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Bicomponent melt spinning of polyamide 6/carbon nanotube/carbon black filaments: Investigation of effect of melt mass-flow rate on electrical conductivity 聚酰胺6/碳纳米管/炭黑双组分熔体纺丝:熔体质量流率对电导率影响的研究
IF 3.2 4区 工程技术 Q2 Engineering Pub Date : 2023-01-01 DOI: 10.1177/15280837231186174
Müslüm Kaplan, J. Ortega, Felix Krooß, T. Gries
Combining the several mixed phase structures and property profiles with a conductive, high aspect ratios nanofiller such as carbon nanotubes, graphene, and carbon black, specific morphological structures in melt spinning can be reached that offer much more potential for developing new functional fibers. Thus, understanding and controlling filler localization inside the developing phase morphology during melt spinning are the keys to the necessary structures. This work aimed to offer the possibility of producing fibers from electrically conductive polymer composites with a high filler concentration. First, the influence of different commercially available nanofillers, such as multi-wall carbon nanotubes (MWCNTs), graphene and carbon black on Polyamide 6 (PA6)-based nanocomposite melt-spun fibers were examined. Following the lab-scale melt spinning experiments, PA6/MWCNT-CB nanocomposite filaments containing 10 wt% nanofiller (each 5 wt%), were chosen for a pilot-scale bicomponent melt spinning process to investigate the influence of the nanocomposite core material feeding parameters on the properties of melt-spun fibers. The electrical conductivity decreased by half (from 3.13E-02 to 6.72E-03) when melt flow rate was increased from 3 g/min to 6 g/min. Scanning electron microscopy micrographs and thermal gravimetric analysis thermograms showed that the change in MFR values significantly affected the nanocomposite filaments’ surface properties.
将几种混合相结构和性能特征与导电、高纵横比的纳米填料(如碳纳米管、石墨烯和炭黑)相结合,可以在熔融纺丝中获得特定的形态结构,为开发新的功能纤维提供了更大的潜力。因此,了解和控制熔体纺丝过程中发展相形态中的填料定位是必要结构的关键。这项工作旨在提供从具有高填充浓度的导电聚合物复合材料中生产纤维的可能性。首先,研究了不同的市售纳米填料,如多壁碳纳米管(MWCNTs)、石墨烯和炭黑对聚酰胺6 (PA6)基纳米复合熔融纺丝纤维的影响。在实验室规模的熔融纺丝实验之后,选择含有10 wt%纳米填料(各5 wt%)的PA6/MWCNT-CB纳米复合长丝进行中试规模的双组分熔融纺丝工艺,研究纳米复合芯材进料参数对熔融纺丝纤维性能的影响。当熔体流动速率从3 g/min增加到6 g/min时,电导率下降了一半(从3.13E-02降至6.72E-03)。扫描电镜显微图和热重分析热图显示,MFR值的变化对纳米复合材料的表面性能有显著影响。
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引用次数: 0
Moisture insensitive analysis of polyester/viscose waste textiles using Near-Infrared spectroscopy and Orthogonalization of external parameters algorithm 基于近红外光谱和外参数正交化算法的涤纶/粘胶废纺织品湿不敏感分析
IF 3.2 4区 工程技术 Q2 Engineering Pub Date : 2023-01-01 DOI: 10.1177/15280837231187671
Xun Qiu, Yuanyuan Liu, Xiaoqiang Zhang, Dongzhi Liu, Ran Wang, Chong Wang, Jun Liu, Wei Liu, Yan Gong
Near-Infrared (NIR) spectroscopic analyses can be applied in waste textile recycling as a rapid and non-invasive method to provide both qualitative and quantitative results. However, it has been a challenge to enhance the accuracy rate of NIR-based waste textile sorting due to the major influences from water contexts in the samples. Orthogonalization of External Parameters (EPO) has been introduced to reduce the interference from water absorption in NIR spectral signals for better accuracy and reliability in modeling. Here we explore the feasibility of applying EPO strategy with varieties of algorithms, including partial least squares regression (PLS), artificial neural network (ANN), decision tree (DT), random forest (RF), gradient boosting decision tree (GBDT), extreme random tree (Extra-tree), decision tree model based on AdaBoost algorithm (AdaBoost-tree), support Vector machine (SVM), one-dimensional convolutional neural network (1D-CNN), and one-dimensional convolutional neural network with improved Inception structure (1D-Inception-CNN). 