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Development of a fabric classification system using drapability and tactile characteristics 利用悬垂性和触感特征开发织物分类系统
IF 2.4 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2024-01-22 DOI: 10.1186/s40691-023-00368-2
Somin Lee, Yoojung Han, Changsang Yun

When producing clothing using virtual fitting technology or purchasing textile and clothing products online, it is challenging to make judgments or communicate information about sensory characteristics, such as drapability and tactile sensations, as there are no clear objective indicators for these factors. Therefore, the study aims to develop a classification system for the sensory properties of fabrics using drapability and tactile characteristics as quantitative indicators. The developed system was verified through subjective evaluations by an expert group, and it was found to be meaningful in reflecting classification levels in practice. The drapability and tactile sensation (softness; TS7) of the fabric were classified using fuzzy c-means cluster analysis, and the results were confirmed through a subjective evaluation by experts. The classification system was then used to predict the classification group, constituted by drapability and tactile characteristics, from mechanical properties using an artificial neural network. The network was trained on 534 fabric samples for drapability and tactile sensation (softness), and it correctly predicted 202 samples out of 243 validation data, with a forecasting accuracy of 83.5%. The developed classification system enables predictions and judgments about subjective characteristics like fabric drapability and tactile sensation based on the mechanical property values of various samples.

在使用虚拟试衣技术生产服装或在网上购买纺织品和服装产品时,由于悬垂性和触感等感官特性没有明确的客观指标,因此很难对这些特性做出判断或传递相关信息。因此,本研究旨在以悬垂性和触感特性为量化指标,开发一套织物感官特性分类系统。专家组通过主观评价对所开发的系统进行了验证,发现该系统在反映实践中的分类等级方面很有意义。织物的悬垂性和触感(柔软度;TS7)采用模糊 c-means 聚类分析进行分类,并通过专家的主观评价对结果进行确认。然后,利用人工神经网络将分类系统用于预测由悬垂性和触感特性构成的机械特性分类组。该网络在 534 个织物样本上进行了悬垂性和触感(柔软度)的训练,在 243 个验证数据中正确预测了 202 个样本,预测准确率为 83.5%。所开发的分类系统可根据各种样品的机械性能值对织物的悬垂性和触感等主观特性进行预测和判断。
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引用次数: 0
Facile fabrication and characterization of MXene/cellulose composites for electrical properties, electric heating performance 轻松制备并表征 MXene/纤维素复合材料的电性能和电热性能
IF 2.4 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2024-01-02 DOI: 10.1186/s40691-023-00356-6
Chan Sol Kang, Jong Kyu Kim, Chae-Seok Lee, HoJong Chang, Yeong Heon Cho, Cheera Prasad, Hyeong Yeol Choi

Developing energy-efficient and multifunctional wearable electronic textiles (E-textiles) is a significant challenge. This study investigates MXene-coated cellulose hybrid fibers, focusing on their electrical properties, heating performance, and thermal stability. The fabrication process involves continuous dipping of cellulose fibers into an aqueous MXene solution, resulting in the creation of MXene-coated cellulose hybrid fibers. We confirm the uniform coating of MXene sheets on the cellulose fiber surfaces, with increasing content throughout the dip coating cycle, as evidenced by X-ray diffraction and scanning electron microscopy analysis. The high thermal conductivity of MXene acts as a heat source, impacting the thermal stability of cellulose fibers at lower temperatures. Additionally, the electrical properties of MXene/cellulose hybrid fiber composites are influenced at elevated temperatures. Remarkably, the longitudinal electrical conductivity of the MXene-coated cellulose fiber composites exhibits a notable increase of 0.06 S/cm after the final coating cycle, demonstrating the effective and conductive nature of the layer-by-layer MXene network formed on the cellulose fibers.

