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Synergistically Enhanced Antistatic and Durability in Polyester Fabrics via Modified Nano-carbon Black/Polyacrylate Antistatic Coatings 改性纳米炭黑/聚丙烯酸酯抗静电涂料协同增强聚酯织物的抗静电和耐久性
IF 2.3 4区 工程技术 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-10-04 DOI: 10.1007/s12221-025-01182-x
Tong An, XinYa Wang, Xu Wang, FangZhou Zhang, YuQing Peng, AiJun Li, LiQi Liu

To address limitations of conventional anti-static treatments—high cost, complex processing, and poor durability—this study developed a polyacrylate anti-static coating using KH-570 modified nano-carbon black. Leveraging the material’s high surface area, conductivity, and chemical stability, modified carbon black was incorporated into the coating and applied to polyester fabric. Results demonstrate that fabric treated with 1.0 g modified carbon black achieved surface resistance of (7.1 ± 0.6) × 106 Ω (n = 6), enhancing anti-static performance by two orders of magnitude versus untreated fabric and meeting anti-static standards. After washing, resistance remained at (2.0 ± 1.2) × 10⁹ Ω (n = 6), confirming excellent washing durability. The coating minimally affected mechanical properties: tensile strength retained ≈637 N (warp) and ≈425 N (weft), with no significant change compared to untreated fabric. This work provides a novel approach for developing efficient, durable anti-static textiles with strong market potential.

为了解决传统防静电处理成本高、工艺复杂、耐久性差的局限性,本研究采用KH-570改性纳米炭黑开发了聚丙烯酸酯防静电涂层。利用材料的高表面积,导电性和化学稳定性,改性炭黑被纳入涂层并应用于聚酯织物。结果表明,经1.0 g改性炭黑处理后织物的表面电阻为(7.1±0.6)× 106 Ω (n = 6),与未处理织物相比,抗静电性能提高了两个数量级,达到了防静电标准。洗涤后,阻力保持在(2.0±1.2)× 10⁹Ω (n = 6),证实了良好的洗涤耐久性。涂层对机械性能的影响最小:抗拉强度保留≈637 N(经纱)和≈425 N(纬纱),与未经处理的织物相比没有明显变化。这项工作为开发高效、耐用、市场潜力巨大的抗静电纺织品提供了一条新途径。
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引用次数: 0
Investigating Fiber Chip Length Distribution and Morphology Analysis to Enhance Worker Safety and Recycling Efficiency in FRP Drilling 研究纤维屑的长度分布和形态分析,以提高工人的安全和回收效率的玻璃钢钻孔
IF 2.3 4区 工程技术 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-10-03 DOI: 10.1007/s12221-025-01164-z
Jong-Hyun Baek, Hyun-Gwang Cho, Su-Jin Kim

Sharp fiber chips generated while drilling Fiber-Reinforced Polymers (FRP) can cause skin irritation and respiratory issues in workers. In addition, composite material waste often ends up in landfills, contributing to environmental contamination. This paper presents a novel simulation model designed to predict the fiber length distribution of drilling chips, aiming to reduce fiber dust and facilitate the reuse of short fibers. The model accounts for the drill tools’ geometric structure and the materials’ fiber orientations. The study clarifies the relationship between chip fiber length distribution, cutting conditions, and the drill’s point angle. Geometric simulations demonstrate that tools with flat point angles and high feed rates can effectively increase chip fiber lengths.

