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Foaming characterization of lightweight polylactic-acid filaments with various heating conditions to apply for additive manufacturing 轻量化聚乳酸长丝在不同加热条件下的发泡特性,以适用于增材制造
IF 3.5 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-12-04 DOI: 10.1186/s40691-025-00446-7
Dikshita Chowdhury, Sunhee Lee

This study focuses on analyzing lightweight polylactic acid (LW_PLA) filaments for additive manufacturing, using four commercially available LW_PLA filaments like PLA (Esun Co., Ltd, China), ePLA-LW (Esun Co., Ltd, China), LW-PLA (Colorfabb, Netherlands) and LW-PLA-HT (Colorfabb, Netherlands) to evaluate their 3D printing conditions. Thermal (DSC), rheological, heating and morphological analyses were conducted at temperatures from 200 to 240 °C, including tests on 3D-printed honeycomb structures. Results show that LW_PLA_CL (LW-PLA, Colorfabb, Netherlands) and LW_PLA_HT (LW-PLA-HT, Colorfabb, Netherlands) have superior foamability, dimensional stability and consistent viscoelastic properties, especially above 220 °C, compared with PLA and LW_PLA_ES. Both filaments maintained uniform expansion and low loss factors, making them highly suitable for lightweight foamed applications. This work fills a research gap by systematically linking foaming behavior with printability and provides clear guidelines for 3D printing process conditions for LW_PLA at 230 °C and 240 °C to achieve stable, high quality 3D printed materials.

本研究的重点是分析用于增材制造的轻质聚乳酸(LW_PLA)长丝,使用PLA (Esun Co., Ltd, China)、ePLA-LW (Esun Co., Ltd, China)、LW-PLA (Colorfabb, Netherlands)和LW-PLA- ht (Colorfabb, Netherlands)这四种市售的LW_PLA长丝来评估它们的3D打印条件。热(DSC)、流变学、加热和形态学分析在200至240°C的温度下进行,包括对3d打印蜂窝结构的测试。结果表明,与PLA和LW_PLA_ES相比,LW_PLA_CL (LW-PLA, Colorfabb,荷兰)和LW_PLA_HT (LW-PLA- ht, Colorfabb,荷兰)具有更好的发泡性、尺寸稳定性和一致的粘弹性,特别是在220°C以上。两种长丝保持均匀膨胀和低损耗系数,使其非常适合轻量化泡沫应用。本工作通过系统地将发泡行为与可打印性联系起来,填补了研究空白,并为LW_PLA在230°C和240°C下的3D打印工艺条件提供了明确的指导方针,以实现稳定、高质量的3D打印材料。
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引用次数: 0
Gen Z college students’ fashion consumption paradox: sustainable vs. fast fashion Z世代大学生的时尚消费悖论:可持续与快时尚
IF 3.5 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-12-01 DOI: 10.1186/s40691-025-00442-x
Ji Hye Kang, Casey Badal

Despite the reported paradox in Gen Z’s fashion consumption, research on their behavior within the coexisting sustainable and fast fashion markets remains limited. This study aims to investigate Gen Z college students’ fashion behavior by exploring the competitive coexistence of sustainable and fast fashion, employing a robust theoretical framework. An integrated research model combining the Theory of Planned Behavior (TPB) and the Value-Attitude-Behavior (VAB) framework is proposed to address the limitations of each approach. The model examines the hierarchical influence of personal values and attitudes toward sustainable and fast fashion on individual purchasing behavior while also exploring the impact of subjective norm (SN) and perceived behavioral control (PBC) on purchasing decisions for both sustainable and fast fashion. Structural equation modeling was used to test 14 hypotheses based on a dataset of 289 female Gen Z consumers. The results revealed values, attitudes, and perceived behavioral control play significant roles in both sustainable and fast fashion consumption, suggesting that different personal values lead to varying fashion behaviors. No significant attitude-behavior gap (e.g., ethically-minded consumers rarely purchasing ethically) was observed in sustainable fashion consumption, contrary to commonly reported findings. The relationship between sustainable and fast fashion consumption within Gen Z’s fashion market was also confirmed. Our findings enhance the understanding of Gen Z college students’ paradoxical purchasing behavior in relation to the major fashion retailers. The results help close the gap in sustainable fashion consumption research and offer valuable managerial insights.

