Estimation of Washing Performance in Washing Machines with Neural Networks

Yakup Aktas, Merve Acer Kalafat

Araştırma sonucu: ???type-name???Konferans katkısıbilirkişi

2 Atıf (Scopus)

Özet

There are many standard procedures that washing machines must provide. One of them is the washing performance, which shows the cleanliness of the laundry. This measurement, called the washing performance index, must meet the criteria determined according to the relevant standard in repeated tests. However, the washing and cleaning process is a complex process affected by many parameters such as mechanical effects, chemical effects, temperature, and amount of water. We propose an approach to determine the effect of these multi-parameter effects on washing performance and estimate the washing performance of the washing machine without the need for trial tests before the algorithm design. The approach uses artificial neural network algorithms to estimate washing performance by varying the relevant input parameters accurately. In order to establish the structure of the neural network, we have performed experimental tests on washing machines with different features and different input parameters and used them for training, validation, and test sets. According to the results obtained, it has been shown that it is possible to predict the washing performance index with neural networks accurately.

Orijinal dilİngilizce
Ana bilgisayar yayını başlığı2022 28th International Conference on Information, Communication and Automation Technologies, ICAT 2022 - Proceedings
YayınlayanInstitute of Electrical and Electronics Engineers Inc.
ISBN (Elektronik)9781665466929
DOI'lar
Yayın durumuYayınlandı - 2022
Etkinlik28th International Conference on Information, Communication and Automation Technologies, ICAT 2022 - Sarajevo, Bosnia and Herzegovina
Süre: 16 Haz 202218 Haz 2022

Yayın serisi

Adı2022 28th International Conference on Information, Communication and Automation Technologies, ICAT 2022 - Proceedings

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???event.eventtypes.event.conference???28th International Conference on Information, Communication and Automation Technologies, ICAT 2022
Ülke/BölgeBosnia and Herzegovina
ŞehirSarajevo
Periyot16/06/2218/06/22

Bibliyografik not

Publisher Copyright:
© 2022 IEEE.

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