在钻探纤维增强聚合物(FRP)时产生的尖锐纤维碎片会引起工人的皮肤刺激和呼吸问题。此外,复合材料废料往往最终被填埋,造成环境污染。本文提出了一种新的仿真模型,用于预测钻孔屑的纤维长度分布,以减少纤维粉尘,促进短纤维的重复利用。该模型考虑了钻具的几何结构和材料的纤维取向。研究阐明了切屑纤维长度分布、切削条件和钻头尖角之间的关系。几何仿真结果表明,采用平棱角和高进给速率的刀具可以有效地增加切屑光纤长度。
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引用次数: 0
Thermoregulatory Properties of Phase Change Microencapsulated Flocculus 相变微囊化小叶的热调节特性
IF 2.3 4区 工程技术 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-10-02 DOI: 10.1007/s12221-025-01144-3
Dan Wang, Hongxia Chen, Xin Xiao, Qing Chen

To understand the effect of phase change microcapsules on the thermoregulation performance of flocculus, ordinary flocculus (OF) made of the same material without phase change materials (PCM) were used as the control group to investigate the effects of sample size, the presence of a hot plate, the number of layers of samples, and the ambient temperature on the thermoregulation performance. The flocculus thermoregulation experiments were carried out in a climate chamber, and the temperature changes of the samples were recorded using an air-contact temperature sensor. Finally, the thermoregulation performance of the phase change microcapsule flocculus was comprehensively evaluated using two indexes: the average temperature difference and heat-up/cool-down speeds. The results showed that the phase change flocculus (PCF) has a certain thermoregulation performance compared with the ordinary flocculus. In the heating–cooling cycle thermoregulation performance stability experiment, the average temperature difference of PCF decreased within 5%.

为了解相变微胶囊对小叶热调节性能的影响,以同种材料制备的普通小叶(of)为对照组,考察样品大小、热板存在、样品层数和环境温度对小叶热调节性能的影响。在气候室内进行了小叶温度调节实验,用空气接触式温度传感器记录了样品的温度变化。最后,采用平均温差和升温/降温速度两项指标对相变微胶囊小叶的热调节性能进行综合评价。结果表明,相变絮凝体(PCF)与普通絮凝体相比具有一定的热调节性能。在加热-冷却循环温度调节性能稳定性实验中,PCF的平均温差减小在5%以内。
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引用次数: 0
Olive Mill Wastewater: A Sustainable Path for UV Protection, Dye Bath Reuse, and Eco-friendly Textiles 橄榄厂废水:紫外线防护、染料浴再利用和环保纺织品的可持续发展途径
IF 2.3 4区 工程技术 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-10-01 DOI: 10.1007/s12221-025-01185-8
Sabri Can Tuz, Aslı Demir, Murat Elibol

One of the waste products of olive oil extraction is olive mill wastewater (OMW). The organic chemicals of OMW could cause harm to the environment. However, it also contains compounds that have important biological functions. Consequently, there are sometimes environmental risks associated with disposing of olive mill wastewater. However, most of the recent research has focused on finding ways to utilize this effluent in various industrial and environmental contexts. Using different surface treatment procedures, this study explored the possibility of using OMW as an alternative to conventional, environmentally harmful textile dyeing processes. The color strength and fastness, X-ray photoelectron spectroscopy (XPS), Fourier-transform infrared spectroscopy with attenuated total reflectance (FTIR-ATR), life cycle assessment (LCA), and ultraviolet light protection factor (UPF) tests were conducted. The reusability of the dye bath was another factor this study assessed. The results show that OMW-dyed wool fabrics protect against UV rays and allow for efficient dyeing, making it a greener alternative to conventional dyes. Furthermore, by recycling dye baths, we can lessen our impact on the environment and save resources. This study suggests a novel and comprehensive method for exploiting olive mill wastewater (OMW) by substituting it not only as a natural dye source but also as a practical and environmentally suitable replacement. By employing green surface treatments involving plasma, chitosan, and enzymatic procedures, the method reduces environmental impact, makes it easier to reuse the dye bath, and provides improved UV protection.