尽管有报道称Z世代的时尚消费存在悖论,但对他们在共存的可持续和快速时尚市场中的行为的研究仍然有限。本研究旨在通过探讨可持续时尚与快时尚的竞争共存,对Z世代大学生的时尚行为进行调查,采用稳健的理论框架。针对计划行为理论(TPB)和价值-态度-行为(VAB)框架的局限性,提出了一种综合研究模型。该模型考察了个人价值观和对可持续和快时尚的态度对个人购买行为的层次影响,同时也探讨了主观规范(SN)和感知行为控制(PBC)对可持续和快时尚购买决策的影响。基于289名Z世代女性消费者的数据集,采用结构方程模型对14个假设进行了检验。结果显示,价值观、态度和感知行为控制在可持续和快时尚消费中都起着重要作用,表明不同的个人价值观导致不同的时尚行为。与通常报道的结果相反,在可持续时尚消费中没有观察到明显的态度-行为差距(例如,有道德意识的消费者很少以道德方式购买)。在Z世代的时尚市场中,可持续消费和快时尚消费之间的关系也得到了证实。我们的研究结果增强了对Z世代大学生与主要时尚零售商之间矛盾的购买行为的理解。研究结果有助于缩小可持续时尚消费研究的差距,并提供有价值的管理见解。
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引用次数: 0
Modeling and development of continuous textile structures utilizing 3D printing 利用3D打印的连续纺织结构建模和开发
IF 3.5 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-11-20 DOI: 10.1186/s40691-025-00438-7
Minseo Kim, Sohee Lee

This study explores the development of continuous textile structures utilizing Thermoplastic Polyurethane (TPU) through advanced 3D printing techniques—namely, Material Extrusion (MEX) and Conveyor Material Extrusion (CMEX). The research aims to address limitations in conventional textile manufacturing by introducing digitally fabricated textile architectures that offer design flexibility, production efficiency, and sustainability. Various TPU filaments were comparatively evaluated to determine optimal material properties, including thermal stability, tensile strength, and dyeability. Three textile geometries—plain weave, flat knit, and spacer fabric—were modeled and fabricated under optimized printing conditions. By adjusting parameters such as nozzle angle, line thickness, and inter-yarn gap, the study achieved structurally stable and visually consistent textile forms. CMEX printing, which utilizes an inclined nozzle and continuous conveyor bed, demonstrated superior capability for producing uninterrupted textile lengths, overcoming the spatial constraints of traditional MEX platforms. Surface morphology analyses and mechanical tests revealed that spacer fabrics exhibited the highest tensile and tear strengths, while flat knit structures maintained superior flexibility. Dyeing experiments confirmed that disperse dyes produced the most stable coloration, with good wash and moderate dry-cleaning fastness. This research contributes to the growing body of literature on additive manufacturing in textiles by offering practical insights into the feasibility of TPU-based printed textiles for apparel use. The findings highlight the potential of CMEX 3D printing to revolutionize textile production, enabling sustainable, on-demand, and customizable garment manufacturing.

本研究探索了利用热塑性聚氨酯(TPU)通过先进的3D打印技术,即材料挤压(MEX)和输送材料挤压(CMEX)的连续纺织结构的发展。该研究旨在通过引入提供设计灵活性、生产效率和可持续性的数字制造纺织品架构,解决传统纺织品制造的局限性。对各种TPU长丝进行了比较评估,以确定最佳的材料性能,包括热稳定性、拉伸强度和可染性。在优化的打印条件下,对三种织物几何形状——平纹织物、平纹织物和间隔织物进行了建模和加工。通过调整喷嘴角度、线粗、纱间间隙等参数,实现了结构稳定、视觉一致的织物形态。利用倾斜喷嘴和连续输送床的CMEX打印,克服了传统MEX平台的空间限制,展示了生产不间断纺织品长度的卓越能力。表面形貌分析和力学测试表明,间隔织物具有最高的拉伸和撕裂强度,而平编织结构保持了优越的柔韧性。染色实验证实,分散染料的染色效果最稳定,洗涤牢度好,干洗牢度适中。本研究通过提供基于tpu的服装印花纺织品可行性的实际见解,为纺织品增材制造的文献增长做出了贡献。该研究结果强调了CMEX 3D打印在纺织品生产方面的潜力,实现了可持续的、按需的、可定制的服装制造。
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引用次数: 0
Correction: Development and evaluation of accurate 3D human models using scan data: a comparison with SMPL and CLO models 更正:使用扫描数据开发和评估准确的3D人体模型:与SMPL和CLO模型的比较
IF 3.5 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-11-17 DOI: 10.1186/s40691-025-00443-w
Gyungin Jung, Minjoo Kang, Sungmin Kim
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引用次数: 0
Reducing microfiber release from polyester fabrics through optimization of spinning process parameters 通过优化纺丝工艺参数,减少涤纶织物的超细纤维脱出
IF 3.5 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-11-10 DOI: 10.1186/s40691-025-00441-y
Ming Chen, Hong Cui, Zhipeng Shen

