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Cover Image, Volume 142, Issue 48 封面图片,第142卷,第48期
IF 2.8 3区 化学 Q2 POLYMER SCIENCE Pub Date : 2025-11-14 DOI: 10.1002/app.54203
Zhiming Shen, Hiroyuki Saito, Wataru Mita, Yuya Takimoto, Takeshi Fujihara, Hong-Baek Cho, Hisayuki Suematsu, Tadachika Nakayama, Koichi Niihara

The cover image is based on the article Fabrication of 3D Micron T-Shaped SiC/Silicone Rubber Composites With Nonlinear Conductivity by Zhiming Shen et al., https://doi.org/10.1002/app.57901.

封面图片来源于沈志明等人的文章《三维微米t形非线性导电性SiC/硅橡胶复合材料的制备》https://doi.org/10.1002/app.57901。
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引用次数: 0
Eco-Friendly PVA/CS/CNF Hydrogels as Adsorbents for Aqueous Dye Removal 环保型PVA/CS/CNF水凝胶作为水中染料去除的吸附剂
IF 2.8 3区 化学 Q2 POLYMER SCIENCE Pub Date : 2025-10-23 DOI: 10.1002/app.58054
Xinran Li, Wenjun Xu, Jun Zhang, Zheyao Xia, Yingqi Xu, Binjie Xin, Shanshan Shang

This study successfully prepared and evaluated polyvinyl alcohol (PVA)/chitosan (CS)/cellulose nanofiber (CNF) composite hydrogels for aqueous dye removal, with methylene blue (MB) used as a model pollutant. The hydrogels were fabricated using a freeze–thaw cycling method to form a three-dimensional cross-linked network. Their microstructure, mechanical properties, adhesion behavior, and MB adsorption performance were systematically investigated. The results showed that the hydrogel exhibited a high adsorption capacity for MB, with a maximum equilibrium adsorption of 79.5 mg/g. The adsorption process followed the pseudo-second-order kinetic model, suggesting that chemisorption was the dominant mechanism. In addition, the hydrogel demonstrated excellent mechanical properties, environmental stability, and biodegradability, indicating its potential as a sustainable material for eco-friendly dye adsorption applications. This study provides new insights into the development of efficient and environmentally friendly adsorbents for dye removal from aqueous systems.

以亚甲基蓝(MB)为模型污染物,成功制备了聚乙烯醇(PVA)/壳聚糖(CS)/纤维素纳米纤维(CNF)复合水凝胶,并对其进行了评价。采用冻融循环法制备水凝胶,形成三维交联网络。系统地研究了它们的微观结构、力学性能、粘附性能和MB吸附性能。结果表明,该水凝胶对MB具有较高的吸附能力,最大平衡吸附量为79.5 mg/g。吸附过程遵循准二级动力学模型,表明化学吸附是主要吸附机理。此外,水凝胶表现出优异的机械性能、环境稳定性和生物降解性,表明其作为环保染料吸附材料的可持续发展潜力。该研究为开发高效环保的吸附剂脱除水中染料提供了新的思路。
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引用次数: 0
Developing Calibration Reference Materials and Standardized Protocols for Reliable DSC of Polyolefins 开发聚烯烃可靠DSC的校准参考物质和标准化方案
IF 2.8 3区 化学 Q2 POLYMER SCIENCE Pub Date : 2025-10-20 DOI: 10.1002/app.58060
Xingxing Zhang, Lin Liu, Xuelei Duan, Zhe Zhou, Peiqian Yu, Yue Yu, Linfeng Chen, Rongjuan Cong

Differential scanning calorimetry (DSC) serves as a critical analytical tool in the polyolefin industry for quality control and product differentiation. Between 2000 and 2025, 7574 global patent applications referenced DSC data, highlighting its ubiquitous role in the industry. While DSC demonstrates exceptional precision in standardized measurements (e.g., indium melting onset temperature standard deviation σ = 0.03°C), the precision in polyolefin characterization remains less defined. This study thus seeks to answer the key question: what level of precision could DSC achieve for polyolefin analysis? Using medical-grade homopolymer polyethylene (DMDA 8007) as a reference material, the T m σ was measured as 0.48°C under ASTM E967/E968 protocols, a 16-fold precision degradation compared to that of the indium calibration. To investigate this discrepancy, the impact of DSC testing parameters, sample preparation methods, and sample weight control on measurement precision was systematically analyzed. Through optimizing experimental design, an improved testing protocol (including optimized sample preparation procedures) was developed, reducing the T m σ of DMDA 87000 from 0.48°C (ASTM baseline) to 0.11°C. This new protocol not only enhances DSC testing precision for polyolefins but also enables robust correlations between the DSC results and material properties, such as polymer density in LLDPE and comonomer content in EVA.