216 waste textiles samples from Xinjiang, China, were studied with different moisture levels. Among them, 80 samples were used to develop the EPO algorithm, 112 were used to establish the prediction models, and 24 were used as test datasets. Then, the samples were scanned using a near-infrared spectrometer at different moisture regain rates. Our results showed that the moisture content of waste textiles had strong absorption peaks near 1150 and 1450 nm, leading to a decrease in the near-infrared reflectance of waste textiles. To verify the effectiveness of the EPO algorithm, the decision coefficients (R2 score) and other indicators of the model without the EPO process and the model with EPO process are systematically compared. Our results show that the EPO algorithm preprocessing improves the accuracy of the NIR model (The average decision coefficient (R2 score) of the models was increased by 0.83), especially when the moisture interference level is significant. Therefore, the EPO integrated modeling method is a reliable approach for better accuracy in NIR-based waste textile sorting.
近红外(NIR)光谱分析可以作为一种快速、无创的方法应用于废纺织品回收,提供定性和定量结果。然而,由于样品中水环境的主要影响,提高基于近红外的废纺织品分拣的准确率一直是一个挑战。引入了外部参数正交化(EPO),以减少近红外光谱信号中吸水的干扰,从而提高建模的准确性和可靠性。在这里,我们探索了将EPO策略与各种算法相结合的可行性,包括偏最小二乘回归(PLS)、人工神经网络(ANN)、决策树(DT)、随机森林(RF)、梯度增强决策树(GBDT)、极端随机树(Extra树)、基于AdaBoost算法的决策树模型(AdaBoost-tree)、支持向量机(SVM),一维卷积神经网络(1D-CNN)和具有改进的Inception结构的一维卷积神经网(1D Inception CNN)。对来自中国新疆的216个不同水分水平的废弃纺织品样品进行了研究。其中,80个样本用于开发EPO算法,112个样本用于建立预测模型,24个样本用作测试数据集。然后,使用近红外光谱仪以不同的回潮率对样品进行扫描。我们的结果表明,废纺织品的水分含量在1150和1450 nm附近具有较强的吸收峰,导致废纺织品的近红外反射率降低。为了验证EPO算法的有效性,系统地比较了无EPO过程和有EPO过程的模型的决策系数(R2得分)和其他指标。我们的结果表明,EPO算法预处理提高了NIR模型的准确性(模型的平均决策系数(R2分数)提高了0.83),尤其是当水分干扰水平显著时。因此,EPO集成建模方法是一种可靠的方法,可以在基于近红外的废纺织品分拣中获得更好的精度。
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引用次数: 0
Influence of yarn geometry on electrical properties of silver-coated nylon filaments for e-textiles: a fundamental study 纱线几何形状对电子纺织品用镀银尼龙长丝电性能影响的基础研究
4区 工程技术 Q2 Engineering Pub Date : 2023-01-01 DOI: 10.1177/15280837231202044
Katherine Le, Harishkumar Narayana, Amir Servati, Saeid Soltanian, Peyman Servati, Frank Ko
Conductive fibrous assemblies and yarns play a crucial role in wearable electronic textiles (e-textiles), through their use in flexible sensors and interconnects. This study investigated the influence of yarn twist and geometrical parameters on the electrical properties of silver-coated nylon multifilament yarns, ranging from 1-ply to 4-ply, with twist levels of 30 twists per meter (TPM) and up to 600 TPM. Increase in twist level resulted in decreasing yarn linear resistance, with a plateau at 300 TPM, along with limiting values for yarn specific volume (1.6-1.9 cc/g), and fibre orientation angle (12-18°). The increase in yarn conductivity with higher twist was explained by greater contact between the fibrous assembly, that bridges electrically conductive pathways in the yarn structure. Twisted yarns (2-ply) were fabricated into electrode structures via embroidery, and a progressive increase in contact impedance was observed, followed by a stabilization and plateau within the range of measured impedance from 210 to 300 TPM. This observation was attributed to the decrease in the yarn specific volume, and subsequently the longitudinal diameter with increasing twist level, which decreased the contact area between the skin and electrode interface. The electrodes fabricated from varying yarn twist levels were used for electrocardiogram (ECG) measurement, and demonstrated comparable signal quality to standard gel electrodes. This experimental and theoretical work forms the basis in defining relationships between established yarn twist mechanics and geometrical properties with electrical properties. This can guide materials and design parameter selection of suitable conductive yarns for e-textiles used in biopotential monitoring applications.
