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INVESTIGATION AND MODELING OF THE BAGGING PROPERTIES OF KNITTED FABRICS MADE FROM RECYCLED YARNS

Yıl 2025, Cilt: 30 Sayı: 2, 555 - 570, 20.08.2025
https://doi.org/10.17482/uumfd.1636839

Öz

The primary objective of this study is to investigate the bagging behavior of knitted fabrics produced from various fiber blends—namely recycled cotton/recycled polyester, recycled cotton/polyester, cotton/polyester, recycled cotton/acrylic, and cotton/acrylic—and to evaluate their suitability for home wear applications. The study further aims to compare these fabrics with those produced from virgin yarns and to model their bagging properties using artificial neural networks (ANNs). A total of 15 knitted fabric samples were produced using both recycled and virgin yarns in three different fabric structures: single jersey, rib, and interlock. The bagging performance of the fabrics was assessed through key parameters, including bagging hysteresis percentage, bagging fatigue percentage, residual bagging hysteresis percentage, and bagging resistance. Statistical analysis of the test results revealed that, depending on the yarn composition and fabric structure, the incorporation of recycled fibers in yarns led to improvements in certain bagging properties. These improvements were observed across all fabric types and knitting structures. Additionally, the ANN-based modeling demonstrated high accuracy in predicting the bagging behavior of recycled knitted fabrics, thereby offering a valuable tool for optimizing fabric design before production.

Destekleyen Kurum

TÜBİTAK

Proje Numarası

122M320

Teşekkür

This research was funded by The Scientific & Technological Research Council of Turkey (TUBITAK 1002 Project No.: 122M320).

