and test the model. The developed model had an R2 of 0.95441, highlighting its accuracy in predicting milk sample quality. Sensitivity analysis was also performed on the model to check how certain inputs affect the outputs. While there were outputs that went beyond the expected range, this was attributed to input combinations that were improbable in real life and thus, was not accounted for in the dataset. Overall, the model was able to create an accurate assessment of milk based on the dataset.",
• keywords = "genetic algorithms, genetic programming, Dairy products, Sensitivity analysis, Production, Mathematical models, Data models, Software, food inspection, food grading, milk quality, multigene genetic programming, predictive models",
• DOI = "doi:10.1109/ICBIR57571.2023.10147437",
• month = may,
• notes = "Also known as \cite{10147437}",

}

Genetic Programming entries for Jose Miguel Custodio John Vincent Cortez Arianna Elise Chua Ronnie S Concepcion II

Citations