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Journal articles on the topic 'Garment sorting'

Author: Grafiati

Published: 1 April 2023

Last updated: 31 July 2025

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1

Ping, Zhang, Wang Zhong Hua, Nurul Huda Mohd Din, and Asliza Aris. "Machine Vision for Recognizing Eco-Friendly and Chemical Ink Tags on Garment Labels for Recycling." Malaysian Journal of Social Sciences and Humanities (MJSSH) 10, no. 4 (2025): e003355. https://doi.org/10.47405/mjssh.v10i4.3355.

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With the increasing demand for sustainable practices in the fashion industry, efficient garment recycling solutions have become essential. One significant challenge in this process is accurately distinguishing garments printed with eco-friendly inks from those printed with chemical-based inks. This study proposes a novel machine vision method for the automatic identification and classification of garments, based on the printing techniques used, as indicated on the garment labels. By embedding a unique ecological ink identifier in the garment's label, this approach leverages advanced image proc

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2

Wittels, Paweł, Jan Jaczewski, and Piotr Brzeziński. "Application of Deep Learning on Hyperspectral Data for Classification of Shoe Upper Materials." Pomiary Automatyka Robotyka 29, no. 2 (2025): 85–93. https://doi.org/10.14313/par_256/85.

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The growing environmental awareness in society is driving an increasing demand for second-hand clothing and footwear in Europe. However, the high labor costs in EU countries make manual sorting of clothing not economically viable. Effective classification of garment and footwear materials using traditional solutions, such as mono/RGB cameras, is not possible. In our article, we describe the development and implementation of an automated system for classifying upper shoe materials on a sorting line, utilizing artificial neural networks to analyze images from hyperspectral cameras in the NIR-SWI

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Bianchi, Sabrina, Michele Pinna, Flavia Bartoli, Pierpaolo Minei, Daniele Filidei, and Maria-Beatrice Coltelli. "Recycling Textiles: From Post-Consumer Polyester Garments to Materials for Injection Molding." Polymers 17, no. 6 (2025): 748. https://doi.org/10.3390/polym17060748.

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The significant waste generated by the fashion industry necessitates sustainable textile recycling strategies. Polyester, made from poly(ethylene terephthalate) (PET), is abundant in post-consumer textiles. Technologies have been developed to convert low-density garment waste into flakes, but the role of color sorting in achieving uniform aesthetics in injection-moldable plastics remains underexplored. This study compares materials extruded from dark color-sorted polyester garment flakes with those from light-color flakes in terms of processability in extrusion and injection molding. The prope

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Quintana, Rolando, and Ivan Pawlowitz. "A Time-Interval Analysis of Repetitive Motion Injuries in a Sorting Facility." Proceedings of the Human Factors and Ergonomics Society Annual Meeting 42, no. 15 (1998): 1113–16. http://dx.doi.org/10.1177/154193129804201512.

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This paper documents research into repetitive motion injuries (RMIs) occurring at a used garment sorting facility, with a focus on the Poisson distribution model and associated time interval analysis. Time interval analysis is used to confirm existence of a Poisson process. The Poisson process and distribution is then implemented to model the occurrence of RMIs at the target facility, as well as employed in a proactive effort to track and reduce RMIs. As a major player within this labor-intensive industry, the industrial partner experiences a significant number of repetitive motion injuries (R

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Zhang, Xujing, Lichuan Wang, and Yan Chen. "Carbon Emission Reduction of Apparel Material Distribution Based on Multi-Objective Genetic Algorithm (NSGA-II)." Sustainability 11, no. 9 (2019): 2571. http://dx.doi.org/10.3390/su11092571.

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Low-carbon production has become one of the top management objectives for every industry. In garment manufacturing, the material distribution process always generates high carbon emissions. In order to reduce carbon emissions and the number of operators to meet enterprises’ requirements to control the cost of production and protect the environment, the paths of material distribution were analyzed to find the optimal solution. In this paper, the model of material distribution to obtain minimum carbon emissions and vehicles (operators) was established to optimize the multi-target management in t

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6

Bigolin, Ricarda, Erika Blomgren, Anna Lidström, Stefanie Malmgren de Oliveira, and Clemens Thornquist. "Material Inventories and Garment Ontologies: Advancing Upcycling Methods in Fashion Practice." Sustainability 14, no. 5 (2022): 2906. http://dx.doi.org/10.3390/su14052906.