开发高能效、多功能的可穿戴电子纺织品(E-textiles)是一项重大挑战。本研究对 MXene 涂层纤维素混合纤维进行了研究,重点关注其电气性能、加热性能和热稳定性。制造过程包括将纤维素纤维连续浸入 MXene 水溶液中,从而制造出 MXene 涂层纤维素混合纤维。通过 X 射线衍射和扫描电子显微镜分析,我们证实纤维素纤维表面均匀涂覆了 MXene 片材,并且在整个浸涂周期中含量不断增加。MXene 的高导热性可作为热源,影响纤维素纤维在较低温度下的热稳定性。此外,MXene/纤维素混合纤维复合材料的电气性能在高温下也会受到影响。值得注意的是,MXene 涂层纤维素纤维复合材料的纵向电导率在最后一个涂层周期后显著增加了 0.06 S/cm,这表明在纤维素纤维上形成的逐层 MXene 网络具有有效的导电性。
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引用次数: 0
Quantitative analysis of 3D seam shape according to easing conditions for efficient sewing using muslin 使用薄纱根据缓和条件定量分析三维缝形,以提高缝纫效率
IF 2.4 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2023-12-06 DOI: 10.1186/s40691-023-00364-6
Hyojeong Lee, Sunhee Park, Yejin Lee

This study quantitatively analyzes the data of 3D seam shapes that alter according to easing conditions. By numerically approaching easing, which is only taught using traditional methods, this study suggests a method of analyzing the changes in 3D surface area, volume, and seam shape. The 3D data of the completed samples were obtained through a 3D scanner, the solid shapes were analyzed using reverse engineering, and a new program was developed. The shape, area, and volume of the data were analyzed, and the deformation rate was measured using the radius of curvature. Linear seam lines were bent because of the mechanical pushing inflicted by the garment with easing. The area increased dramatically as the ease amount increased when the seam lines were short, whereas it was relatively unaffected when seam lines were long. The radii of curvature for curved seam lines show that, for all samples, the waveform is high at the center where the seam is. The peak value did not increase for curved seams when the ease amount increased. The sum of the areas increased with a larger radius of curvature for the curved seams. It is a crucial reference for easing in garments regarding quantitative changes in seam shapes and volumes according to easing type and amount.

本研究定量分析了随放宽条件变化的三维接缝形状数据。通过对传统方法中仅有的缓和进行数值化处理,本研究提出了一种分析三维表面积、体积和接缝形状变化的方法。通过三维扫描仪获得了已完成样品的三维数据,利用逆向工程分析了实体形状,并开发了一个新程序。对数据的形状、面积和体积进行了分析,并利用曲率半径测量了变形率。线性接缝线弯曲的原因是服装在放宽时产生的机械推力。缝线短时,随着缓和量的增加,面积急剧增大,而缝线长时,面积相对不受影响。弧形接缝线的曲率半径显示,对于所有样本,接缝中心的波形都很高。弧形接缝的峰值并没有随着疏松度的增加而增加。曲线接缝的曲率半径越大,面积总和越大。根据缓和类型和缓和量对接缝形状和体积的定量变化提供了重要的服装缓和参考。
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引用次数: 0
Innovative flexible thermal storage textile using nanocomposite shape-stabilized phase change materials 采用纳米复合形状稳定相变材料的创新柔性储热纺织品
IF 2.4 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2023-12-01 DOI: 10.1186/s40691-023-00363-7
Farideh Zeighampour, Akbar Khoddami, Patricia I. Dolez

A novel flexible thermal storage system based on organic phase change materials (PCMs) deposited on a non-woven polyester (PET) substrate is described in this article. Thermally regulating effects were created via encapsulation of polyethylene glycol (PEG) in carbon nanofibers (CNFs) to manufacture a shape-stable phase change material (SSPCM). Improvement in the thermal conductivity (TC) of the system was obtained by incorporating reduced graphite oxide nanoparticles (rGONP) into the CNFs. A new method was applied to load and secure the manufactured SSPCMs on the fibrous substrate so that an acceptable level of flexibility was preserved (change in bending length less than 30%). The sample performance was evaluated by measuring its thermal properties. The physical properties, wash fastness, abrasion resistance, morphology, and PCM leakage of the samples were also assessed. The results point to a good thermal storage ability of the samples with characteristic phase change temperature ranges of 30.1–31.4 °C and 19.2–24.3 °C for melting and freezing, respectively, and a latent heat of 8.9–22.9 J g−1 for meting and 11.2–21.4 J g−1 for freezing. The use of the CNF-rGONP for PEG enhanced the TC of the system by 454%, thus providing a rapid thermal response, and efficiently prevented the leakage of PEG. Finally, the loading and fixation method on the non-woven substrate allowed an acceptable level of durability with less than 4% of weight loss during washing and abrasion tests. This system provides a promising solution for rapid response, flexible thermal storage wearables.