导电纤维组件和纱线在可穿戴电子纺织品(e-纺织品)中发挥着至关重要的作用,通过它们在柔性传感器和互连中的应用。本文研究了纱线捻度和几何参数对1 ~ 4股、捻度为30 ~ 600支/米的镀银尼龙多长丝电性能的影响。捻度的增加导致纱线线性阻力的降低,在300 TPM处达到平稳,同时纱线比体积(1.6-1.9 cc/g)和纤维取向角(12-18°)的极限值也随之降低。捻度越高,纱线的导电性就越高,这可以解释为纤维组件之间的接触越多,从而在纱线结构中架起导电通道。通过刺绣将捻线(2股)制成电极结构,观察到接触阻抗逐渐增加,然后在测量阻抗范围从210到300 TPM内稳定和平稳。这一观察结果归因于纱线比体积的减少,随后随着捻度的增加,纵向直径也随之减少,这减少了皮肤和电极界面之间的接触面积。由不同纱线捻度制成的电极用于心电图(ECG)测量,并显示出与标准凝胶电极相当的信号质量。这一实验和理论工作构成了确定纱线捻度力学和几何特性与电学特性之间关系的基础。这可以指导用于生物电势监测应用的电子纺织品的合适导电纱线的材料和设计参数选择。
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引用次数: 0
The effect of flame retardants on the fire technical characteristics of recycled textiles 阻燃剂对再生纺织品防火性能的影响
4区 工程技术 Q2 Engineering Pub Date : 2023-01-01 DOI: 10.1177/15280837231202526
Anna Danihelová, Miroslav Němec, Tomáš Gergeľ, Miloš Gejdoš, Martin Lieskovský, Iveta Mitterová, Patrik Sčensný, Rastislav Igaz
The paper deals with the fire technical characteristics of insulation panels made of recycled technical textiles from the automotive industry. The introductory part focuse an of the use of recycled textiles, a description and division of technical textiles, a description of the examined material and its composition, combustion processes, and the method of handling waste textiles. The monitored characteristics were the determination of the ignitability of the material, the gross calorific value as well as the radiant heat resistance. The measurements were carried out on samples from recycled technical textiles before and after their treatment with flame retardants (Isonem Anti-fire Solution, Ecogard B45, HR Prof, woven carbon foil, non-woven carbon foil). The best results in the ignitability test after treatment with liquid flame retardants were obtained after treatment with Ecogard B45. The results show that when flame retardants are used, the released heat during the combustion of the monitored materials treated through the dipping method is significantly lower from 13.7 MJ/kg to 23.7 MJ/kg. The lowest gross calorific values were achieved when using liquid flame retardant HR Prof when applied by dipping. The proportion of material that did not burn was very low (4.61 to 5.63%). After exposure to radiant heat for 10 min, the highest mass loss was 13.6% (dipping in Ecogard B45) and the smallest 1.8% (non-woven carbon foil). Based on results, it shows that flame retardant ECOGARD® B45 for the insulation material Senizol AT XX2 TL60 made from recycled technical textiles is the most suitable fire protection.
