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Optimization of automatic classification for women’s pants based on the swin transformer model
IF 2.3 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2024-12-23 DOI: 10.1186/s40691-024-00408-5
Shaoqin Pan, Ping Wang, Chen Yang

In the post-pandemic era, integrating e-commerce and deep learning technologies is critical for the fashion industry. Automatic classification of women’s pants presents challenges due to diverse styles and complex backgrounds. This study introduces an optimized Swin Transformer model enhanced by the Global Attention Mechanism (GAM) to improve classification accuracy and robustness. A novel dataset, FEMPANTS, was constructed, containing images of five main trouser styles. Data preprocessing and augmentation were applied to enhance the model's generalization. Experimental results demonstrate that the improved model achieves a classification accuracy of 99.12% and reduces classification loss by 34.6%. GAM enhances the model's ability to capture global and local features, ensuring superior performance in complex scenarios. The research results not only promote the automation process in the fashion industry but also provide references for other complex image classification problems. This study highlights advancements in fashion e-commerce, offering practical applications for inventory management, trend analysis, and personalized recommendations, while paving the way for future innovations in deep learning-based image recognition.

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引用次数: 0
Morphing torso mannequin for pressure measurement and scoliotic brace efficacy evaluation
IF 2.3 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2024-12-16 DOI: 10.1186/s40691-024-00410-x
Ka-Po Lee, Chao Lu, Hiu-Tung Kwok, Jun Zhang, Queenie Fok, Kit-Lun Yick, Joanne Yip

Fashion plays a critical role in self-expression and confidence-building, but adolescents with adolescent idiopathic scoliosis (AIS) have limited fashion choices when they wear a spinal brace that is bulky and rigid underneath their clothing. Spinal braces also have a significant impact on their self-and body-images, social life, and overall quality of life. This study proposes a morphing torso mannequin that accurately measures the interface pressure between the brace and skin, and evaluates the effectiveness of scoliosis braces, thus eliminating the need for ongoing X-rays and ensuring patient safety. The constructed mannequin replicates the AIS torso by using a validated finite element model and 3D-printing and molding techniques. A comparison of the in-brace effects on the morphing mannequin shows significant improvements in spinal alignment and reductions in Cobb’s angles (5.2° and 2.2°), which is consistent with clinical X-ray images. The large correlation coefficient (0.95) between the mannequin and clinical results confirms its ability to simulate the corrective effects of spinal bracing accurately. The proposed morphing mannequin provides valuable information for applying appropriate pressure to halt the progression of spinal curvature while maximizing the wear comfort for AIS patients. Additionally, the mannequin allows for the assessment of clothing fit, thus simulating the effects of wearing a brace and enabling fashion designers to create garments that accommodate the unique physical profile of AIS patients.

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引用次数: 0
Effect of substrate fabric characteristics on the peel strength of 3D-printed composite fabrics
IF 2.3 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2024-12-02 DOI: 10.1186/s40691-024-00405-8
Yoojung Han, Changsang Yun

This study aimed to analyze those factors affecting the adhesion between substrate fabrics and 3D printing filaments by evaluating the influence of fabric surface characteristics, fiber composition, yarn type, and the fabric’s structure. The results showed that among nylon, PET, and cotton, nylon demonstrated the highest peel strength; however, overall, surface characteristics had a more significant impact on adhesion than fiber composition, and in terms of yarn type, fabrics made from staple fibers had higher peel strength than those made from filament yarns, which is probably due to the rougher surface of staple yarns enhancing adhesion. Regarding fabric structure, among woven, knitted, and nonwoven fabrics, nonwoven fabrics demonstrated the highest peel strength, confirming that the structure and density of the fabric play a crucial role in adhesion. It was also found conclusively that fabric surface roughness and porosity affect peel strength significantly, with rougher surfaces and higher porosity leading to increased adhesion. This is because rougher surfaces provide more area for adhesion, and higher porosity allows the molten 3D filament to penetrate more easily between the fibers, thereby improving adhesion. This study provides practical guidelines for improving the adhesion characteristics of 3D-printed composite fabrics.