本文介绍了一种基于有机相变材料(PCMs)沉积在无纺布聚酯(PET)衬底上的柔性储热系统。通过将聚乙二醇(PEG)封装在碳纳米纤维(CNFs)中来制造形状稳定的相变材料(SSPCM),从而产生热调节效应。通过将还原氧化石墨纳米颗粒(rGONP)加入CNFs中,系统的导热性(TC)得到了改善。采用一种新方法将制造的sspcm加载并固定在纤维基板上,以保持可接受的柔韧性水平(弯曲长度变化小于30%)。通过测量其热性能来评价样品的性能。还评估了样品的物理性能,洗涤牢度,耐磨性,形貌和PCM泄漏。结果表明,样品具有良好的储热能力,熔融和冻结时的特征相变温度分别为30.1 ~ 31.4℃和19.2 ~ 24.3℃,相遇时的潜热为8.9 ~ 22.9 J g−1,冻结时的潜热为11.2 ~ 21.4 J g−1。CNF-rGONP用于PEG,使系统的TC提高了454%,从而提供了快速的热响应,并有效地防止了PEG的泄漏。最后,在无纺布基材上的加载和固定方法在洗涤和磨损测试中允许可接受的耐久性水平,重量损失小于4%。该系统为快速响应,灵活的热存储可穿戴设备提供了一个有前途的解决方案。
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引用次数: 0
Subjective perceptions of 8, 11 and 14°C chemotherapy liquid cooled gloves and socks 主观感知8,11和14°C化疗液体冷却手套和袜子
IF 2.4 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2023-11-20 DOI: 10.1186/s40691-023-00358-4
Sang-Hyun Roh, Yoon Jeong Baek, Hye-Lin Lee, Do-Shin Lee, Chan Hyeok Kang, Joo-Young Lee

We investigated the effects of peripheral cooling using chemotherapy gloves and socks at three cooling temperatures on subjective perceptions. The hands and feet were cooled with 8, 11, and 14°C by water-perfused gloves or socks. Nine females participated in six experimental conditions: hands or feet cooling at 8, 11, and 14°C. The heat was extracted at 3.8, 5.4, and 7.7 kJ·min1 via the gloves and at 4.1, 6.0, and 9.0 kJ·min-1 via the socks. While the results showed that overall subjective perceptions did not differ among the three temperatures (~ 9.0 kJ·min-1), there were significant differences in local thermal comfort, pain sensation, and pain discomfort among the three cooling temperatures (P < 0.05). When cooling the hands or feet at 8, 11 or 14°C, subjects felt ‘cold’ or ‘cool’, on average, at the end of 60-min cooling with no significant differences among the three temperatures, whereas subjects felt more uncomfortable at 8°C than 14°C for cooling either the hands or feet (P < 0.05). Subjects felt more pain at 8°C than 14°C cooling for both hands and feet. These results indicate that the 8°C cooling for 60 min might cause uncomfortable pain sensation, especially for cold-vulnerable individuals. We recommend 1) a cooling bout of less than 60 min, 2) a cooling temperature higher than 8oC when cooling the hands or feet, and 3) a higher temperature for the feet when the hands are simultaneously cooled. However, the present results on subjective perceptions should be interpreted with peripheral vasoconstriction of fingers and toes while cooling.

我们研究了在三种冷却温度下使用化疗手套和袜子进行外周冷却对主观感知的影响。手和脚分别用8、11和14°C的水浸手套或袜子冷却。九名女性参与了六种实验条件:手或脚在8°C、11°C和14°C冷却。通过手套以3.8、5.4和7.7 kJ·min-1吸热,通过袜子以4.1、6.0和9.0 kJ·min-1吸热。结果显示,三种温度(~ 9.0 kJ·min-1)下,受试者的整体主观知觉无显著差异,但三种温度下的局部热舒适、疼痛感觉和疼痛不适感存在显著差异(P < 0.05)。当在8°C、11°C或14°C冷却手或脚时,在60分钟的冷却结束时,受试者平均感到“冷”或“凉”,三种温度之间没有显著差异,而在8°C冷却手或脚时,受试者感觉比14°C更不舒服(P < 0.05)。受试者在8°C时比在14°C时感到手脚更痛。这些结果表明,8°C降温60分钟可能会引起不舒服的疼痛感,特别是对于寒冷易感的个体。我们建议1)冷却回合少于60分钟,2)冷却手或脚时冷却温度高于8摄氏度,3)双手同时冷却时脚的温度更高。然而,目前对主观知觉的结果应该与冷却时手指和脚趾的周围血管收缩解释。
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引用次数: 0
In situ anchoring iron oxide nanoparticles onto polyester/disperse dye for production of multifunctional fabrics 原位锚定氧化铁纳米颗粒在聚酯/分散染料上用于生产多功能织物
IF 2.4 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2023-11-15 DOI: 10.1186/s40691-023-00362-8
Tarek Abou Elmaaty, Sherif Abd Elsalam, Shaimaa Helal, Shereen A. Abdeldayem