橄榄油提取过程中产生的废弃物之一是橄榄油厂废水。有机垃圾中的有机化学物质会对环境造成危害。然而,它也含有具有重要生物功能的化合物。因此,有时与处理橄榄厂废水有关的环境风险。然而,最近的大多数研究都集中在寻找在各种工业和环境背景下利用这种废水的方法。通过不同的表面处理程序,本研究探索了使用OMW作为传统的、对环境有害的纺织品染色工艺的替代方法的可能性。进行了颜色强度和牢度、x射线光电子能谱(XPS)、衰减全反射傅里叶变换红外光谱(FTIR-ATR)、生命周期评价(LCA)和紫外线防护系数(UPF)测试。染料浴的可重用性是本研究评估的另一个因素。结果表明,omw染色的羊毛织物可以抵御紫外线,并允许高效染色,使其成为传统染料的更环保替代品。此外,通过回收染料浴,我们可以减少对环境的影响,节约资源。本研究提出了一种新的综合利用橄榄厂废水(OMW)的方法,它不仅可以作为天然染料源,而且可以作为实用和环保的替代品。通过采用等离子体、壳聚糖和酶促过程的绿色表面处理,该方法减少了对环境的影响,使染料浴更容易重复使用,并提供更好的紫外线防护。
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引用次数: 0
Cellulose Solution As Both Mercerizing and Sizing Agent to Impart Antibacterial Properties to Gauze Fabrics 纤维素溶液作为丝光剂和施胶剂赋予纱布抗菌性能
IF 2.3 4区 工程技术 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-09-30 DOI: 10.1007/s12221-025-01143-4
Zerun Zhang, Jialing Xie, Maolin Chen, Feiya Fu, Xiangdong Liu

Mercerization and sizing constitute essential pretreatment protocols for optimizing the processability and wear performance of cotton gauze in textile manufacturing. Nevertheless, conventional methodologies relying on high-concentration alkali solutions and non-degradable sizing agents (e.g., polyvinyl alcohol) present critical challenges. To address these limitations, we developed an integrated cellulose/NaOH/urea ternary system (1 wt% cellulose, 7 wt% NaOH, 12 wt% urea) that synergistically achieves fiber mercerization, sizing, and in situ synthesis of silver nanoparticles (Ag NPs) through a single-bath process. Within this system, NaOH was used as a mercerizing agent, while cellulose derivatives served as triple functions: (1) as a green reductant for Ag+ ions, (2) as a stabilizer of Ag NPs, and (3) as a biodegradable sizing matrix. Urea operates as a multifunctional adjuvant through [Ag(NH2)2CO]+. Compared with Ag-NaBH4@GZ, the optimized Ag-140°C@GZ composite demonstrated exceptional functional integration: the attachment of Ag NPs was confirmed through characterization techniques, such as FTIR, XPS, and so on. Notably, the modified gauze still achieved complete sterilization of Escherichia coli within 4 h after 100 accelerated washing cycles. Crucially, functionalization preserved intrinsic textile characteristics with a minimal impact on vapor transmissibility (1079 g/m2/day) while enhancing tensile strength by 25.6%. Biosafety is confirmed via cyto-compatibility assessments. This efficient collaborative process has developed durable medical textiles while addressing issues of antibacterial performance, environmental sustainability, and industrial scalability.

丝光和上浆是优化棉纱织物加工性能和耐磨性能的重要预处理工艺。然而,依靠高浓度碱溶液和不可降解的施胶剂(如聚乙烯醇)的传统方法存在重大挑战。为了解决这些限制,我们开发了一种集成的纤维素/NaOH/尿素三元体系(1 wt%纤维素,7 wt% NaOH, 12 wt%尿素),通过单浴工艺协同实现纤维丝光,上浆和原位合成银纳米颗粒(Ag NPs)。在该体系中,NaOH被用作丝光剂,而纤维素衍生物具有三重功能:(1)作为Ag+离子的绿色还原剂,(2)作为Ag NPs的稳定剂,(3)作为可生物降解的施胶基质。尿素通过[Ag(NH2)2CO]+作为多功能佐剂发挥作用。与Ag-NaBH4@GZ相比,优化后的Ag-140°C@GZ复合材料表现出优异的功能整合:通过FTIR、XPS等表征技术证实了Ag NPs的附着性。值得注意的是,经过100次加速洗涤后,改性纱布在4小时内仍能完全杀灭大肠杆菌。至关重要的是,功能化保留了纺织品的固有特性,对蒸汽透过率的影响最小(1079 g/m2/天),同时提高了抗拉强度25.6%。生物安全性通过细胞相容性评估得到确认。这种高效的协作过程开发了耐用的医用纺织品,同时解决了抗菌性能、环境可持续性和工业可扩展性的问题。
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引用次数: 0
DFT Elucidation of Acid Dyeing Mechanisms in Wool and Polyamide Fibers 羊毛和聚酰胺纤维酸性染色机理的DFT解析
IF 2.3 4区 工程技术 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-09-30 DOI: 10.1007/s12221-025-01186-7
Maha Abdelileh, Syrine Boussadia, Marwa Souissi, Hatem Dhaouadi

