Development of a Quality Grading Model for Processed Milk through Sensor Data and Symbolic Genetic Programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @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