This study investigates the influence of spinning process parameters on microfiber release from polyester fabrics, identifying yarn hairiness as the dominant controlling factor. Experimental results demonstrate an extremely high correlation (R2 = 0.997) between 3 mm hairiness and microfiber release, confirming protruding fibers as the primary shedding source. Among the parameters examined, spinning method exhibits greater influence than twist factor, with Siro compact spinning consistently delivering optimal performance by achieving minimal hairiness and microfiber release while maintaining high breaking strength. The optimal combination was determined as Siro compact spinning with a twist factor of 400. The research establishes that spinning method's effect on microfiber release is primarily indirect, mediated through its determination of yarn hairiness. These findings provide a scientific basis for source reduction of microplastic pollution in textiles, demonstrating that proper selection of spinning technologies and process parameters can significantly reduce microfiber shedding at the manufacturing stage. The study offers practical solutions for developing more sustainable textiles and advancing green manufacturing practices in the textile industry, contributing to environmental protection and circular economy objectives.

研究了纺丝工艺参数对涤纶织物超细纤维脱模的影响,确定了纱线毛羽是主要的控制因素。实验结果表明,3 mm的毛羽与微纤维的脱落具有极高的相关性(R2 = 0.997),证实了突出的纤维是主要的脱落源。纺纱方式对纺纱性能的影响大于捻度,Siro致密纺纱在保持高断裂强度的同时,毛羽和超细纤维释放量最小,始终保持最佳性能。确定了最优组合为Siro紧密纺丝,捻度系数为400。研究表明,纺纱方式对超细纤维释放的影响主要是间接的,通过纺纱方式对纱线毛羽的测定来调节。这些研究结果为减少纺织品中微塑料污染的来源提供了科学依据,表明合理选择纺纱技术和工艺参数可以显著减少纺织品制造阶段的微塑料脱落。该研究为开发更具可持续性的纺织品和推进纺织行业的绿色制造实践提供了切实可行的解决方案,有助于实现环境保护和循环经济目标。
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引用次数: 0
Effects of compression legwear on postural stability and lower limb biomechanics during single-leg drop landing: a randomized cross-over study 单腿落体时压缩腿裤对姿势稳定性和下肢生物力学的影响:一项随机交叉研究
IF 3.5 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-11-03 DOI: 10.1186/s40691-025-00440-z
Qiu-Qiong Shi, Kit-Lun Yick, Lin Liu, Rui-Feng Huang, Chu-Hao Li, Jin Long Wu

This randomized cross-over study investigates the impacts of different types of legwear on postural stability and lower limb biomechanics during single-leg drop landing (SDL). Eleven active healthy males (age: 26.0 ± 3.1 years; height: 170.2 ± 6.5 cm; weight: 67.6 ± 8.1 kg) have participated in this study and randomly received three different types of commercially available legwear for testing. Thirty reflective markers were adhered overlying bony landmarks the lower limbs. An eight-camera motion capture system with two force plates were synchronized and kinematic and kinetic data, respectively, at a sampling frequency of 100 Hz. The participants performed barefoot, single-leg drop landings from a 40-cm platform onto the force plate with the instruction to remain stationary for 5 s. Dependent variables included: time to the maximum vertical ground reaction force, time to stabilization, center of pressure displacement, and dynamic postural stability index and joint motion in all three planes. One-way repeated measures ANOVA were used to determine if there were differences between the three conditions with statistical significance accepted. The results demonstrated that the type of legwear significantly influenced landing biomechanics. Notably, the ankle-length compression tights were significantly associated with an improved dynamic postural stability index and a reduction in peak frontal plane moments at the knee and hip compared to the control condition. These findings suggest that ankle-length compression legwear may enhance landing stability by improving frontal plane control during SDLs. This indicates a potential for such garments to reduce injury risk in sports that involve similar landing demands, highlighting their practical significance for athletes and researchers in sports science and medicine.