In this study, Density Functional Theory (DFT) was employed for the first time to predict the dyeing performance of natural protein and synthetic fibers using Acid Orange 67 dye (AO67). Dyeing experiments were conducted on wool and polyamide (PA6-6) fibers, and the dyeing performance was evaluated by measuring color strength of the dyed samples, color difference (ΔE*), and chroma difference (ΔC*) following washing tests. Using DFT calculations with the B3LYP/6-311G(d,p) basis set within the Gaussian 09 framework, we optimized the geometry of dye–fiber dimers and calculated relevant chemical descriptors. Dipole moment and electrophilicity index (ω) revealed stronger intermolecular interactions and greater electrophilicity for the AO67-PA6-6 dimer compared to AO67-CYS. Interaction energy calculations further validated the superior dyeability and color retention of polyamide over wool. Additionally, infrared (IR) spectra of the fibers were experimentally determined and compared with theoretical predictions, showing strong agreement. These findings prove the efficiency of DFT in accurately predicting the dyeability of textile fibers with acid dyes. The study provides valuable insights into the mechanisms of dye–fiber interaction, opening up new horizons in textile dyeing research and technology.

本文首次运用密度泛函理论(DFT)对酸性橙67染料(AO67)对天然蛋白质和合成纤维的染色性能进行了预测。对羊毛和聚酰胺(PA6-6)纤维进行染色实验,通过测定染色样品的色强、洗涤后的色差(ΔE*)和色度差(ΔC*)来评价染色性能。利用高斯09框架下B3LYP/6-311G(d,p)基的DFT计算,优化了染料纤维二聚体的几何形状,并计算了相关的化学描述符。偶极矩和亲电性指数(ω)表明,与AO67-CYS相比,AO67-PA6-6二聚体的分子间相互作用更强,亲电性更强。相互作用能的计算进一步证实了聚酰胺优于羊毛的可染性和保色性。此外,对纤维的红外光谱进行了实验测定,并与理论预测结果进行了比较,结果一致。这些结果证明了DFT在准确预测酸性染料对纺织纤维可染性方面的有效性。该研究对染料与纤维相互作用的机理提供了有价值的见解,为纺织染色研究和技术开辟了新的领域。
{"title":"DFT Elucidation of Acid Dyeing Mechanisms in Wool and Polyamide Fibers","authors":"Maha Abdelileh,&nbsp;Syrine Boussadia,&nbsp;Marwa Souissi,&nbsp;Hatem Dhaouadi","doi":"10.1007/s12221-025-01186-7","DOIUrl":"10.1007/s12221-025-01186-7","url":null,"abstract":"<div><p>In this study, Density Functional Theory (DFT) was employed for the first time to predict the dyeing performance of natural protein and synthetic fibers using Acid Orange 67 dye (AO67). Dyeing experiments were conducted on wool and polyamide (PA6-6) fibers, and the dyeing performance was evaluated by measuring color strength of the dyed samples, color difference (Δ<i>E</i><sup>*</sup>), and chroma difference (Δ<i>C</i><sup>*</sup>) following washing tests. Using DFT calculations with the B3LYP/6-311G(d,p) basis set within the Gaussian 09 framework, we optimized the geometry of dye–fiber dimers and calculated relevant chemical descriptors. Dipole moment and electrophilicity index (<i>ω</i>) revealed stronger intermolecular interactions and greater electrophilicity for the AO67-PA6-6 dimer compared to AO67-CYS. Interaction energy calculations further validated the superior dyeability and color retention of polyamide over wool. Additionally, infrared (IR) spectra of the fibers were experimentally determined and compared with theoretical predictions, showing strong agreement. These findings prove the efficiency of DFT in accurately predicting the dyeability of textile fibers with acid dyes. The study provides valuable insights into the mechanisms of dye–fiber interaction, opening up new horizons in textile dyeing research and technology.</p></div>","PeriodicalId":557,"journal":{"name":"Fibers and Polymers","volume":"26 12","pages":"5565 - 5579"},"PeriodicalIF":2.3,"publicationDate":"2025-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145500749","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
Dyeing and Computer-Aided Color Matching (CCM) by Reactive Dyeing of Cotton Fabric with Biodegradable Secondary Ethoxylated Alcohol (SAE) Non-ionic Surfactant-Based Reverse Micelles in Non-aqueous Alkane Solvent Medium 非水烷烃溶剂介质中可生物降解的二次乙氧基醇(SAE)非离子表面活性剂反胶束对棉织物活性染色及计算机辅助配色(CCM
IF 2.3 4区 工程技术 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-09-29 DOI: 10.1007/s12221-025-01157-y
Yiu Lun Alan Tang, Ho Shing John Law, Cheng Hao Lee, Yanming Wang, Chi-Wai Kan