Medical textiles, including surgical gowns, masks are used as obstacles to prevent the risk of infection for both doctor and patient. The widespread of bacteria and viruses, e.g. chronic hepatitis B, hepatitis C and currently Covid-19 viruses in the patient population is very common. In this work, multifunctional eco-friendly polyester fabrics have been produced by in situ impregnation of 2-((E)-(2-(2,4-dinitrophenyl)hydrazono)methyl)-4-((E)-phenyldiazenyl)phenol disperse dye onto magnetic iron oxide nanoparticles. The technique endowed polyester fabrics with a new color as well as magnetic and antibacterial functionalities. The colored magnetic nanoparticles showed high affinity toward fabrics. Besides, the unbound dye could be easily collected from wastewater by a magnet, significantly facilitate the wastewater treatment. The treated fabrics were analyzed by energy dispersive X-ray spectroscopy, scanning electron microscopy, X-ray diffraction and vibrating sample magnetometry. Colorimetric values, tensile properties and fastness of the composite fabrics were also measured. The tensile properties of the composite were increased after functionalization. The wettability features of the fabric were investigated and showed a significant improvement. Also, the toxicity of the resulted fabric was exhibited low toxicity against wi-38 cell line. These results indicate the potentiality of the suggested technique in producing multifunctional fabrics with various applications, especially as medical textiles.

医用纺织品,包括手术服和口罩,被用作防止医生和病人感染风险的障碍。细菌和病毒(如慢性乙型肝炎、丙型肝炎和目前的Covid-19病毒)在患者群体中的广泛传播是非常常见的。本研究将2-((E)-(2-(2,4-二硝基苯)肼)甲基)-4-((E)-苯基二氮基)苯酚分散染料原位浸渍在磁性氧化铁纳米颗粒上,制备了多功能环保聚酯织物。该技术赋予涤纶织物新的颜色,以及磁性和抗菌功能。有色磁性纳米颗粒对织物具有较高的亲和性。此外,未结合的染料可以很容易地被磁铁从废水中收集,大大方便了废水处理。采用能量色散x射线能谱、扫描电镜、x射线衍射和振动样品磁强计对织物进行了分析。测定了复合织物的比色值、拉伸性能和牢度。功能化后,复合材料的拉伸性能得到提高。对织物的润湿性能进行了研究,发现织物的润湿性能有明显改善。结果表明,该织物对wi-38细胞株的毒性较低。这些结果表明,所建议的技术在生产具有各种用途的多功能织物,特别是作为医用纺织品方面具有潜力。
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引用次数: 0
How “K-Style” has influenced the younger generation through local Vietnamese influencers “K-Style”是如何通过越南当地的影响者影响年轻一代的
IF 2.4 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2023-10-25 DOI: 10.1186/s40691-023-00359-3
Habin Kim, Ho Jung Choo

This study delves into the dissemination of K-Style in Vietnam, highlighting the multifaceted role of influencers in co-creating Korean culture through vivid videos that embrace and customize K-Style. Our study reveals the interconnectedness of K-Style practice elements (grooming material, styling competence, imagery meaning) and practice systems. We contribute to the understanding of ‘style’ as a concept connected to ethnic contexts and processes. By aligning practice elements, ‘non-carriers’ contribute to constructing the image of ‘Korean style’. Overseas social influencers hold more significant sway over local consumers, adapting to their sociocultural and ethnic characteristics. This study unveils the process through which everyday life accumulates through practice and eventually forms into culture by analyzing the discourse of influencers naturally present in daily life. Our research offers several significant contributions: (1) A topological approach to the hybridization of the K-Style was employed by analyzing real-time cultural transformation captured in videos. (2) Additionally, the process of cultural diffusion by Vietnamese influencers for Korean culture was identified, thus laying the groundwork for future research on consumption culture migration and evolution.