差示扫描量热法(DSC)是聚烯烃工业质量控制和产品差异化的关键分析工具。2000年至2025年间,全球有7574项专利申请引用了DSC数据,凸显了其在行业中的无处不在的作用。虽然DSC在标准化测量中表现出卓越的精度(例如,铟熔化起始温度标准差σ = 0.03℃),但聚烯烃表征的精度仍然不太明确。因此,本研究旨在回答关键问题:DSC对聚烯烃分析的精度可以达到什么水平?使用医用级均聚聚乙烯(DMDA 8007)作为标准材料,在ASTM E967/E968协议下测量T m σ为0.48°C,与铟校准相比精度降低了16倍。为了研究这种差异,系统分析了DSC测试参数、样品制备方法和样品重量控制对测量精度的影响。通过优化实验设计,制定了改进的测试方案(包括优化的样品制备程序),将DMDA 87000的T m σ从0.48°C (ASTM基线)降低到0.11°C。这种新方案不仅提高了聚烯烃的DSC测试精度,而且使DSC结果与材料性能(如LLDPE中的聚合物密度和EVA中的共聚单体含量)之间具有强大的相关性。
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引用次数: 0
B-Staging and Crosslinking of Polycarbosilane at Room Temperature: Cure Mechanism and Properties 室温下聚碳硅烷的分级和交联:固化机理和性能
IF 2.8 3区 化学 Q2 POLYMER SCIENCE Pub Date : 2025-10-20 DOI: 10.1002/app.57840
Steven E. Bullock, Corson L. Cramer, Michelle K. Kidder, Chris J. Hershey, Michael J. Lance, Josh T. Damron, Michelle L. Lehmann, Caitlyn Duggan

The viscosity of polycarbosilane (PCS) polymers is not advantageous for free forming. Various fillers and heat are used to obtain a formable paste. Due to the low yield stress, structures and preforms tend to slump or resin will flow out, especially during the curing of the polymer. B-staging of PCS allows for a more stable structure from room temperature until the full cure of the allyl groups occurs with heat. Additionally, hydrosilation is an effective means of crosslinking at room temperature and controlling viscosity. A network structure was formed in SMP-10 using silane and a vinyl-based crosslinker to bridge each polymer chain. Pt addition catalysts were added to enhance the increase in viscosity to make a lightly crosslinked gel to aid in thickening and forming and to improve the ceramic yield at 1000°C. This enables several options for controlling rheology and improving the properties of preceramic polymers to avoid slumping during curing.

聚碳硅烷(PCS)聚合物的粘度不利于自由成型。使用各种填料和加热来获得可成形的糊状物。由于屈服应力低,结构和预成型体容易坍落或树脂流出,特别是在聚合物固化过程中。PCS的b阶段允许在室温下具有更稳定的结构,直到烯丙基在加热下完全固化。此外,氢化硅化反应是室温交联和控制粘度的有效手段。在SMP-10中使用硅烷和乙烯基交联剂桥接每个聚合物链形成网络结构。Pt催化剂的加入是为了提高粘度,使凝胶轻交联,以帮助增稠和成型,并提高1000℃下的陶瓷收率。这为控制流变学和改善预陶瓷聚合物的性能提供了多种选择,以避免在固化过程中发生坍落。
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引用次数: 0
Synthesis of DOPO-Containing Melamine Flame Retardant and Its Effect on the Flame-Retardant Properties of Waterborne Polyurethane 含dopo三聚氰胺阻燃剂的合成及其对水性聚氨酯阻燃性能的影响
IF 2.8 3区 化学 Q2 POLYMER SCIENCE Pub Date : 2025-10-16 DOI: 10.1002/app.58046
Chao Liu, Jing Yang, Mengdan Chen, Qiuting Lu, Guoyong Zhou

To improve the flame retardancy of waterborne polyurethane (WPU), two novel DOPO-containing melamine-based flame retardants were synthesized by combining Schiff bases (derived from p-hydroxybenzaldehyde, terephthalaldehyde, and melamine) with 9,10-dihydro-9-oxa-10-phosphaphenanthrene-10-oxide (DOPO). FTIR and NMR confirmed the chemical structures. The flame retardants were chemically incorporated into WPU to prepare modified films. Comprehensive testing showed significant improvements: water contact angle increased to 138.79° with 6.45% lower absorption; thermal stability improved by 60°C; LOI reached 33.1% with UL-94 V-1 rating. Cone calorimetry revealed 52.33% and 60.47% reductions in peak heat release rate (pHRR) and total heat release (THR), with 11 s longer ignition time. Total smoke production (TSP) decreased by 91.81% and average effective heat of combustion (AEHC) by 53.99%. Although CO and CO2 emissions increased by 144.23% and 86.29%, the overall fire safety performance was markedly enhanced. Mechanical properties improved substantially, with tensile strength reaching 2.12 MPa (2.83× higher than unmodified WPU). The simultaneous enhancement of flame retardancy, thermal stability, water resistance, and mechanical properties demonstrates the effectiveness of this modification approach for WPU applications requiring improved fire safety.