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引用次数: 0
Application and evaluation knitted electrodes for body signal measurement using adhesive intermediate electrode 使用粘合剂中间电极测量人体信号的针织电极的应用与评估
IF 2.3 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2024-11-18 DOI: 10.1186/s40691-024-00404-9
Ji Eun Song, Sohee Lee

Textile electrode is capable of measuring the myoelectric potentials of skeletal muscles such as electromyography (EMG), owing to their outstanding low weight, flexibility, breathability, and comfort properties. Nonetheless, textile surfaces often exhibit intermittent adhesion between the electrode surface and the skin, which can result in fluctuations in electrical resistivity due to the inherent characteristics of textiles. This study aimed to suggest the solutions to improve adhesive of textile electrode for the improvement of electrode performance with high quality signal by minimizing these intermittent contacts. For this, an adhesive intermediate, two different conductive materials, between the skin and the textile electrode was introduced to improve the instability skin contact, respectively. To assess the impact of various adhesive intermediates on knitted electrodes, two different types of adhesive intermediates were utilized: a conductive hydrogel-based adhesive intermediate and a conductive paste-based adhesive intermediate. Moreover, the durability of knitted electrodes with adhesive intermediate was evaluated by assessing the changes of signal quality during drying time for 180 min. As a results of sEMG measurement, it was confirmed that the sEMG signal was stably detecting by applying the adhesive intermediate. Both types of adhesive intermediate significantly increased the signal acquisition performance of knitted electrodes by more than threefold. After five washing cycle, the knitted electrodes with two types of adhesive intermediate maintained approximately 80% of their initial SNR values. Therefore, the use of the adhesive intermediate presented in this study not only improves the performance of the electrode but also ensures reusability.

纺织品电极具有重量轻、柔韧、透气和舒适的特点,能够测量骨骼肌的肌电位,例如肌电图(EMG)。然而,由于纺织品的固有特性,电极表面与皮肤之间经常出现间歇性粘连,从而导致电阻率波动。本研究旨在提出改进纺织品电极粘合剂的解决方案,通过尽量减少这些间歇性接触来提高电极性能和高质量信号。为此,在皮肤和纺织品电极之间引入了两种不同导电材料的粘合中间体,以分别改善皮肤接触的不稳定性。为了评估各种粘合剂中间体对针织电极的影响,使用了两种不同类型的粘合剂中间体:基于导电水凝胶的粘合剂中间体和基于导电浆糊的粘合剂中间体。此外,还通过评估 180 分钟干燥过程中信号质量的变化,评估了带有粘合剂中间体的针织电极的耐用性。sEMG 测量结果表明,使用粘合剂中间体后,sEMG 信号可被稳定检测到。两种类型的中间粘合剂都能使针织电极的信号采集性能明显提高三倍以上。经过五次洗涤后,使用两种中间粘合剂的针织电极的信噪比保持在初始值的 80% 左右。因此,本研究中介绍的中间粘合剂的使用不仅提高了电极的性能,还确保了电极的可重复使用性。
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引用次数: 0
Multilayer textile-based concept for non-invasive biosensor platform 基于多层纺织品的无创生物传感器平台概念
IF 2.3 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2024-11-11 DOI: 10.1186/s40691-024-00399-3
Asril Senoaji Soekoco, Ni Luh Wulan Septiani, Muhammad Iqbal,  Irzaman, Widagdo Sri Nugroho, Febdian Rusydi,  Nugraha, Brian Yuliarto

The surface area of the working electrode plays a crucial role in determining the sensor’s performance, especially in enzymatic sensors. Increasing the surface area of the working electrode has a significant impact on the sensor’s functionality. This research focused on developing textile-based sensors using a multi-layer concept, employing the direct coating method. Two different sensors which are multilayer textile-based sensor (MTBS) and single-layer textile-based sensor (STBS) were prepared, while commercial screen-printed carbon electrode (SPCE) was also used as a comparison. The measurements were carried out using potassium ferricyanide solutions with concentrations of 0.01 M, 0.02 M, 0.03 M, 0.04 M, and 0.05 M at a voltage of 1 V, with a maximum duration up to the end of the measurement and a time interval of 0.5 s. According to the research findings, the fluid spreading speed of the SPCE is the lowest when compared to the spreading speeds of the MTBS and STBS. Specifically, the fluid spreading speed of the SPCE is 4.3 times slower than that of the STBS and 51 times slower than that of the MTBS. Utilizing a multi-layer concept with specific coatings can lead to better-performing sensors in terms of stability and sensitivity. The MTBS exhibits the greatest sensitivity, as indicated by its linear equation slope of 717.230 µA µM−1 cm−2.