这项随机交叉研究探讨了不同类型的护腿对单腿落地时姿势稳定性和下肢生物力学的影响。11名健康活跃男性(年龄:26.0±3.1岁,身高:170.2±6.5 cm,体重:67.6±8.1 kg)参加了本研究,随机接受了三种不同类型的市售腿裤进行测试。30个反射标记贴在下肢骨标记上。采用八摄像头运动捕捉系统,在100 Hz的采样频率下,分别对两个测力板进行同步和运动学和动力学数据采集。参与者赤脚,单腿从一个40厘米的平台上跌落到测力板上,并被指示保持静止5秒。相关变量包括:到达最大垂直地面反力所需的时间、到达稳定所需的时间、压力位移中心以及三个平面的动态姿态稳定指数和关节运动。采用单因素重复测量方差分析确定三种情况之间是否存在统计学显著性差异。结果表明,腿型对着地生物力学有显著影响。值得注意的是,与对照组相比,踝长紧身衣与动态姿势稳定指数的改善以及膝关节和髋关节前平面峰值力矩的减少显著相关。这些研究结果表明,脚踝长度的压缩绑腿可以通过改善SDLs时的正面平面控制来提高着陆稳定性。这表明这种服装在涉及类似着陆要求的运动中具有降低受伤风险的潜力,突出了它们对运动员和运动科学和医学研究人员的实际意义。
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引用次数: 0
Development of a body type optimized pattern library based on fit adjustment frameworks 基于拟合调整框架的体型优化模式库的开发
IF 3.5 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-10-29 DOI: 10.1186/s40691-025-00437-8
Jiyoung Choi, Hee Eun Choi

This study introduces systematic fit adjustment frameworks to improve garment fit for diverse body types, and describes the development of a body type optimized pattern library for Made-to-Measure (MTM) apparel systems. The frameworks were designed to standardize adjustments by addressing structural and detailed fit imbalances. Unlike traditional methods reliant on empirical judgment, this approach identifies key fit imbalance factors-proportion, drop, and lateral posture- through expert evaluations of a block pattern on 126 virtual 3D fit models (size 100; chest circumference 98.5–101.4 cm). Based on these evaluations, a total of 48 optimized patterns were generated. These are organized in a three-dimensional pattern matrix combining: three proportion types (P, R, T), four drop types (Y, A, B, BB), and four lateral posture types (NN, NS, SN, SS), thereby permitting precise morphological customization. Expert evaluations using 11 criteria demonstrated that optimized patterns significantly outperformed the block pattern (p < 0.001) in ease allowance, balance, and seam alignment. Subsequent real-fit validation with muslin prototypes confirmed improvements in garment balance and reductions in drag lines, gaps, and hikes, verifying the effectiveness of virtual modifications. The introduced pattern library and frameworks offer a structured foundation for integrating modular pattern systems into digital MTM platforms, facilitating scalable automation and advancing mass customization with significantly improved fit.