本研究深入探讨了K-Style在越南的传播,通过生动的视频,突出了影响者在共同创造韩国文化中的多方面作用,这些视频拥抱和定制K-Style。我们的研究揭示了K-Style实践要素(修饰材料、造型能力、意象意义)和实践系统的相互联系。我们致力于将“风格”理解为一个与种族背景和过程相关的概念。通过对实践要素的整合,“非载体”有助于塑造“韩式”形象。海外社会影响者对当地消费者的影响力更大,适应了当地的社会文化和民族特征。本研究通过分析日常生活中自然存在的影响者话语,揭示了日常生活通过实践积累并最终形成文化的过程。我们的研究提供了几个重要的贡献:(1)通过分析视频中捕获的实时文化转型,采用K-Style杂交的拓扑方法。(2)此外,本文还确定了越南影响者对韩国文化的文化传播过程,为未来消费文化迁移与演变的研究奠定了基础。
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引用次数: 0
Developing an AI-based automated fashion design system: reflecting the work process of fashion designers 开发基于人工智能的自动化服装设计系统:反映服装设计师的工作过程
IF 2.4 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2023-10-25 DOI: 10.1186/s40691-023-00360-w
Woojin Choi, Seyoon Jang, Ha Youn Kim, Yuri Lee, Sang-goo Lee, Hanbit Lee, Sungchan Park

With the recent expansion of the applicability of artificial intelligence into the creative realm, attempts are being made to use AI (artificial intelligence) in the garment development system in various ways, both in academia and the fashion business. Several IT companies have developed and possess AI-based garment design technologies that utilize StyleGAN2 for image transformation. However, they are not widely utilized in the fashion business. Since fashion brands need to create numerous designs to launch new garment products for at least two seasons per year, the adoption of AI-based garment design generation technology can be one way to increase work efficiency. Therefore, this research aims to collect and analyze existing cases of AI-based garment design tools in order to identify the similarities and differences between the garment development processes of human designers and the existing AI-based garment design tools. Based on this analysis, the research aims to develop an AI-based garment development system that takes into consideration the garment development process of human designers, incorporating fashion domain knowledge.

最近,随着人工智能的应用范围扩大到创意领域,学术界和时装界都在尝试以各种方式将人工智能(人工智能)应用于服装开发系统。几家IT公司已经开发并拥有了基于人工智能的服装设计技术,利用StyleGAN2进行图像转换。然而,它们并没有被广泛应用于时尚行业。由于时装品牌每年至少有两个季节需要创造大量的设计来推出新的服装产品,采用基于人工智能的服装设计生成技术可以提高工作效率。因此,本研究旨在收集和分析现有基于人工智能的服装设计工具的案例,以识别人类设计师的服装开发过程与现有基于人工智能的服装设计工具的异同。基于此分析,本研究旨在开发一个基于人工智能的服装开发系统,该系统考虑到人类设计师的服装开发过程,并结合时尚领域的知识。
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引用次数: 0
To die for: attractiveness, fashion, and health risks 为:吸引力、时尚和健康风险而死
IF 2.4 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2023-10-15 DOI: 10.1186/s40691-023-00361-9
Sharron J. Lennon, Minjeong Kim

The purpose of this research was to investigate perceptions of risks and benefits associated with popular risky fashion practices (tanning and wearing stilettos) among young adult women. Objectives were to (a) determine if fashion interest predicted benefit perceptions among young women, (b) determine the role of antecedents (fashion interest, risk perceptions, benefit perceptions, consumption emotions) in predicting the behavioral frequency of risky fashion practices, and (c) explore the extent to which tanning and wearing stilettos are similar/different in underlying mechanisms. Undergraduate women were emailed a link to a Qualtrics online survey and a total of 671 provided usable responses; 328 were tanners and 343 wore stilettos. Benefits tapped the attractiveness and fashionability that is expected from engaging in tanning and wearing stilettos, while risks focused on health risks such as melanoma or joint damage associated with tanning or wearing stilettos. Path analyses and decomposition of effects found that fashion interest was positively related to frequency of wearing stilettos, but was not related directly to tanning frequency. Fashion interest was a significant driver of perceived benefits for both risky behaviors. Benefit perceptions increased positive emotion and risk perceptions increased negative emotion; only positive emotion influenced the frequency of risky fashion practices. For both tanning and wearing stilettos, perceived benefits increased risky fashion practice frequency both directly and indirectly through positive emotion. However, perceived risks decreased fashion practice frequency only directly. Thus, perceived benefits outweigh perceived risks among women who engage in these risky fashion practices.