工作电极的表面积在决定传感器性能方面起着至关重要的作用,尤其是在酶传感器中。增加工作电极的表面积对传感器的功能有重大影响。这项研究的重点是利用多层概念,采用直接涂层法开发基于纺织品的传感器。研究人员制备了两种不同的传感器,即多层纺织品传感器(MTBS)和单层纺织品传感器(STBS),同时还使用了商用丝网印刷碳电极(SPCE)作为对比。测量使用浓度为 0.01 M、0.02 M、0.03 M、0.04 M 和 0.05 M 的铁氰化钾溶液,电压为 1 V,最长持续时间为测量结束,时间间隔为 0.5 秒。具体来说,SPCE 的流体扩散速度是 STBS 的 4.3 倍,是 MTBS 的 51 倍。利用具有特定涂层的多层概念可以使传感器在稳定性和灵敏度方面表现更佳。MTBS 的灵敏度最高,其线性方程斜率为 717.230 µA µM-1 cm-2。
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引用次数: 0
Color fastness and antimicrobial activity of Gardenia jasminoides extract against antimicrobial-resistant Staphylococcus aureus 栀子提取物的色牢度和抗耐药性金黄色葡萄球菌的抗菌活性
IF 2.3 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2024-11-06 DOI: 10.1186/s40691-024-00403-w
Eunsook Kim, Jooyi Kang, Jinhee Lee, Nayoung Choi

This study investigated the antimicrobial efficacies of fabrics (100% cotton and 100% silk) dyed with an ethanol extract of Gardenia jasminoides (G. jasminoides). More specifically, these fabrics were dyed using a G. jasminoides extract with a dye bath ratio of 1:20 at 40–60 °C for 60 min, followed by post-mordanting. The concentrations of the aluminum sulfate, copper sulfate, and ferrous sulfate mordants were each set to 3% (o.w.f.). The samples were mordanted using a mordant bath ratio of 1:30 at 40 °C for 20 min. The iron mordant slightly increased the dye uptake (K/S) of the cotton fabric but did not increase the dye uptake (K/S) of the silk fabric. The antimicrobial efficacies of the dyed fabrics against methicillin-resistant Staphylococcus aureus (MRSA) ATCC 33591 were determined to be 99.8 and 87.8% for the cotton and silk fabrics, respectively. The inhibitory effects of the cotton and silk fabrics against MRSA were 30.5 × and 167.3 × the inoculum size, respectively, indicating the superior inhibitory effect of the dyed cotton fabric. These results suggest that the fabrics dyed with G. jasminoides extract may possess antibacterial activity against antimicrobial-resistant bacteria.

本研究调查了用栀子(G. jasminoides)乙醇提取物染色的织物(100% 棉和 100% 真丝)的抗菌效果。更具体地说,这些织物是用栀子提取物染色的,染浴比为 1:20,染色温度为 40-60 °C,染色时间为 60 分钟,然后进行后染色。硫酸铝、硫酸铜和硫酸亚铁媒染剂的浓度均设定为 3%(o.w.f.)。使用媒染剂浴比为 1:30 的媒染剂在 40 °C 下对样品进行媒染 20 分钟。铁媒染剂略微提高了棉织物的染料吸收率(K/S),但没有提高丝织物的染料吸收率(K/S)。经测定,染色织物对耐甲氧西林金黄色葡萄球菌(MRSA)ATCC 33591 的抗菌率分别为 99.8%和 87.8%。棉织物和丝织物对 MRSA 的抑制效果分别为接种体大小的 30.5 倍和 167.3 倍,表明染色棉织物的抑制效果更佳。这些结果表明,用 G. jasminoides 提取物染色的织物可能具有抗耐药性细菌的抗菌活性。
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引用次数: 0
Analysis of fabric movement and dust removal performance due to twist motion in a clothing care system 分析衣物护理系统中因扭转运动而产生的织物运动和除尘性能
IF 2.3 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2024-10-08 DOI: 10.1186/s40691-024-00400-z
Hyojeong Kim, Dongju Yu, Hyeonhui Jeong, Sang Wook Lee, Changsang Yun

This study aims to explore effective dust removal methods for the improvement of clothing care systems by analyzing the fabric movement caused by the twist motion and examining its influence on dust removal performance. The finite element method simulation was used to model the tension at different vertical and horizontal positions of the fabric as a spring array, to calculate the fabric movements at each position over time when a twisting force was applied and enable comparison with experiments. When observing the fabric movement due to the twist motion with actual fabrics, silk showed the greatest movement, followed by cotton and linen. Cotton experienced decreasing force from the top to the bottom, with increased amplitude at the bottom due to fluttering caused by the bottom not being fixed. When examining the fabric movement according to the velocity, slower velocity did not effectively transmit twist force to the bottom, while faster velocity resulted in more small movements. The analysis revealed that greater force at faster velocity led to better dust removal performance. Therefore, for efficient dust removal, the force transmitted to the fabric should be increased. Most dust is removed within the first 10 min, so exerting a strong force for a short duration is important.