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This study seeks to advance upcycling methods in fashion practice with the specificity of design methods that centre on revaluation and resignification of waste materials. The development of three key approaches to upcycling were tested for future application as design briefs and pedagogies in practice and education. These were developed through the acquisition, sorting and selection of a large sample of secondhand, consumer waste materials across fashion and textiles sectors. Practice-based experiments and the use of different forms of photo documentation examined and explored distinct ways t

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Zhang, Yani, Haoshu Xu, Jun Huang, and Yongmao Xiao. "Research on Multiple Constraints Intelligent Production Line Scheduling Problem Based on Beetle Antennae Search (BAS) Algorithm." Processes 11, no. 3 (2023): 904. http://dx.doi.org/10.3390/pr11030904.

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Aiming at the intelligent production line scheduling problem, a production line scheduling method considering multiple constraints was proposed. Considering the constraints of production task priority, time limit, and urgent task insertion, a production process optimization scheduling calculation model was established with the minimum waiting time and minimum completion time as objectives. The BAS was used to solve the problem, and a fast response mechanism for emergency processing under multiple constraints was established. Compared with adaptive particle swarm optimization (APSO) and non-dom

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Rahma, Rana Ardila. "Integrated Multi-Vendor Single-Buyer Inventory System Model in Textile Waste Processing Industry." IJIEM - Indonesian Journal of Industrial Engineering and Management 4, no. 3 (2023): 395. http://dx.doi.org/10.22441/ijiem.v4i3.21131.

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PT. Superbtex Nonwoven Division is one of the industries implementing a green manufacturing system in Bandung by using textile solid waste as raw material and processing it into value-added finished products. However, the solid waste generated by consumers and garment factories is very large and cannot be accommodated in its entirety by PT. Superbtex Nonwoven Division. Another problem arises in terms of inventory both for vendors and buyers; delivering waste from vendors to buyers in small quantities and frequently can lower inventory costs for buyers, but concurrently raise transportation exp

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9

Moin, Chowdhury Jony, Mohammad Iqbal, A. B. M. Abdul Malek, Mohammad Muhshin Aziz Khan, and Rezwanul Haque. "Prioritization of Environmental Uncertainty and Manufacturing Flexibility for Labor-Intensive Industry: A Case Study on Ready-Made Garment Industries in Bangladesh." Systems 10, no. 3 (2022): 67. http://dx.doi.org/10.3390/systems10030067.

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Manufacturing flexibility is a widely accepted manufacturing strategy for mitigating the negative impacts of environmental uncertainty on firm performance and is also a required strategic attribute to acclimatize mass customization and agile manufacturing. Manufacturing flexibility has been adequately studied for technology-intensive industries but remains inadequately addressed for labor-intensive industries. In this study, a framework is proposed for sorting the relevant manufacturing flexibility types for the relevant environmental uncertainty types as an initial step towards implementing m

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10

Yin, Hang, Anastasia Varava, and Danica Kragic. "Modeling, learning, perception, and control methods for deformable object manipulation." Science Robotics 6, no. 54 (2021): eabd8803. http://dx.doi.org/10.1126/scirobotics.abd8803.

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Perceiving and handling deformable objects is an integral part of everyday life for humans. Automating tasks such as food handling, garment sorting, or assistive dressing requires open problems of modeling, perceiving, planning, and control to be solved. Recent advances in data-driven approaches, together with classical control and planning, can provide viable solutions to these open challenges. In addition, with the development of better simulation environments, we can generate and study scenarios that allow for benchmarking of various approaches and gain better understanding of what theoreti

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11

Mollel-Matodzi, Nailejileji, and Anne Mastamet-Mason. "Upcycling Unwanted T-Shirts and Jeans into Interior Decorative Products: A Practice-Led Approach to Sustainable Design." Academic Journal of Interdisciplinary Studies 14, no. 4 (2025): 126. https://doi.org/10.36941/ajis-2025-0063.

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The textile and clothing industry faces increasing criticism for its environmental impact, particularly due to mass production and the accumulation of textile waste in landfills. In response, sustainable practices such as upcycling have gained traction as viable strategies to promote circular fashion and reduce waste. Additionally, upcycling has the potential to foster low-capital entrepreneurship and inclusive economic development. In the South Africa, unemployment remains a persistent challenge, upcycling presents entrepreneurship opportunity. By applying minimal sewing skills rooted in Indi

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12

Nisa, Hiqmat, Rebecca Van Amber, Julia English, Saniyat Islam, Georgia McCorkill, and Azadeh Alavi. "A Systematic Review of Reimagining Fashion and Textiles Sustainability with AI: A Circular Economy Approach." Applied Sciences 15, no. 10 (2025): 5691. https://doi.org/10.3390/app15105691.