Kaynakça

  • Başer, G. (2008) Tekstil Mekaniğinin Temelleri Cilt 1: Lif ve İplik Mekaniği, Dokuz Eylül Üniversitesi Mühendislik Fakültesi Basım Ünitesi, İzmir.
  • Bouatay F. and Ghith A. (2014) Bagging phenomenon on jersey knitted fabrics, Journal of Textile and Apparel, Technology and Management, 8(4), 1-13.
  • Çörekcioğlu M., Ercan E. and Aras Elibüyük, S. (2021) Yapay sinir ağı yöntemlerinin tekstil sektöründe kullanım uygulamaları, Teknik Bilimler Dergisi, 11 (2), 14-20. doi: 10.35354/tbed.884531
  • El Messiry M. and Mohamed A. (2016) Investigation of knitted fabric dynamic bagging for textile composite preforms, The Journal of The Textile Institute, 107(4), 431-444. doi:10.1080/00405000.2015.1034937
  • Eyupoglu C, Eyupoglu S. and Merdan N. (2021) A multilayer perceptron artificial neural network model for estimation of ultraviolet protection properties of polyester microfiber fabric, Journal of The Textile Institute, 112, 1403-1416. doi:10.1080/00405000.2020.1819000
  • Hasani, H. and Zadeh, S. H. (2012) Regression model for the bagging fatigue of knitted fabrics produced from viscose/polyester blended rotor yarns, Fibers & Textiles in Eastern Europe, 4, 67–71.
  • Gun, A. D. and Kuyucak, C. N. (2022) Performance properties of plain knitted fabrics made from open end recycled acrylic yarn with the effects of covered and PBT elastic yarns, Fibers and Polymers, 23(1), 282-294. doi:10.1007/s12221-021-0329-y
  • Gun A.D. and Oner E. (2019) Investigation of the quality properties of open-end spun recycled yarns made from blends of recycled fabric scrap wastes and virgin polyester fibre, The Journal of The Textile Institute, 110(11), 1569-1579. doi: 10.1080/00405000.2019.1608620
  • Jaouachi B., Louati H. and Hellali H. (2010) Predicting residual bagging bend height of knitted fabric using fuzzy modelling ond neural networks, AUTEX Research Journal, 10(4), 110-115.
  • Karimian, M., Hasani, H. and Ajeli, S. (2013) Analyzing the effect of fiber, yarn and fabric variables on bagging behavior of single jersey weft knitted fabrics, Journal of Engineered Fibers and Fabric, 8, 1–9. doi:10.1177/155892501300800301
  • Kurban N. and Babaarslan O. (2019) Süper Streç Denim Kumaşların Özelliklerine Dair Literatür İncelemesi, Tekstil ve Mühendis, 26(113), 104-115. doi: 10.7216/1300759920192611312
  • More J.J. (1978) The Levenberg-Marquardt algorithm: Implementation and Theory. In Watson GA (Ed.) Numerical Analysis, Heidelberg: Springer, Berlin.
  • Movahed, H., Hasani, H. and Hassanzadeh, S. (2017) Analytical studies on woven fabrics’ bagging performance affected by the material, yarn, and fabric parameters, The Journal of The Textile Institute, 108(5), 703-711. doi:10.1080/00405000.2016.1180736
  • Muthukumara, N. and Thilagavathi, G. (2024) Properties of knit fabrics made from recycled cotton/r-PET blended yarns, Indian Journal of Fibre & Textile Research, 49(2), 252-256. doi:10.56042/ijftr.v49i2.7535
  • Panahi, M., Mousazadegan, F., Ezazshahabi, N. and Amani Tehran, M. (2023) Assessment of the Influence of Fabric’s Dynamic Elastic Recovery Behavior on the Ease of Body Movement, Fibers and Polymers, 24(7), 2565-2579. doi:10.1007/s12221-023-00245-1
  • Sari, B., Uzumcu, M. B. and Ozsahin, K. (2024) Analysing the effect of mechanically recycled cotton fibres from pre-consumer wastes on mechanical and fastness properties of knitted fabrics, International Journal of Clothing Science and Technology. doi:10.1108/IJCST-03-2024-0059
  • Sarıoğlu E. (2019) An investigation on performance optimization of r-PET/cotton and v-PET/cotton knitted fabric, International Journal of Clothing Science and Technology, 31(3), 439-452. doi:10.1108/IJCST-08-2018-0108
  • Sarkar, J., Prottoy, Z. H., Bari, M. T. and Al Faruque, M. A. (2021) Comparison of ANFIS and ANN modeling for predicting the water absorption behavior of polyurethane treated polyester fabric, Heliyon, 7(9), 1-9. doi:10.1016/j.heliyon.2021.e08000
  • Sülar, V. and Seki, Y. (2018) A review on fabric bagging: the concept and measurement methods, The Journal of The Textile Institute, 109(4), 466–484. doi:10.1080/00405000.2017.1354450
  • Uçar N., Realff M.L. and Radhakrishnaiah P. (2002) Objective and subjective analysis of knitted fabric bagging, Textile Research Journal, 72(11), 977-982.
  • Uyanık, S. (2021) The bursting strength properties of knitted fabrics containing recycled polyester fiber, The Journal of The Textile Institute, 112(12), 1998-2003. doi: 10.1080/00405000.2020.1862490
  • Wan, A., Xu, T., Wang, X., and Hao, G. (2025) Effect of Yarn Characteristics on Bagging Recovery and Comfort Properties of Warp-Knitted Fabric for Sport and Recreation, Fibers and Polymers, 26(3), 1411-1421.doi:10.1007/s12221-025-00864-w
  • Yılmaz, E. and Özgen Keleş, B (2024) A Comparative Study of Cotton/PES Knitted Fabrics Produced from Recycled Fiber-Based and Virgin Yarns, Fibers and Polymers, 25, 4951-4963. doi:10.1007/s12221-024-00780-5
  • Yılmaz, E. and Özgen Keleş, B. (2023) Effects of recycled fiber usage and laundering processes on the performance properties of knitted fabrics, Fibers and Polymers, 24(4), 1503-1516. doi:10.1007/s12221-023-00128-5
  • Yokura, H., Nagae, S., and Niwa, M. (1986) Prediction of Fabric Bagging from Mechanical Properties, Textile Research Journal, 56(12), 748-754.
  • Zhang, X., Li, Y., Yeung, K. W. and Yao, M. (1999a) Fabric bagging: Part I: Subjective perception and psychophysical mechanism, Textile Research Journal, 69(7), 511-518.
  • Zhang, X., Li, Y., Yeung, K. W., and Yao, M. (1999b) Fabric Bagging: Part II: Objective Evaluation and Physical Mechanism, Textile Research Journal, 69(8), 598-606.