本研究旨在通过分析扭转运动引起的织物运动及其对除尘性能的影响,探索改进衣物护理系统的有效除尘方法。研究采用有限元法模拟,将织物在不同垂直和水平位置上的张力建模为弹簧阵列,计算出施加扭转力时织物在各个位置上随时间变化的运动情况,并与实验结果进行对比。用实际织物观察扭转运动引起的织物运动时,丝绸的运动幅度最大,其次是棉布和亚麻布。棉布从上到下受力逐渐减小,由于底部没有固定导致飘动,底部振幅增大。在根据速度研究织物运动时,较慢的速度不能有效地将捻力传递到底部,而较快的速度则导致更多的微小运动。分析表明,速度越快,力越大,除尘效果越好。因此,为了有效除尘,应增加传递到织物上的力。大部分灰尘在最初的 10 分钟内被清除,因此在短时间内施加强大的力是很重要的。
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引用次数: 0
Analysis of plantar pressure of midsole prepared by 3d printed biomimetic structures with different densities 不同密度 3D 打印仿生结构制备的中底足底压力分析
IF 2.3 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2024-09-30 DOI: 10.1186/s40691-024-00402-x
Jing Li, Imjoo Jung, Sunhee Lee

This study investigates the impact of 3D printed midsoles with biomimetic structures of varying densities on plantar pressure during static and dynamic motions. The midsoles were designed with three densities of Tyson polygon (TS) structures: 1TS, 2TS, and 3TS. Plantar pressure tests were conducted on midsoles during static and dynamic motions such as walking, running, and jumping. The data were analyzed based on hypotheses related to samples, motions, and 10 plantar pressure zones. As results, for static motion, all midsoles improved pressure distribution and reduced peak pressure compared to barefoot conditions, with 1TS being the most effective. During dynamic motions, 1TS and 2TS effectively distributed plantar pressure in the midfoot and heel areas, while 3TS provided better support and stability during high-intensity activities like jumping. Statistical analysis revealed that 1TS offered comfort and flexibility but lacked support, 2TS balanced support and cushioning, and 3TS provided superior support and stability but reduced elasticity during jumps. In dynamic motions, 1TS excelled in walking, and 2TS performed best in high-intensity activities such as running and jumping. In the meta areas (M2 and M3), 1TS reduced pressure by over 30% during walking and nearly 40% during running, while 3TS showed similar reductions during jumping, with BF showing higher pressures compared to running. Thus, this study highlights the effectiveness of 1TS and 2TS in reducing pressure in the meta and midfoot areas, emphasizing the importance of selecting the right midsole density for optimal comfort and performance across different activities.

本研究调查了具有不同密度生物仿生结构的 3D 打印中底在静态和动态运动中对足底压力的影响。中底设计了三种密度的泰森多边形(TS)结构:1TS、2TS 和 3TS。在行走、跑步和跳跃等静态和动态运动中,对中底进行了足底压力测试。根据与样本、运动和 10 个足底压力区相关的假设对数据进行了分析。结果显示,在静态运动中,与赤足相比,所有鞋垫都能改善压力分布并降低压力峰值,其中 1TS 效果最好。在动态运动中,1TS 和 2TS 有效地分散了中足和足跟部位的足底压力,而 3TS 则在跳跃等高强度运动中提供了更好的支撑和稳定性。统计分析显示,1TS 提供了舒适性和灵活性,但缺乏支撑性;2TS 平衡了支撑性和缓冲性;3TS 在跳跃时提供了出色的支撑性和稳定性,但弹性有所降低。在动态运动中,1TS 在步行中表现出色,而 2TS 在跑步和跳跃等高强度活动中表现最佳。在元区(M2 和 M3),1TS 在行走时能减少 30% 以上的压力,在跑步时能减少近 40% 的压力,而 3TS 在跳跃时也能减少类似的压力,与跑步相比,BF 显示出更高的压力。因此,这项研究强调了1TS和2TS在减少元区和中足区压力方面的有效性,强调了在不同活动中选择合适的中底密度以获得最佳舒适度和性能的重要性。
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引用次数: 0
Reinforcement structure design and matrix model establishment of tubular 3D weaving based on ordinary loom 基于普通织机的管状三维织造的加固结构设计和矩阵模型建立
IF 2.3 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2024-09-27 DOI: 10.1186/s40691-024-00401-y
Xu Wang, Shaocong Li, Duowen Xiang