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Artificial intelligence (AI) is revolutionizing the fashion, textile, and clothing industries by enabling automated assessment of garment quality, condition, and recyclability, addressing key challenges in sustainability. This systematic review explores the applications of AI in evaluating clothing quality and condition within the framework of a circular economy, with a focus on supporting second-hand clothing resale, charitable donations by NGOs, and sustainable recycling practices. A total of 135 research resources were identified through searching academic databases including Google Scholar

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13

Eryza Ayu Erkhananda and Dian Janari. "RISIKO PENYEBAB CACAT BUTTON DENGAN METODE FMEA DAN FTA PADA DEPARTEMEN WAREHOUSE (STUDI KASUS PT. MATARAM TUNGGAL GARMENT)." BUANA ILMU 5, no. 2 (2021): 89–100. http://dx.doi.org/10.36805/bi.v5i2.1506.

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 Mataram Tunggal Garment merupakan perusahaan yang bergerak di bidang tekstil dan produk tekstil yang memproduksi pakaian wanita jadi yang terletak di Sleman, Yogyakarta, Indonesia. Pada PT. Mataram Tunggal Garment terdapat beberapa bahan baku yang didapat dari supplier salah satunya adalah aksesoris pakaian yang sebagian besar didapatkan dari supplier. Tidak dipungkiri masih banyak produk dari supplier yang mengalami cacat produk terutama pada aksesoris button. Oleh karena itu diperlukan sebuah metode yang tepat untuk mencari akar dari penyebab kecacatan untuk penurunan tingkat kecacata

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14

Natalia, Wenny Anggraini, Tan Indra Janti, Lois Denissa, Junnica Hakim Santoso, Ayu Kartika Sari, and Jesslyn Ivana Kristi. "Development of Recycled Style Sandals at the Youth Organization Community, Bojonghaleuang Village, West Bandung Regency." Journal of Innovation and Community Engagement 3, no. 1 (2022): 1–17. http://dx.doi.org/10.28932/jice.v3i1.4110.

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This community empowerment activity was implemented at the initiative of the Karang Taruna community in Bojonghaleuang Village, West Bandung Regency. This activity was intended to provide briefing and creativity training for youth organizations so that they would develop creativity that can be developed into commodity product businesses that are needed by the community. Garment scraps, leftover production and sorting/rejects that are abundant in the city of Bandung require community cultivation. The method used was the cooperative demonstration and practical making of decorative sandals, follo

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15

Puspitasari, Indah, Rino Andias Anugraha, and Pratya Poeri Suryadhini. "Perancangan Tempat Penyimpanan WIP untuk Meminimasi Cacat Size Mismatching pada Kaus dengan Menggunakan Metode NIDA (Need, Ideas, Decision, Action) Pada PT Fluxdev Global Industry." Ranah Research : Journal of Multidisciplinary Research and Development 6, no. 6 (2024): 2641–51. http://dx.doi.org/10.38035/rrj.v6i6.1142.

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A small and medium-sized company in the t-shirt manufacturing industry, PT Fluxdev Global Industry, is having trouble achieving its production goals. The primary issue is that the components of the socks that are made don't match in size. The fact that the chopped materials are not sorted by size is one of the contributing reasons, since it makes it challenging for the operator to determine the size of the materials to be processed. According to the Lean Six Sigma methodology, the company's process capability index (Cp) only reached 1.30 as a result of the inability to satisfy production targe

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16

Sandvik, Ida Marie, and Wendy Stubbs. "Circular fashion supply chain through textile-to-textile recycling." Journal of Fashion Marketing and Management: An International Journal 23, no. 3 (2019): 366–81. http://dx.doi.org/10.1108/jfmm-04-2018-0058.

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Purpose The purpose of this paper is to explore the drivers, inhibitors and enablers of creating a textile-to-textile recycling system in the Scandinavian fashion industry. It investigates the technology, innovation and systemic changes required to enable circular supply chains. Design/methodology/approach The research study uses a qualitative, interpretivist approach, drawing on in-depth semi-structured interviews with stakeholders in the Scandinavian fashion industry. Findings The main inhibitors to textile-to-textile recycling systems in the Scandinavian fashion industry are: limited techno

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17

Wojnowska-Baryła, Irena, Katarzyna Bernat, and Magdalena Zaborowska. "Strategies of Recovery and Organic Recycling Used in Textile Waste Management." International Journal of Environmental Research and Public Health 19, no. 10 (2022): 5859. http://dx.doi.org/10.3390/ijerph19105859.