This study investigates the dyeing, computer-aided color matching (CCM), fastness, tensile and surface properties of cotton samples dyed in non-aqueous medium of alkane solvents, including heptane, octane and nonane with the use of biodegradable secondary alcohol ethoxylates (SAE) surfactant-based reverse micelles. Experimental results show that color yield of alkane solvent-dyed batch and standard samples can be 4.7–123.5% and 73.1–91.8% higher than the water-dyed batch and standard samples, respectively. Calibration curves are almost linear in structure and the actual CCM results show less than 30% and 33% difference from the theoretical concentration for aqueous and non-aqueous dyeing, respectively. Reflectance curves are identical in shape. Both samples show good to excellent color evenness, washing, crocking and light fastness and distinctive CIE L*a*b* values, guaranteeing the color quality of the dyed samples. Good tensile and surface properties of the dyed samples were verified by the AATCC test method and scanning electron microscopy (SEM). More than 97% of the alkane solvents can be effectively recovered via simple distillation method. These validate that the use of SAE surfactant-based reverse micelles for dyeing of cotton fabric in alkane non-aqueous medium is potentially applicable for industrial computer-aided color matching with good dyeing properties and color quality comparable to fabrics dyed in conventional water-based system.

Graphical Abstract

本研究利用可生物降解的仲醇乙氧基醚(SAE)表面活性剂为基础的反胶束,研究了非水介质中烷烃溶剂(包括庚烷、辛烷和壬烷)染色的棉花样品的染色、计算机辅助配色(CCM)、牢度、拉伸和表面性能。实验结果表明,烷烃溶剂染色批次和标准样品的显色率分别比水染色批次和标准样品高4.7 ~ 123.5%和73.1 ~ 91.8%。校准曲线在结构上几乎是线性的,实际CCM结果显示,水溶液和非水溶液染色与理论浓度的差异分别小于30%和33%。反射率曲线的形状是相同的。两种样品均具有良好至优异的色均匀性、耐洗性、耐蚀性和耐光性,具有鲜明的CIE L*a*b*值,保证了染色样品的色彩质量。通过AATCC测试方法和扫描电镜(SEM)验证了染色样品具有良好的拉伸性能和表面性能。通过简单的蒸馏法,97%以上的烷烃溶剂可有效回收。这些验证了使用基于SAE表面活性剂的反胶束在烷烃非水介质中对棉织物进行染色具有潜在的应用于工业计算机辅助配色的潜力,具有与传统水基系统染色的织物相媲美的良好染色性能和颜色质量。图形抽象
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引用次数: 0
Properties and Application Potential of Mechanically and Chemically Recycled PET Fibers for Tire Cord and Airbag Applications 机械和化学回收PET纤维用于轮胎帘子线和安全气囊的性能和应用潜力
IF 2.3 4区 工程技术 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-09-24 DOI: 10.1007/s12221-025-01183-w
Hak Jun Lee, Seong Joo Kim, Ji Ho Youk, Ki Hoon Lee

