Fuzzy Mamdani based user-friendly interface for food preservatives determination

Developing graphical user interface based on the fuzzy framework for determining the preservatives in processed fruits. [Display omitted] •A fuzzy based algorithm is proposed to determine the percentage of preservatives in processed fruits.•The framework consists of two inference systems namely Mamd...

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Vydané v:Food and bioproducts processing Ročník 126; s. 282 - 292
Hlavní autori: Rajesh Mavani, Nidhi, Lim, Chou Yuh, Hashim, Haslaniza, Abd. Rahman, Norliza, Mohd Ali, Jarinah
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Rugby Elsevier B.V 01.03.2021
Elsevier Science Ltd
Predmet:
Algorithms
Allergic reactions
Allergies
Benzoic acid
biobased products
Food
Food preservatives
Food processing
Food processing industry
Foods
Fruits
Fuzzy logic
Graphical user interface
humans
Inference
Malaysia
Mamdani inference system
Measurement
Preservatives
Processed fruits
Shelf life
Sorbic acid
Storage life
Sulfur
Sulfur dioxide
Sulphur
Sulphur dioxide
user interface
Malaysia
Fuzzy logic
Processed fruits
Food preservatives
Mamdani inference system
Graphical user interface
ISSN:0960-3085, 1744-3571
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Shrnutí:Developing graphical user interface based on the fuzzy framework for determining the preservatives in processed fruits. [Display omitted] •A fuzzy based algorithm is proposed to determine the percentage of preservatives in processed fruits.•The framework consists of two inference systems namely Mamdani and Takagi-Sugeno-Kang (TSK).•Mamdani based GUI which is a user-friendly interface has been developed to detect the preservative.•The percentage of food preservatives is align with the standards outlined in Malaysia Food Act 1983. Several food processing manufacturers have added extra preservatives to extend the shelf life and maintaining the quality of their products. Although those preservatives may preserve the food longer, the implication when consuming them in a large amount will affect our health. They can cause headaches, palpitations, allergies and even cancer. Therefore, it is necessary to establish an alternative method, which will provide the information on the content of preservatives to consumers and auditors. In addition, it will prevent the manufacturers in adding additional preservatives without the knowledge of the authorities. Thus, this study proposed a fuzzy based algorithm to determine the percentage of preservatives in processed fruits. The fuzzy logic framework is developed based on Mamdani inference system and is compared to Takagi-Sugeno-Kang (TSK) inference. Once the algorithm has been completed, a Graphical User Interface (GUI) will be developed based on the fuzzy framework aiming to create a user-friendly interface for determining the percentage of food preservatives. It is observed that fuzzy logic has successfully determined the percentage of preservatives namely sulphur dioxide, benzoic acid and sorbic acid in processed fruits. From the result, the average total absolute error of Mamdani system is about 2.31%, which is smaller than Sugeno system, which is about 19.51%. Thus, Mamdani based inference system showed a better performance than Takagi-Sugeno-Kang (TSK). In addition, it is well-suited to human related problems especially in determining the percentage of food preservatives. Furthermore, the Mamdani based GUI has been successful developed to determine the percentage of food preservatives with simple formulation, fast, user-friendly and accurately align with the standards as outlined in Malaysia Food Act 1983.
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ISSN:0960-3085
1744-3571
DOI:10.1016/j.fbp.2021.01.012