Geri̇ Dönüşüm İpliklerden Üretilen Örme Kumaşlarin Torbalanma Özelliğinin İncelenmesi̇ ve Modellenmesi

Yıl 2025, Cilt: 30 Sayı: 2, 555 - 570, 20.08.2025
https://doi.org/10.17482/uumfd.1636839

Öz

Bu çalışmanın temel amacı, geri dönüşümlü pamuk/geri dönüşümlü polyester, geri dönüşümlü pamuk/polyester, pamuk/polyester, geri dönüşümlü pamuk/akrilik ve pamuk/akrilik olmak üzere çeşitli elyaf karışımlarından üretilen örme kumaşların torbalanma davranışını incelenmek ve ev giyim uygulamaları için uygunluğunu değerlendirmektir. Çalışmanın diğer amacı bu kumaşları orijinal ipliklerden üretilen kumaşlarla karşılaştırmak ve yapay sinir ağları (YSA) kullanarak torbalanma özelliklerini modellemektir. Üç farklı kumaş yapısı (süprem, ribana ve interlok) kullanılarak hem geri dönüşümlü hem de orijinal iplikler kullanılarak toplam 15 adet örme kumaş üretilmiştir. Kumaşların torbalanma performansı, torbalanma gecikme yüzdesi, torbalanma yorulma yüzdesi, kalıcı torbalanma gecikme yüzdesi ve torbalanma direnci gibi temel parametreler aracılığıyla değerlendirilmiştir. Test sonuçlarının istatistiksel analizi, iplik içeriğine ve kumaş yapısına bağlı olarak geri dönüşümlü lif içeren ipliklerin kullanımının torbalanma özelliklerinde iyileşmelere yol açtığını ortaya koymuştur. Bu iyileşmeler tüm kumaş tiplerinde ve örgü yapılarında gözlemlenmiştir. Ayrıca, YSA tabanlı modelleme, geri dönüşümlü örme kumaşların torbalanma davranışını tahmin etmede yüksek doğruluk göstermiş ve böylece üretim öncesinde kumaş tasarımının optimize edilmesi için değerli bir araç sunmuştur.