这项研究的目的是调查年轻成年女性对流行的冒险时尚行为(晒黑和穿细高跟鞋)的风险和收益的看法。目的是(a)确定时尚兴趣是否能预测年轻女性的利益感知,(b)确定前因(时尚兴趣、风险感知、利益感知、消费情绪)在预测风险时尚行为频率中的作用,以及(c)探索晒黑和穿细高跟鞋在潜在机制上的相似/不同程度。通过电子邮件向女大学生发送了Qualtrics在线调查的链接,共有671人提供了可用的回答;328人是皮革匠,343人穿细高跟鞋。好处是晒黑和穿细高跟鞋带来的吸引力和时尚感,而风险则是晒黑和穿细高跟鞋带来的健康风险,比如黑色素瘤或关节损伤。通径分析和效应分解发现,时尚兴趣与穿细高跟鞋的频率正相关,但与晒黑频率无直接关系。对时尚的兴趣是对这两种危险行为感知收益的重要驱动因素。利益感知增加积极情绪,风险感知增加消极情绪;只有积极情绪会影响冒险时尚行为的频率。无论是晒黑还是穿细高跟,感知到的好处都通过积极情绪直接或间接地增加了冒险时尚练习的频率。然而,感知风险只会直接降低时尚实践频率。因此,在从事这些冒险的时尚实践的女性中,感知到的好处大于感知到的风险。
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引用次数: 0
Missing body measurements prediction in fashion industry: a comparative approach 时尚产业中缺失的身体尺寸预测:比较方法
IF 2.4 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2023-10-05 DOI: 10.1186/s40691-023-00357-5
Philippe Meyer, Babiga Birregah, Pierre Beauseroy, Edith Grall, Audrey Lauxerrois

The use of artificial intelligence to predict body dimensions rather than measuring them by stylists or 3D scanners permits to obtain easily all measurements of individual consumers and can consequently reduce costs of population survey campaigns. In this paper, we have compared several models of machine learning to predict about 30 measurements used in fashion industry to construct clothes from 6 easy-to-measure body dimensions and demographic information. The four types of models we have studied are linear regressions, random forests, gradient boosting trees and support vector regressions. To construct and train them we have used anthropometric measurements of 9000 adult individuals of the French population collected by the French Institute of Textiles and Clothing (IFTH) during a national measurement campaign collected between 2003 and 2005. We have analyzed the model prediction performance in terms of individual and global predictions as well as the effect of the training dataset size and the importance of the input features. The linear and the support vector regressions have given the best results with respect to evaluation metrics, predicted distributions and have required less training data than tree-based models. It turns out that the weight and height have been the most important input features for the models considered while the hip girth has been the less important among the input measurements. Since the set of body dimensions used in fashion industry and the morphology depend on the gender, we have decided to treat men and women separately and to compare them.

使用人工智能来预测身体尺寸,而不是通过造型师或3D扫描仪来测量,可以很容易地获得个人消费者的所有尺寸,从而降低人口调查活动的成本。在本文中,我们比较了几种机器学习模型,从6个易于测量的身体尺寸和人口统计信息中预测时尚行业用于构建服装的大约30种测量。我们研究的四种模型是线性回归、随机森林、梯度增强树和支持向量回归。为了构建和培训他们,我们使用了法国纺织品和服装研究所(IFTH)在2003年至2005年期间收集的全国测量运动中收集的法国人口中9000名成年人的人体测量数据。我们分析了模型在个体和全局预测方面的预测性能,以及训练数据集大小和输入特征重要性的影响。线性回归和支持向量回归在评价指标、预测分布方面给出了最好的结果,并且比基于树的模型需要更少的训练数据。结果表明,体重和身高是被考虑的模型最重要的输入特征,而臀围在输入测量中则不那么重要。由于时尚界使用的身体尺寸集和形态取决于性别,我们决定将男性和女性分开对待并进行比较。
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引用次数: 0
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