In order to optimize the design of three-dimensional tubular woven (3DTW), a design method and matrix model of 3DTW were proposed based on normal loom, where 3D woven was used as tube wall and the weaving method of tubular fabric was applied. Herein, 3D woven was used as the tube wall to obtain the face weave diagram, and the back weave diagram was subsequently obtained by the “negative flip” method. According to the method of layering weaving, the structure diagram of 3DTW could be determined. In order to obtain back weave matrix, the elements in the face weave matrix were replaced and reordered by MATLAB function, and Kronecker product operation was used to achieve the proportional embedding of the face and the back weave matrix and the assignment of the face warp by lifting point elements when weaving the back weft. Finally, the weave matrix of 3DTW was obtained. The proposed design method and matrix model can improve the design efficiency and reduce weaving cost of 3DTW, which could provide a reference for the design and preparation of 3DTW.

为了优化三维管状织物(3DTW)的设计,提出了一种基于普通织机的三维管状织物设计方法和矩阵模型,其中以三维织物作为管壁,并应用管状织物的织造方法。在这里,使用三维织物作为管壁来获得面织图,然后通过 "负翻转 "法获得背织图。根据分层编织的方法,可以确定 3DTW 的结构图。为了得到背纬矩阵,利用 MATLAB 函数对面纬矩阵中的元素进行了替换和重排序,并利用 Kronecker 积运算实现了面纬矩阵和背纬矩阵的比例嵌入,以及在织造背纬时通过提升点元素对面经进行赋值。最后得到了 3DTW 的编织矩阵。所提出的设计方法和矩阵模型可以提高 3DTW 的设计效率,降低织造成本,为 3DTW 的设计和制备提供参考。
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引用次数: 0
Relationships between morphological factors and heat extraction from the upper arm using liquid cooling garment 形态因素与使用液体冷却服装从上臂提取热量之间的关系
IF 2.3 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2024-09-26 DOI: 10.1186/s40691-024-00396-6
Maria Stenkina, Ga-Young Lim, Yujean Ghim, Hyun-Soo Kim, Joo-Young Lee

Astronauts wear liquid perfused garments inside their outer spacesuits for regulating body temperature. The present study explored relationships between local heat production from the upper arm and body morphology while wearing liquid perfused sleeve. Heat extraction from the upper arm of 19 subjects (8 males and 11 females) during three different exercise modes (running at 6–8 km∙h−1, cycling at 40–55 W, and arm ergometer at 10–20 W) and rest has been investigated. The total body fat (27.5 ± 7.2%), body mass index (24.4 ± 2.7 kg·m−2), arm surface area (589 ± 90 cm2), and arm volume (1300 ± 300 mL) were considered as covariates. Subjects wore a liquid perfused sleeve over the upper arm (left) with the water inlet temperature of 24.0 ± 0.3 °C and the heat extraction was calculated using the water flow rate and temperature differences. Heat extraction from the upper arm showed no significant differences among the three exercises. During cycling, there was a negative relationship between heat extraction and total body fat (r = − 0.527, P < 0.05). Heat extraction was more related to the arm volume (P < 0.05) than the surface area of the upper arm, which was significant only for the male group in the cycling mode. For the female group, heat extraction was related to upper arm temperature in the cycling and arm exercise modes (for both exercises P < 0.05). These results can be applied to improve liquid cooling garments for astronauts, considering their body morphology and sex.

宇航员在外太空服内穿戴液体灌注衣,以调节体温。本研究探讨了穿戴液体灌注袖套时上臂局部产热与身体形态之间的关系。研究了 19 名受试者(8 男 11 女)在三种不同运动模式(6-8 公里/小时-1 的跑步、40-55 瓦的自行车运动和 10-20 瓦的臂力计运动)和休息时上臂的发热情况。身体总脂肪(27.5 ± 7.2%)、体重指数(24.4 ± 2.7 kg-m-2)、手臂表面积(589 ± 90 cm2)和手臂体积(1300 ± 300 mL)被视为协变量。受试者在上臂(左侧)穿戴液体灌注袖套,进水温度为 24.0 ± 0.3 °C,利用水流速度和温差计算热量萃取。从上臂汲取的热量在三种运动中没有明显差异。在骑自行车期间,热量萃取与身体总脂肪之间呈负相关(r = - 0.527,P < 0.05)。与上臂表面积相比,热量萃取与手臂体积的关系更大(P <0.05),这只对骑自行车模式下的男性组有显著影响。就女性组而言,在骑自行车和手臂运动模式下,热量萃取与上臂温度有关(两种运动均为 P < 0.05)。考虑到宇航员的身体形态和性别,这些结果可用于改进宇航员的液体冷却服装。
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引用次数: 0
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