本文研究了汽车工业用再生产业用纺织品保温板的防火技术特性。导论部分侧重于回收纺织品的使用,技术纺织品的描述和划分,所检查材料及其成分的描述,燃烧过程,以及处理废纺织品的方法。监测的特性是材料的可燃性、总热值和辐射耐热性的测定。在用阻燃剂(Isonem防火溶液,Ecogard B45, HR Prof,编织碳箔,非织造碳箔)处理之前和之后,对回收技术纺织品的样品进行了测量。液体阻燃剂处理后的可燃性试验以Ecogard B45处理效果最好。结果表明:当使用阻燃剂时,浸渍法处理的监测材料在燃烧过程中释放的热量从13.7 MJ/kg显著降低到23.7 MJ/kg。当使用液体阻燃剂HR - Prof时,用浸渍法获得了最低的总热值。未燃烧材料的比例很低(4.61% ~ 5.63%)。辐照10 min后,质量损失最大的为13.6%(浸在Ecogard B45中),最小的为1.8%(无纺布碳箔)。实验结果表明,用ECOGARD®B45阻燃剂对回收工业纺织品制成的绝缘材料Senizol AT XX2 TL60的防火性能最合适。
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引用次数: 0
A novel method to produce sustainable wind resistant and water repellant fabric for outdoor sport clothing 一种生产户外运动服装用可持续抗风防水面料的新方法
4区 工程技术 Q2 Engineering Pub Date : 2023-01-01 DOI: 10.1177/15280837231184256
Veerakumar Arumugam, Alfred Iing Yoong Tok, Vitali Lipik
Clothing production have adverse impact on the environment due to inefficient energy utilization during production processing, huge consumption of water and usage of harmful chemicals. Therefore, this work aims to develop a sustainable wind resistant and water repellant fabric through novel technology that reduces production processing steps for efficient energy consumption without compromising required functional performances without durable water repellency coatings (DWR) and application of fluorinated chemicals. This development aims to overcome the drawbacks associated with multiple production processing steps, hazardous chemicals, delamination, degradation, and reduction in vapor permeability due to adhesive layer, etc. In this work, the one-layer fabric was developed using polyester filament yarn on one surface and polyamide low melt yarn on another surface using plaited knitting technique. Further, the fabric was thermally processed at different conditions to create uniform barrier film through melting and flowing of polyamide yarns on fabric surface. The optimized and efficient thermal processing parameters were determined using Box-Behnken design as 120°C, 30 s and 0.5 MPa which yielded a fabric membrane with air permeability of 33.5 cm 3 /s/cm 2 , highest resistance to surface wetting with grade 5, exhibited hydrophobicity with water contact angle (WCA) of 120° and water vapor transmission rate of 875.7 (g/(m 2 ·24 h)). Developed fabric also shows high abrasion resistant which would have increased clothing lifespan and comparable stiffness to commercially available wind stopper and water repellant fabrics.
服装生产过程中能源利用效率低下,耗水量巨大,使用有害化学物质,对环境造成了不利影响。因此,这项工作旨在通过新技术开发一种可持续的抗风和防水织物,减少生产加工步骤,实现有效的能源消耗,同时不影响所需的功能性能,而不需要耐用的防水涂层(DWR)和氟化化学品的应用。这一发展旨在克服与多个生产加工步骤、危险化学品、分层、降解以及由于粘接层而导致的透气性降低等相关的缺点。本文采用编结技术,以涤纶长丝为表面,聚酰胺低熔体纱为表面,开发了一层织物。在不同条件下对织物进行热处理,通过锦纶丝在织物表面的熔融和流动,形成均匀的阻隔膜。采用Box-Behnken设计确定了优化后的高效热加工参数为120℃、30 s、0.5 MPa,得到的织物膜透气性为33.5 cm 3 /s/cm 2,抗表面润湿性最高,为5级,疏水接触角为120°,水蒸气透过率为875.7 (g/(m 2·24 h))。开发的织物还显示出高耐磨性,这将增加服装的使用寿命和硬度,可与市售的防风和防水织物相媲美。