The influence of poly(ethylene terephthalate) (PET) recycling methods on recycled PET (rPET) fiber properties was evaluated for tire cord and airbag applications. Virgin PET (vPET), mechanically recycled PET (mrPET), methanolysis-based chemically recycled PET (cmPET), and glycolysis-based chemically recycled PET (cgPET) were subjected to solid-state polymerization, followed by melt spinning and application-specific drawing to 1500 denier (tire cord) and 500 denier (airbag). rPET fibers displayed significant differences in molecular weight (MW), IPA and DEG contents, residual catalyst profile, and crystallinity depending on the recycling route, resulting in varied mechanical properties. Compared with vPET, mrPET fibers showed lower tenacity and higher elongation, correlated with reduced crystallinity and molecular orientation associated with IPA and DEG units. cmPET suffered substantial MW loss during melt spinning, attributed to uncomplexed Mn catalysts, and consequently displayed the lowest tenacity and elongation. In contrast, cgPET delivered balanced tenacity and elongation and the smallest RFL dip-induced tenacity loss (12.3%), delivering the best tire cord performance. For airbag applications, cgPET fibers demonstrated mechanical properties, hot rod puncture resistance, and stability under thermal and humidity aging that were comparable to those of vPET fibers. These findings identify cgPET as the most promising candidate for safety–critical automotive fibers, emphasizing the need to control comonomer content, crystallinity, and residual catalysts across recycling routes.

研究了不同回收方式对再生PET (rPET)纤维在轮胎帘子布和安全气囊中的性能影响。对纯PET (vPET)、机械再生PET (mrPET)、基于甲醇分解的化学再生PET (cmPET)和基于糖水解的化学再生PET (cgPET)进行固态聚合,然后进行熔融纺丝和特定用途拉伸至1500旦(轮胎帘子线)和500旦(安全气囊)。rPET纤维的分子量(MW)、IPA和DEG含量、残余催化剂分布和结晶度因回收途径的不同而有显著差异,从而导致其力学性能的变化。与vPET相比,mrPET纤维具有较低的韧性和较高的伸长率,这与结晶度和与IPA和DEG单位相关的分子取向降低有关。在熔融纺丝过程中,由于未络合的Mn催化剂,cmPET遭受了大量的MW损失,因此显示出最低的韧性和伸长率。相比之下,cgPET具有平衡的韧性和伸长率,并且RFL跌落引起的韧性损失最小(12.3%),提供了最佳的帘子线性能。对于安全气囊的应用,cpet纤维表现出与vPET纤维相当的机械性能、热棒穿刺性能和热湿老化稳定性。这些发现确定了cpet是安全关键型汽车纤维最有希望的候选者,强调了在回收路线中控制共聚单体含量、结晶度和残留催化剂的必要性。
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引用次数: 0
Estimation of Damaged Surface Images in Drilled Unidirectional Carbon Fiber Reinforced Polymer Sheets Using Convolutional Autoencoder and Multi-Layer Perceptron Decoder 基于卷积自编码器和多层感知器解码器的单向碳纤维增强聚合物片材损伤表面图像估计
IF 2.3 4区 工程技术 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-09-23 DOI: 10.1007/s12221-025-01181-y
Eddy Kurniawan, Yong Chan Hur, Ji Hoon Kim