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Post-consumer bio-based textile wastes are any type of garment or household article made from manufactured bio-based textiles that the owner no longer needs and decides to discard. According to the hierarchy of waste management, post-consumer textile waste should be organically recycled. However, there is still a problem with the implementation of selective collection of textile waste followed by sorting, which would prepare the waste for organic recycling. A technically achievable strategy for sorted textile waste materials consisting of only one type of fiber material, multi-material textile

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18

Yang, Fan. "The Feasibility Analysis and Development of the PET Regenerated Staple Fiber Industry." Applied Mechanics and Materials 733 (February 2015): 990–93. http://dx.doi.org/10.4028/www.scientific.net/amm.733.990.

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Waste PET bottles which is the main ingredients are PET (polyethylene terephthalate), is not easy to degrade under natural conditions. If without recycling rationally, waste plastic bottles will pollute the environment, that is of no advantage for “the construction of resource saving and environment-friendly society”. This paper introduces a new kind of recycling way – the technology of regenerating fibers – that will process the recycled PET bottle flakes into staple fiber (a kind of textile raw materials). And finally it can produce various raw materials of textile garments by the staple fib

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19

CHENG, TING, YUN ZHANG, WEIBO LI, and JUNJIE ZHANG. "Second-hand clothing classification algorithm based on feature fusion and attention." Industria Textila 75, no. 06 (2024): 775–82. https://doi.org/10.35530/it.075.06.2023139.

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This study suggests a second-hand clothing categorization method based on enhanced residual networks to enhance the effect of second-hand clothing retrieval and encourage clothing transactions on second-hand platforms. This study first gathers image data on used garments. Web crawlers are utilized to gather internet photos of second-hand clothes to train the network model, while camera equipment is used to take pictures of second-hand clothing. The resulting images are then used to assess the network model’s categorization accuracy. The next step is to construct a classification model based on

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20

Lu, Hong, Yan Chen, and Hong Qin Dai. "Construction of Knowledge Base for Clothing Sensory Design." Advanced Materials Research 175-176 (January 2011): 811–16. http://dx.doi.org/10.4028/www.scientific.net/amr.175-176.811.

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In this paper, the contents of knowledge base for clothing sensory design are defined as four parts: the clothing design elements, semantic expression, reflection between the former two and design rules. The character and contents of each part are discussed and analyzed respectively. Methods of interviewing, laddering, card sorting, analytic hierarchy process (AHP), Hierarchy structure, triangle fuzzy numbers, literature reviewing etc. are chosen for the knowledge elicitation and representation. The men’s suit is used as a case study to explain the whole procedure of knowledge base constructio

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21

Zhou, Ying. "Analysis of garment watermark design based on multilayer coding genetic algorithm." Applied Mathematics and Nonlinear Sciences 9, no. 1 (2024). http://dx.doi.org/10.2478/amns-2024-3190.

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Abstract It has become a trend to publish clothing design works in the form of digitized images and other media on the network. This topic focuses on the watermark logo of clothing design. After sorting out the ideas of copyright protection of clothing design, constructing a clothing watermark design model based on the discrete cosine variation method and using a multilayer coding genetic algorithm to find the optimization band to improve the invisibility and robustness of the watermark. Experiments are designed to explore the aesthetic effect of clothing watermark design, and it has been foun

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22

Baloyi, Rivalani Baloyi, Oluwatoyin Joseph Gbadeyan, Bruce Sithole, and Viren Chunilall. "Recent advances in recycling technologies for waste textile fabrics: a review." Textile Research Journal, November 7, 2023. http://dx.doi.org/10.1177/00405175231210239.

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The fast fashion trends in the textile industry have resulted in high consumption of fiber with concomitant generation of waste. Awareness of environmental pollution resulting from textile production and disposal has increased significantly. This increase has pushed research activities toward more sustainable recycling alternatives to properly handle the end-of-life of textiles. This review provides an overview of existing technologies, the latest developments, and research studies on the recycling technologies employed in the textile industry. Different types of recycling—mechanical, chemical

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23

Chang, Wei, and Xubing Xu. "Research on design thinking of pleated clothing inspired by fractal geometry." International Journal of Clothing Science and Technology, October 8, 2024. http://dx.doi.org/10.1108/ijcst-11-2023-0167.

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PurposeThis paper summarizes the design thinking of pleated clothing, uses virtual software to simulate the pleated clothing process and clothing effect and applies the fractal geometry principle to conduct relevant experiments, which verifies the possibility of simulation software assisting pleated clothing design, improves research and development efficiency, lays a foundation for future process parameter collection to upgrade the pleated clothing database and realizes the diversity of digital innovative design of pleated clothing.Design/methodology/approachAccording to the principle of self

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