Proje Numarası

122M320

Kaynakça

  • Başer, G. (2008) Tekstil Mekaniğinin Temelleri Cilt 1: Lif ve İplik Mekaniği, Dokuz Eylül Üniversitesi Mühendislik Fakültesi Basım Ünitesi, İzmir.
  • Bouatay F. and Ghith A. (2014) Bagging phenomenon on jersey knitted fabrics, Journal of Textile and Apparel, Technology and Management, 8(4), 1-13.
  • Çörekcioğlu M., Ercan E. and Aras Elibüyük, S. (2021) Yapay sinir ağı yöntemlerinin tekstil sektöründe kullanım uygulamaları, Teknik Bilimler Dergisi, 11 (2), 14-20. doi: 10.35354/tbed.884531
  • El Messiry M. and Mohamed A. (2016) Investigation of knitted fabric dynamic bagging for textile composite preforms, The Journal of The Textile Institute, 107(4), 431-444. doi:10.1080/00405000.2015.1034937
  • Eyupoglu C, Eyupoglu S. and Merdan N. (2021) A multilayer perceptron artificial neural network model for estimation of ultraviolet protection properties of polyester microfiber fabric, Journal of The Textile Institute, 112, 1403-1416. doi:10.1080/00405000.2020.1819000
  • Hasani, H. and Zadeh, S. H. (2012) Regression model for the bagging fatigue of knitted fabrics produced from viscose/polyester blended rotor yarns, Fibers & Textiles in Eastern Europe, 4, 67–71.
  • Gun, A. D. and Kuyucak, C. N. (2022) Performance properties of plain knitted fabrics made from open end recycled acrylic yarn with the effects of covered and PBT elastic yarns, Fibers and Polymers, 23(1), 282-294. doi:10.1007/s12221-021-0329-y
  • Gun A.D. and Oner E. (2019) Investigation of the quality properties of open-end spun recycled yarns made from blends of recycled fabric scrap wastes and virgin polyester fibre, The Journal of The Textile Institute, 110(11), 1569-1579. doi: 10.1080/00405000.2019.1608620
  • Jaouachi B., Louati H. and Hellali H. (2010) Predicting residual bagging bend height of knitted fabric using fuzzy modelling ond neural networks, AUTEX Research Journal, 10(4), 110-115.
  • Karimian, M., Hasani, H. and Ajeli, S. (2013) Analyzing the effect of fiber, yarn and fabric variables on bagging behavior of single jersey weft knitted fabrics, Journal of Engineered Fibers and Fabric, 8, 1–9. doi:10.1177/155892501300800301
  • Kurban N. and Babaarslan O. (2019) Süper Streç Denim Kumaşların Özelliklerine Dair Literatür İncelemesi, Tekstil ve Mühendis, 26(113), 104-115. doi: 10.7216/1300759920192611312
  • More J.J. (1978) The Levenberg-Marquardt algorithm: Implementation and Theory. In Watson GA (Ed.) Numerical Analysis, Heidelberg: Springer, Berlin.
  • Movahed, H., Hasani, H. and Hassanzadeh, S. (2017) Analytical studies on woven fabrics’ bagging performance affected by the material, yarn, and fabric parameters, The Journal of The Textile Institute, 108(5), 703-711. doi:10.1080/00405000.2016.1180736
  • Muthukumara, N. and Thilagavathi, G. (2024) Properties of knit fabrics made from recycled cotton/r-PET blended yarns, Indian Journal of Fibre & Textile Research, 49(2), 252-256. doi:10.56042/ijftr.v49i2.7535
  • Panahi, M., Mousazadegan, F., Ezazshahabi, N. and Amani Tehran, M. (2023) Assessment of the Influence of Fabric’s Dynamic Elastic Recovery Behavior on the Ease of Body Movement, Fibers and Polymers, 24(7), 2565-2579. doi:10.1007/s12221-023-00245-1
  • Sari, B., Uzumcu, M. B. and Ozsahin, K. (2024) Analysing the effect of mechanically recycled cotton fibres from pre-consumer wastes on mechanical and fastness properties of knitted fabrics, International Journal of Clothing Science and Technology. doi:10.1108/IJCST-03-2024-0059
  • Sarıoğlu E. (2019) An investigation on performance optimization of r-PET/cotton and v-PET/cotton knitted fabric, International Journal of Clothing Science and Technology, 31(3), 439-452. doi:10.1108/IJCST-08-2018-0108
  • Sarkar, J., Prottoy, Z. H., Bari, M. T. and Al Faruque, M. A. (2021) Comparison of ANFIS and ANN modeling for predicting the water absorption behavior of polyurethane treated polyester fabric, Heliyon, 7(9), 1-9. doi:10.1016/j.heliyon.2021.e08000
  • Sülar, V. and Seki, Y. (2018) A review on fabric bagging: the concept and measurement methods, The Journal of The Textile Institute, 109(4), 466–484. doi:10.1080/00405000.2017.1354450
  • Uçar N., Realff M.L. and Radhakrishnaiah P. (2002) Objective and subjective analysis of knitted fabric bagging, Textile Research Journal, 72(11), 977-982.
  • Uyanık, S. (2021) The bursting strength properties of knitted fabrics containing recycled polyester fiber, The Journal of The Textile Institute, 112(12), 1998-2003. doi: 10.1080/00405000.2020.1862490
  • Wan, A., Xu, T., Wang, X., and Hao, G. (2025) Effect of Yarn Characteristics on Bagging Recovery and Comfort Properties of Warp-Knitted Fabric for Sport and Recreation, Fibers and Polymers, 26(3), 1411-1421.doi:10.1007/s12221-025-00864-w
  • Yılmaz, E. and Özgen Keleş, B (2024) A Comparative Study of Cotton/PES Knitted Fabrics Produced from Recycled Fiber-Based and Virgin Yarns, Fibers and Polymers, 25, 4951-4963. doi:10.1007/s12221-024-00780-5
  • Yılmaz, E. and Özgen Keleş, B. (2023) Effects of recycled fiber usage and laundering processes on the performance properties of knitted fabrics, Fibers and Polymers, 24(4), 1503-1516. doi:10.1007/s12221-023-00128-5
  • Yokura, H., Nagae, S., and Niwa, M. (1986) Prediction of Fabric Bagging from Mechanical Properties, Textile Research Journal, 56(12), 748-754.
  • Zhang, X., Li, Y., Yeung, K. W. and Yao, M. (1999a) Fabric bagging: Part I: Subjective perception and psychophysical mechanism, Textile Research Journal, 69(7), 511-518.
  • Zhang, X., Li, Y., Yeung, K. W., and Yao, M. (1999b) Fabric Bagging: Part II: Objective Evaluation and Physical Mechanism, Textile Research Journal, 69(8), 598-606.
Toplam 27 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Konular Tekstil Bilimleri ve Mühendisliği (Diğer)
Bölüm Araştırma Makaleleri
Yazarlar

Banu Özgen Keleş 0000-0001-9978-3268

Elif Yılmaz 0000-0002-0433-0336

Proje Numarası 122M320
Erken Görünüm Tarihi 30 Temmuz 2025
Yayımlanma Tarihi 20 Ağustos 2025
Gönderilme Tarihi 10 Şubat 2025
Kabul Tarihi 11 Haziran 2025
Yayımlandığı Sayı Yıl 2025 Cilt: 30 Sayı: 2

