Gi̇yi̇m konforunun tahmi̇nlenmesi̇nde yapay si̇ni̇r ağlari si̇stemleri̇ni̇n kullanimina yöneli̇k bi̇r li̇teratür araştirmasi a review of literature about the use of artificial neural networks systems on prediction of clothing comfort

TL;DR: In this paper, a literature research was performed about using artificial neural networks in prediction of clothing comfort, and the results showed that these methods have some limitations in using them and one of the most common problems encountered in statistical modelling is non-linear relationship between clothing comfort and the parameters of fabrics.

Abstract: Son yillarda tuketicilerin tekstil urunlerinden beklentilerinin artmasi ve giysi tercihlerinde konforun on siralarda yer almaya baslamasiyla birlikte arastirmacilar ile tekstil ve hazir giyim ureticileri daha konforlu giysi sistemlerinin gelistirilmesi konusuna yogunlasmislardir. Yapay sinir aglari sistemleri ise bu gelismelere katkida bulunmaya calisan arastirma teknikleri arasinda yer almaktadir. Literaturde, cesitli kumas parametreleri ile giyim konforu arasindaki iliskiyi analiz etmek amaciyla istatistiksel yontemler kullanilarak bircok arastirma yapilmistir. Ancak kullanilan istatistiksel yontemlerde bazi kisitlamalar bulunmaktadir. Istatistiksel modellemede karsilasilan en yaygin problemlerden birisi giyim konforunu etkileyen farkli parametrelerin giyim konforu ile dogrusal olmayan iliskisidir. Yapay sinir aglari sistemleri butun parametrelerin ortaklasa etkisini goz onunde bulundurarak tahminleme yapmaya calisan yontemlerden bir tanesi olarak bilinmektedir. Bu calisma kapsaminda giyim konforunun tahminlenmesinde yapay sinir aglari sistemlerinin kullanimina yonelik bir literatur arastirmasi yapilmistir.. In recent years, with the increasing of consumers' expectations from textile products, researchers and producers of textile and apparel sectors focused on development of comfortable clothing systems. Artificial neural networks systems are research techniques that are trying to contribute to these developments. There are a lot of researches in literature about analysing relationship between clothing comfort and parameters of fabrics using statistical methods. On the other hand, there are some limitations in using them. One of the most common problems encountered in statistical modelling is non-linear relationship between clothing comfort and the parameters of fabrics. Artificial neural networks systems are known trying to make prediction considering all the impact of the parameters together. In this study, a literature research was performed about using artificial neural networks in prediction of clothing comfort.