{"title":"A novel method to produce sustainable wind resistant and water repellant fabric for outdoor sport clothing","authors":"Veerakumar Arumugam, Alfred Iing Yoong Tok, Vitali Lipik","doi":"10.1177/15280837231184256","DOIUrl":"https://doi.org/10.1177/15280837231184256","url":null,"abstract":"Clothing production have adverse impact on the environment due to inefficient energy utilization during production processing, huge consumption of water and usage of harmful chemicals. Therefore, this work aims to develop a sustainable wind resistant and water repellant fabric through novel technology that reduces production processing steps for efficient energy consumption without compromising required functional performances without durable water repellency coatings (DWR) and application of fluorinated chemicals. This development aims to overcome the drawbacks associated with multiple production processing steps, hazardous chemicals, delamination, degradation, and reduction in vapor permeability due to adhesive layer, etc. In this work, the one-layer fabric was developed using polyester filament yarn on one surface and polyamide low melt yarn on another surface using plaited knitting technique. Further, the fabric was thermally processed at different conditions to create uniform barrier film through melting and flowing of polyamide yarns on fabric surface. The optimized and efficient thermal processing parameters were determined using Box-Behnken design as 120°C, 30 s and 0.5 MPa which yielded a fabric membrane with air permeability of 33.5 cm 3 /s/cm 2 , highest resistance to surface wetting with grade 5, exhibited hydrophobicity with water contact angle (WCA) of 120° and water vapor transmission rate of 875.7 (g/(m 2 ·24 h)). Developed fabric also shows high abrasion resistant which would have increased clothing lifespan and comparable stiffness to commercially available wind stopper and water repellant fabrics.","PeriodicalId":16097,"journal":{"name":"Journal of Industrial Textiles","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135798578","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development and evaluation of a multi-functional welding protective clothing system 多功能焊接防护服系统的研制与评价
4区 工程技术 Q2 Engineering Pub Date : 2023-01-01 DOI: 10.1177/15280837231201380
Peng Jin, RT Jiang, Lei Shen
A new welding protective clothing system has been proposed to enhance the protective performance, comfort, and safety of welding protective clothing, considering the hazards associated with welding processes. The structure and fabric of the protective clothing carrier were redesigned, and a safety and protection system based on Internet of Things technology was developed. Objective tests and subjective evaluations were conducted on the protective clothing system. The results of objective tests showed that compared to regular welding protective clothing, the new protective clothing exhibited significant improvements in flame resistance, light resistance, and mechanical performance, with relatively lower vapor resistance. In subjective evaluations, the subjective evaluation scores (on a 5-point scale) of the new welding protective clothing were 26.46% and 27.95% higher than those of regular welding protective clothing, respectively ( p ≤ .05). Furthermore, the protective clothing system demonstrated a highly sensitive monitoring and feedback mechanism during testing, which can enhance workers’ ability to withstand risks and improve their psychological safety. The research on welding protective clothing with safety functions not only provides reference for innovative design of traditional welding protective clothing, but also lays a theoretical foundation for further research on other types of protective clothing.