Kaynak Göster

APA Özgen Keleş, B., & Yılmaz, E. (2025). INVESTIGATION AND MODELING OF THE BAGGING PROPERTIES OF KNITTED FABRICS MADE FROM RECYCLED YARNS. Uludağ Üniversitesi Mühendislik Fakültesi Dergisi, 30(2), 555-570. https://doi.org/10.17482/uumfd.1636839
AMA Özgen Keleş B, Yılmaz E. INVESTIGATION AND MODELING OF THE BAGGING PROPERTIES OF KNITTED FABRICS MADE FROM RECYCLED YARNS. UUJFE. Ağustos 2025;30(2):555-570. doi:10.17482/uumfd.1636839
Chicago Özgen Keleş, Banu, ve Elif Yılmaz. “INVESTIGATION AND MODELING OF THE BAGGING PROPERTIES OF KNITTED FABRICS MADE FROM RECYCLED YARNS”. Uludağ Üniversitesi Mühendislik Fakültesi Dergisi 30, sy. 2 (Ağustos 2025): 555-70. https://doi.org/10.17482/uumfd.1636839.
EndNote Özgen Keleş B, Yılmaz E (01 Ağustos 2025) INVESTIGATION AND MODELING OF THE BAGGING PROPERTIES OF KNITTED FABRICS MADE FROM RECYCLED YARNS. Uludağ Üniversitesi Mühendislik Fakültesi Dergisi 30 2 555–570.
IEEE B. Özgen Keleş ve E. Yılmaz, “INVESTIGATION AND MODELING OF THE BAGGING PROPERTIES OF KNITTED FABRICS MADE FROM RECYCLED YARNS”, UUJFE, c. 30, sy. 2, ss. 555–570, 2025, doi: 10.17482/uumfd.1636839.
ISNAD Özgen Keleş, Banu - Yılmaz, Elif. “INVESTIGATION AND MODELING OF THE BAGGING PROPERTIES OF KNITTED FABRICS MADE FROM RECYCLED YARNS”. Uludağ Üniversitesi Mühendislik Fakültesi Dergisi 30/2 (Ağustos2025), 555-570. https://doi.org/10.17482/uumfd.1636839.
JAMA Özgen Keleş B, Yılmaz E. INVESTIGATION AND MODELING OF THE BAGGING PROPERTIES OF KNITTED FABRICS MADE FROM RECYCLED YARNS. UUJFE. 2025;30:555–570.
MLA Özgen Keleş, Banu ve Elif Yılmaz. “INVESTIGATION AND MODELING OF THE BAGGING PROPERTIES OF KNITTED FABRICS MADE FROM RECYCLED YARNS”. Uludağ Üniversitesi Mühendislik Fakültesi Dergisi, c. 30, sy. 2, 2025, ss. 555-70, doi:10.17482/uumfd.1636839.
Vancouver Özgen Keleş B, Yılmaz E. INVESTIGATION AND MODELING OF THE BAGGING PROPERTIES OF KNITTED FABRICS MADE FROM RECYCLED YARNS. UUJFE. 2025;30(2):555-70.

DUYURU:

30.03.2021- Nisan 2021 (26/1) sayımızdan itibaren TR-Dizin yeni kuralları gereği, dergimizde basılacak makalelerde, ilk gönderim aşamasında Telif Hakkı Formu yanısıra, Çıkar Çatışması Bildirim Formu ve Yazar Katkısı Bildirim Formu da tüm yazarlarca imzalanarak gönderilmelidir. Yayınlanacak makalelerde de makale metni içinde "Çıkar Çatışması" ve "Yazar Katkısı" bölümleri yer alacaktır. İlk gönderim aşamasında doldurulması gereken yeni formlara "Yazım Kuralları" ve "Makale Gönderim Süreci" sayfalarımızdan ulaşılabilir. (Değerlendirme süreci bu tarihten önce tamamlanıp basımı bekleyen makalelerin yanısıra değerlendirme süreci devam eden makaleler için, yazarlar tarafından ilgili formlar doldurularak sisteme yüklenmelidir).  Makale şablonları da, bu değişiklik doğrultusunda güncellenmiştir. Tüm yazarlarımıza önemle duyurulur.

Bursa Uludağ Üniversitesi, Mühendislik Fakültesi Dekanlığı, Görükle Kampüsü, Nilüfer, 16059 Bursa. Tel: (224) 294 1907, Faks: (224) 294 1903, e-posta: mmfd@uludag.edu.tr