本研究引入了系统的合身调整框架,以改善不同体型的服装合身度,并描述了针对量身定制(MTM)服装系统的体型优化模式库的开发。该框架旨在通过解决结构和详细的配合不平衡来标准化调整。与依赖经验判断的传统方法不同,该方法通过专家对126个虚拟3D拟合模型(尺寸100;胸围98.5-101.4 cm)的块模式进行评估,确定了关键的拟合不平衡因素——比例、下降和侧向姿势。在此基础上,共生成了48个优化模式。这些被组织在一个三维模式矩阵组合中:三种比例类型(P, R, T),四种滴型(Y, a, B, BB)和四种横向姿势类型(NN, NS, SN, SS),从而允许精确的形态定制。使用11个标准的专家评估表明,优化后的模式在轻松余量、平衡和接缝对齐方面明显优于块模式(p < 0.001)。随后用细布原型进行的实际合身验证证实了服装平衡的改善,并减少了拖线、间隙和凸起,验证了虚拟修改的有效性。引入的模式库和框架为将模块化模式系统集成到数字MTM平台提供了一个结构化的基础,促进了可扩展的自动化,并通过显著改进的适配性推进了大规模定制。
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引用次数: 0
Optimization of conductive composite threads for enhanced electro-mechanical stability 优化导电复合螺纹,提高机电稳定性
IF 3.5 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-10-27 DOI: 10.1186/s40691-025-00439-6
Soohyeon Rho, Hyelim Kim, Wonyoung Jeong

Ag-coated conductive yarns are highly attractive for electronic textiles (E-textiles) such as electrodes and wiring. Nevertheless, their applications are limited by poor surface durability under mechanical stress (e.g., stretching, bending, or rubbing), which compromises the performance. To address this, conductive composite threads were fabricated with polyester yarn (P) and Ag-coated polyamide yarn (AP) with varying fineness (AP70, AP100, AP140, and AP200) under different twisting configurations. In Group #1, with various AP fineness, the threads exhibited improved elongation and enhanced electro-mechanical stability, with 2P-AP140 showing the most balanced properties. In Group #2, with various twisting configurations, while twisting structures were varied. The results indicated that hybrid twisting combining dissimilar fibers (P and AP) led to improved fiber alignment, enhanced modulus, and reduced electrical resistance degradation during repeated stretch-recovery. Among all samples, 2P-AP140 demonstrated the most favorable performance, achieving elongation (33.53 ± 1.47%), and excellent resistance stability (ΔR/R₀ = 4.46 after 1 cycle and 7.61 after the first and 100 cycles, respectively). These outcomes are attributed to optimized filament packing, enhanced inter-filament alignment, and reduced surface roughness. Taken together, these results indicate that conductive yarn fineness and twist configuration are critical structural parameters that determine the mechanical resilience and electrical reliability of composite threads in smart textile applications. Among the fabricated samples, 2P-AP140 demonstrated the most favorable balance of flexibility and stability, making it a strong candidate for wearable technologies such as biometric sensors and flexible interconnects.

镀银导电纱是极具吸引力的电子纺织品(e -纺织品),如电极和布线。然而,它们的应用受到机械应力(例如拉伸、弯曲或摩擦)下表面耐久性差的限制,从而影响了性能。为此,以不同细度(AP70、AP100、AP140和AP200)的涤纶纱(P)和镀银锦纶纱(AP)在不同加捻配置下制成导电复合线。在组#1中,不同AP细度的螺纹表现出提高的伸长率和增强的机电稳定性,其中2P-AP140表现出最平衡的性能。组2具有不同的扭转构型,扭转结构也不同。结果表明,不同纤维(P和AP)的混合捻合可以改善纤维的排列,提高模量,并减少重复拉伸恢复过程中的电阻退化。在所有样品中,p - ap140表现出最好的性能,伸长率(33.53±1.47%)和优异的电阻稳定性(ΔR/R 0 = 4.46,第一次和100次循环后分别为7.61)。这些结果归因于优化的纤维包装,增强纤维间对齐,并降低表面粗糙度。综上所述,这些结果表明,导电纱的细度和捻度配置是决定智能纺织品应用中复合线的机械弹性和电气可靠性的关键结构参数。在制备的样品中,p - ap140在灵活性和稳定性方面表现出最有利的平衡,使其成为生物识别传感器和柔性互连等可穿戴技术的有力候选者。
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引用次数: 0
Exploring the new Chinese style on social media: a constructivist grounded theory approach 探索社交媒体的新中国风格:一种基于建构主义的理论方法
IF 3.5 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-09-15 DOI: 10.1186/s40691-025-00431-0
Luyue Zhang, Eunhyuk Yim