Drilling of unidirectional carbon fiber reinforced polymer sheets often leads to damage around the hole, compromising the mechanical integrity of composite structures. To address this challenge, a deep learning framework was developed to predict drilling-induced damage images using process parameters as inputs. A convolutional autoencoder (CAE) was first employed to augment the limited experimental dataset by generating synthetic grayscale damage images. Subsequently, a multi-layer perceptron (MLP) decoder model was trained to predict damage images based on spindle speed and feed rate. Three CAE architectures were evaluated, with CAE Type I achieving the lowest reconstruction error in the damage area, with an error of 10.14% and an R2 value of 0.9862. Four MLP-Decoder models were tested using different combinations of original and CAE-generated images. The model trained with both original and CAE Type I images (MLP-Decoder Type B) showed the highest prediction accuracy, with an MSE of 1.13 and a predicted damage area of 36.92 mm2, which is closer to the validation data. Comparative analysis against experimentally validated images demonstrated that the proposed framework can effectively estimate drilling damage patterns.

单向碳纤维增强聚合物片材的钻孔通常会导致孔周围的损伤,从而影响复合材料结构的机械完整性。为了应对这一挑战,开发了一个深度学习框架,以工艺参数作为输入来预测钻井引起的损伤图像。首先采用卷积自编码器(CAE)生成合成灰度损伤图像,对有限的实验数据集进行扩充。然后,训练多层感知器(MLP)解码器模型,根据主轴转速和进给速率预测损伤图像。评估了3种CAE结构,其中CAE I型在损伤区域的重建误差最低,误差为10.14%,R2为0.9862。使用原始图像和cae生成图像的不同组合对四种MLP-Decoder模型进行了测试。同时使用原始图像和CAE I型图像(MLP-Decoder Type B)训练的模型预测准确率最高,MSE为1.13,预测损伤面积为36.92 mm2,与验证数据更接近。与实验验证的图像对比分析表明,该框架可以有效地估计钻井损伤模式。
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引用次数: 0
Eco-friendly Dyeing Optimization of Wool and Polyamide Fabrics with Ground Coffee Pomace: a Box-Behnken Design Approach 咖啡渣对羊毛和聚酰胺织物的环保染色优化:Box-Behnken设计方法
IF 2.3 4区 工程技术 Q1 MATERIALS SCIENCE, TEXTILES Pub Date : 2025-09-23 DOI: 10.1007/s12221-025-01184-9
Faouzi Khedher, Boubaker Jaouachi

This study explores the eco-friendly use of ground coffee pomace, an abundant biomass, as a natural dye source for wool and polyamide fabrics. Dyeing performance was evaluated under varying pH, time, and temperature conditions. The results show that acidic conditions (particularly pH 3), elevated temperatures (up to 100 °C), and extended dyeing times (up to 60 min) significantly enhance color yield (K/S values) and deepen fabric shades. The results underscore that ground coffee pomace, a byproduct rich in polyphenolic compounds, represents a viable and environmentally sustainable alternative to conventional synthetic dyes. Its natural dyeing properties offer significant potential for integration into eco-conscious textile manufacturing processes, aligning with the principles of circular economy and green innovation.

Using a Box–Behnken design approach, the study achieved a high coefficient of determination (R2 ≈ 0.98) for the K/S models developed for wool and polyamide substrates. These results demonstrate the models' strong predictive capability for new dyeing datasets.

这项研究探索了咖啡渣的环保用途,这是一种丰富的生物质,作为羊毛和聚酰胺织物的天然染料来源。在不同的pH值、时间和温度条件下评价染色性能。结果表明,酸性条件(特别是pH值为3)、高温(高达100°C)和延长染色时间(长达60分钟)显著提高了色得率(K/S值)并加深了织物的深浅。研究结果强调,咖啡渣是一种富含多酚化合物的副产品,是一种可行的、环境可持续的传统合成染料替代品。它的天然染色特性为融入具有生态意识的纺织品制造过程提供了巨大的潜力,符合循环经济和绿色创新的原则。采用Box-Behnken设计方法,该研究获得了用于羊毛和聚酰胺基质的K/S模型的高决定系数(R2≈0.98)。这些结果表明该模型对新的染色数据集具有较强的预测能力。
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引用次数: 0
期刊
Fibers and Polymers
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