考虑到焊接过程中的危险因素,提出了一种新的焊接防护服系统,以提高焊接防护服的防护性能、舒适性和安全性。对防护服载体的结构和面料进行了重新设计,开发了基于物联网技术的安全防护系统。对防护服系统进行了客观测试和主观评价。客观试验结果表明,与普通焊接防护服相比,新型防护服在阻燃性、耐光性和机械性能上均有显著提高,而抗蒸汽性相对较低。主观评价中,新型焊接防护服的主观评价分数(5分制)分别比普通焊接防护服高26.46%和27.95% (p≤0.05)。此外,防护服系统在测试过程中表现出高度敏感的监测和反馈机制,可以增强工人抵御风险的能力,提高他们的心理安全感。具有安全功能的焊接防护服的研究,不仅为传统焊接防护服的创新设计提供了参考,也为其他类型防护服的进一步研究奠定了理论基础。
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引用次数: 0
Investigating the shear behaviour of high-performance fabrics 研究高性能织物的剪切性能
4区 工程技术 Q2 Engineering Pub Date : 2023-01-01 DOI: 10.1177/15280837231213138
Magdi El Messiry, Elshiamaa Eid, Yasmin Ayman
Shear modulus is a critical factor that significantly influences the mechanical properties and overall performance of these textiles. Understanding the mechanics behind fabric performance during forming operations is of paramount importance, especially given the diverse use of various fabric types as key components in composite products. Fabric's ability to undergo shear deformation is a pivotal attribute in forming and facilitating the transformation of 2-dimensional preforms into intricate 3-dimensional structures. In numerous industrial applications, the manufacturing of composite materials heavily relies on carbon and Kevlar fibers. This research investigates the relationship between shear stress and wrinkling in single-layer structures. The investigation involved woven fabrics composed of carbon, Kevlar, and hybrid carbon-Kevlar configurations. The study encompassed an assessment of shear characteristics, wrinkling force, and fabric stiffness for each fabric variant. To comprehensively analyze the intricate interplay among in-plane shear characteristics, fabric parameters, and tow properties in the scope of shear behavior, the study's findings underwent meticulous scrutiny. Selected tow and fabric parameters exhibit a substantial paired association with the fabric shear modulus, a deduction derived from analysis of experimental results. The formulated fabric shear index serves as a valuable tool for categorizing the fabric's response to shear forces. The shear force component that triggers the onset of buckling demonstrates a proportional relationship with the cube root of the fabric shear modulus. This observation sheds light on the intricate connection between shear properties and mechanical behavior, offering valuable insights into the fabric's performance under various conditions.
剪切模量是影响纺织品力学性能和综合性能的重要因素。了解成型过程中织物性能背后的机制是至关重要的,特别是考虑到复合材料产品中各种织物类型作为关键部件的不同用途。织物经受剪切变形的能力是形成和促进二维预制品向复杂的三维结构转变的关键属性。在许多工业应用中,复合材料的制造严重依赖于碳和凯夫拉纤维。本文研究了剪切应力与单层结构起皱之间的关系。该调查涉及由碳、凯夫拉和混合碳-凯夫拉结构组成的机织织物。该研究包括对每个织物变体的剪切特性、起皱力和织物刚度的评估。为了全面分析面内剪切特性、织物参数和剪切性能在剪切行为范围内的复杂相互作用,研究结果经过了细致的审查。所选纤维束和织物参数与织物剪切模量呈显著的成对关联,这是由实验结果分析得出的推论。制定织物剪切指数作为分类织物对剪切力的反应的有价值的工具。触发屈曲发生的剪切力分量与织物剪切模量的立方根成正比关系。这一观察结果揭示了剪切性能和机械行为之间的复杂联系,为织物在各种条件下的性能提供了有价值的见解。
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引用次数: 0
C/C soft-hard mixed preform multi-units compression compaction viscoelastic rebound technique and optimization C/C软硬混合预制体多单元压缩压实粘弹回弹技术及优化
4区 工程技术 Q2 Engineering Pub Date : 2023-01-01 DOI: 10.1177/15280837231206551
Mei Baolong, Dong Jiuzhi, Ren Hongqing, Geng Jian, Jiang Xiuming
To address the issue of non-uniform fiber volume fraction between layers in the compression compaction process of C/C soft-hard mixed preforms, a multi-unit variable duration cyclic compression compaction process based on the inter-laminar fiber compression viscoelastic deformation behavior is proposed. This process aims to gradually eliminate the rebound characteristics of inter-laminar fibers and reduce the error of inter-laminar fiber volume fraction. The mapping relationships between the number of units, holding duration, and compaction times with the rebound height of inter-laminar fibers are established using data fitting. The compression compaction process is determined using the Box Behnken response surface design method, and digital devices are utilized for preform compaction experiments. The micro-morphology of the preform is observed using an optical microscope, and the density of inter-laminar fibers before and after process optimization is compared. Experimental results indicate that when the number of units is 3, the holding duration is 57 s, and the compaction times is 2, the fiber volume fraction of the soft-hard mixed preform is 42.90%, which is 12.16% higher than before process optimization, and the error of inter-laminar fiber volume fraction is less than 6.5%.