This study explores the construction and ambivalence of cultural identity within the New Chinese Style by analyzing fashion content on Chinese social media platforms RedNote and Bilibili. Utilizing constructivist grounded theory and postcolonial theory, the research examines how users express their cultural identity through New Chinese Style fashion. The findings highlight several key aspects: some creators and users exhibit a skewed understanding of New Chinese Style, resulting in self-orientalism; others seek to reclaim cultural identity by challenging stereotypical portrayals; some advocate for transcending traditional boundaries to promote cultural exchange; while others engage with New Chinese Style as a means of gaining attention and benefits on social media. These insights suggest that New Chinese Style is not merely a fashion trend but reflects ongoing negotiations of Chinese cultural subjectivity, acknowledging both its challenges and efforts to preserve it. Although New Chinese Style may not fully escape self-orientalism, it represents continuous efforts within Chinese fashion to decolonize.

本研究通过分析中国社交媒体平台RedNote和Bilibili上的时尚内容,探讨了新中式风格中文化认同的建构和矛盾心理。本研究运用建构主义扎根理论和后殖民理论,探讨使用者如何透过新中式时尚表达文化认同。研究结果突出了几个关键方面:一些创作者和用户对新中式风格的理解存在偏差,导致自我东方主义;其他人试图通过挑战刻板印象来重新获得文化认同;有人主张超越传统界限,促进文化交流;而另一些人则把新中式风格作为在社交媒体上获得关注和利益的一种手段。这些见解表明,新中式风格不仅仅是一种时尚趋势,而且反映了中国文化主体性的持续谈判,承认其挑战和努力保护它。虽然新中式风格可能无法完全摆脱自我东方主义,但它代表了中国时尚不断努力去殖民化。
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引用次数: 0
Establishing colour harmony evaluation and recommendation model for clothing colour matching based on machine learning and deep learning 建立了基于机器学习和深度学习的服装配色协调评价与推荐模型
IF 3.5 4区 管理学 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-09-12 DOI: 10.1186/s40691-025-00433-y
Hung-Chung Li, Liang-Kai Wang, Yu-Kun Chang, Kuei-Yuan Huang

Appropriate colour combinations improved aesthetic design quality and provided a comfortable and pleasant visual experience. However, applying current colour harmony models to clothing colour matching raised doubts about whether the existing theory needed to be refined, requiring further clarification with modern aesthetic perspectives. The study conducted a psychophysical experiment to investigate modern people's perceptions of colour harmony in clothing colour combinations. The results indicated that modern perceptions of colour harmony in clothing differed significantly from previous theories. For applications, two colour harmony models were established with unified fashion datasets for evaluating clothes matching based on colour harmony rules and observers' perceptions. The result showed that the rule-based model could accurately predict all items following nine colour harmony theories, and the perception-based colour harmony evaluation models aligned with contemporary aesthetic preferences were developed with a semi-supervised learning approach. The models, including support vector machines and custom convolutional neural networks, could predict colour harmony perception for the input images with high performance, and the model based on the generative adversarial network could provide colour recommendations for colour matching. The machine learning and deep learning model proposed in the study could be used for aesthetic judgment to generate clothing colour recommendations and provide valid design suggestions for clothing colour matching in the fashion and clothing industry.

适当的色彩组合提高了设计的审美质量,提供了舒适和愉快的视觉体验。然而,将现有的色彩和谐模型应用到服装配色中,是否需要完善现有的理论,这需要用现代美学的视角来进一步澄清。该研究进行了一项心理物理实验,以调查现代人对服装颜色组合中颜色和谐的看法。结果表明,现代对服装色彩和谐的看法与以前的理论有很大不同。在应用方面,利用统一的时尚数据集建立了两个色彩和谐模型,基于色彩和谐规则和观察者的感知来评价服装的搭配。结果表明,基于规则的色彩和谐评价模型能较准确地预测所有项目,而基于感知的色彩和谐评价模型则采用半监督学习的方法,符合当代审美偏好。包括支持向量机和自定义卷积神经网络在内的模型可以高性能地预测输入图像的颜色和谐感知,基于生成对抗网络的模型可以为颜色匹配提供颜色推荐。本研究提出的机器学习和深度学习模型可以用于审美判断,生成服装颜色建议,为时尚服装行业的服装配色提供有效的设计建议。
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引用次数: 0
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Fashion and Textiles
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