针对C/C软硬混合预制体压缩压实过程中纤维体积分数不均匀的问题,提出了一种基于层间纤维压缩粘弹性变形行为的多单元变长循环压缩压实过程。该工艺旨在逐步消除层间纤维的回弹特性,减小层间纤维体积分数的误差。通过数据拟合,建立了层间纤维的单位数、保持时间和压实次数与回弹高度的映射关系。采用Box Behnken响应面设计方法确定压缩压实过程,并利用数字设备进行预成型压实实验。利用光学显微镜观察了预制体的微观形貌,并比较了工艺优化前后的层间纤维密度。实验结果表明,当单元数为3,保温时间为57 s,压实次数为2次时,软硬混合预制体的纤维体积分数为42.90%,比工艺优化前提高了12.16%,层间纤维体积分数误差小于6.5%。
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引用次数: 0
Erratum to Intelligent wearable and portable security detection technologies integrated into protective equipment: A review 集成到防护设备中的智能可穿戴和便携式安全检测技术的勘误:综述
IF 3.2 4区 工程技术 Q2 Engineering Pub Date : 2023-01-01 DOI: 10.1177/15280837231196775
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引用次数: 0
Development of a hand classification system for smart hand wearables 智能手穿戴设备手部分类系统的开发
IF 3.2 4区 工程技术 Q2 Engineering Pub Date : 2023-01-01 DOI: 10.1177/15280837231188529
Yujin Hong, H. Kim, H. Choi
Research purpose: This study aimed to lay a research foundation for smart hand wearable design by classifying the right-hand data of 4545 adults aged 20 to 69. Further, to increase the practical applicability of the hand classification system, a hand type discrimination method and regression equations for the hand dimensions of each type were presented. Methods: This study statistically analyzed eighth Size Korea data with IBM SPSS Ver.26.0. Cluster analysis was performed to classify both finger length and circumference type. Discriminant analysis was conducted, yielding discriminant functions to aid potential smart hand wearable wearers in self-diagnosing their hand types. Linear regression analysis yielded regression equations for the detailed finger dimensions for the pattern-making of smart hand wearables. Results: The finger length type was categorized into four types: the Uphill type, Downhill type, Mountain type, and Horizon type for both men’s and women’s hands. The finger circumference type was categorized into two types, the Cone and Cylinder types, for both men’s and women’s hands. The discriminant function showed a mean accuracy rate of 89.9% and the regression equations a mean explanatory power of 72.9%. Conclusion: The hand classification system proposed in this study aimed to improve the fingertip fit of smart hand wearable products by analyzing the configuration of motion tracking gloves or haptic gloves. In addition, considering the practical applicability for both wearers and designers of smart hand wearables, a discrimination method of finger types for wearers’ self-diagnosis and regression functions of finger dimensions for designers’ pattern making were provided.
研究目的:本研究通过对4545名20 - 69岁成年人右手数据进行分类,为智能手穿戴设计奠定研究基础。为了提高手型分类系统的实用性,提出了手型判别方法和各手型尺寸的回归方程。方法:本研究采用IBM SPSS Ver.26.0软件对八级韩国数据进行统计分析。采用聚类分析对手指长度和围度进行分类。进行判别分析,得到判别函数,帮助潜在的智能手穿戴者自我诊断自己的手型。线性回归分析得到了智能手穿戴式制模的详细手指尺寸回归方程。结果:男性和女性手指长度类型均分为上坡型、下坡型、山地型和地平线型4种类型。男性和女性的手指周长类型分为两种类型,锥型和圆柱形。判别函数的平均准确率为89.9%,回归方程的平均解释力为72.9%。结论:本研究提出的手部分类系统,旨在通过分析运动追踪手套或触觉手套的配置,提高智能手穿戴产品的指尖贴合度。此外,考虑到智能手穿戴设备对佩戴者和设计师的实用性,提供了一种用于佩戴者自我诊断的手指类型判别方法和用于设计师图案制作的手指尺寸回归函数。
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引用次数: 1
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Journal of Industrial Textiles
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