为了提高水性聚氨酯(WPU)的阻燃性能,将希夫碱(由对羟基苯甲醛、对苯二甲酸和三聚氰胺衍生)与9,10-二氢-9-氧-10-磷酸菲-10-氧化物(DOPO)合成了两种新型含DOPO的三聚氰胺基阻燃剂。FTIR和NMR证实了化学结构。将阻燃剂化学掺入WPU中制备改性膜。综合测试效果显著:水接触角增加到138.79°,吸收率降低6.45%;热稳定性提高60℃;在UL-94 V-1额定值下,LOI达到33.1%。锥热分析结果表明,随着点火时间延长11 s,峰值放热率(pHRR)和总放热率(THR)分别降低了52.33%和60.47%。总产烟量(TSP)下降了91.81%,平均有效燃烧热(AEHC)下降了53.99%。虽然CO和CO2排放量分别增加了144.23%和86.29%,但整体消防安全性能明显提高。力学性能显著提高,抗拉强度达到2.12 MPa,比未改性WPU提高2.83倍。阻燃性、热稳定性、耐水性和机械性能的同时增强表明,这种改性方法对于需要提高消防安全性的WPU应用是有效的。
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引用次数: 0
Multi-Functional Waterborne Polyurethane Coatings Enabled by the Cooperative Effect of Graphene Oxide and CeO2 Nanoparticles for Superior Anti-Corrosion Protection 基于氧化石墨烯和CeO2纳米颗粒协同作用的多功能水性聚氨酯涂料
IF 2.8 3区 化学 Q2 POLYMER SCIENCE Pub Date : 2025-10-16 DOI: 10.1002/app.58061
Jiaqi Zhang, Jianing Xu, Linlin Zhang, Min Huang, Ze Sun, Shuchen Liu, Chao Zhou

Metal materials in engineering structures face severe corrosion challenges. Waterborne polyurethane (WPU) is widely regarded as a sustainable coating alternative and holds potential in corrosion protection; nevertheless, its actual usage is constrained by inadequate mechanical characteristics, limited water resistance, and insufficient corrosion resistance. In this study, graphene oxide (GO) and nano-cerium oxide (CeO2) were introduced as functional fillers into a WPU matrix via physical blending to prepare three composite materials (WPU-GO, WPU-Ce, and WPU-GO-Ce). The influence of nanofillers on the characteristics of WPU was comprehensively examined. The findings indicated that the addition of nanofillers substantially improves the overall properties of the composites. Specifically, CeO2 (at 0.25 wt%) interacts with the hard segments of polyurethane through interfacial hydroxyl groups, increasing the tensile strength of WPU-Ce to 31.37 MPa. The synergistic effect of GO (at 0.125 wt%) and CeO2 (at 0.125 wt%) in the WPU-GO-Ce system forms a dense physical barrier, achieving an impedance modulus of 8.03 × 105 Ω·cm2 two orders of magnitude higher than WPU, indicating optimal corrosion resistance. Additionally, nanofillers delay corrosive medium diffusion via a “maze effect,” while improving thermal stability (T50 up to 404.63°C) and UV shielding performance (near-zero transmittance across the entire UV spectrum). This work reveals that the GO/CeO2 co-modification strategy significantly enhances the multifunctional performance of WPU coatings, providing theoretical and technical support for long-term corrosion protection in complex environments.

工程结构中的金属材料面临着严峻的腐蚀挑战。水性聚氨酯(WPU)被广泛认为是一种可持续的涂料替代品,在防腐方面具有潜力;然而,它的实际使用受到不充分的机械特性、有限的耐水性和不充分的耐腐蚀性的限制。本研究将氧化石墨烯(GO)和纳米氧化铈(CeO2)作为功能填料,通过物理共混的方式加入到WPU基体中,制备了WPU-GO、WPU- ce和WPU-GO- ce三种复合材料。全面考察了纳米填料对WPU性能的影响。结果表明,纳米填料的加入大大提高了复合材料的整体性能。具体来说,CeO2 (0.25 wt%)通过界面羟基与聚氨酯的硬段相互作用,将WPU-Ce的抗拉强度提高到31.37 MPa。氧化石墨烯(0.125 wt%)和CeO2 (0.125 wt%)在WPU-GO- ce体系中的协同作用形成了致密的物理屏障,阻抗模量为8.03 × 105 Ω·cm2,比WPU高出两个数量级,具有最佳的耐腐蚀性。此外,纳米填料通过“迷宫效应”延缓了腐蚀性介质的扩散,同时提高了热稳定性(T50高达404.63°C)和紫外线屏蔽性能(在整个紫外线光谱中的透射率接近于零)。该研究表明,氧化石墨烯/CeO2共改性策略显著提高了WPU涂层的多功能性能,为复杂环境下的长期防腐提供了理论和技术支持。
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引用次数: 0
Advanced Design and Fabrication of High-Strength Phthalonitrile Thermosets With Low Dielectric Constants and Enhanced Toughness via Allyl-Bismaleimide Modification 利用烯丙基双马来酰亚胺改性制备低介电常数高强度邻苯二腈热固性材料
IF 2.8 3区 化学 Q2 POLYMER SCIENCE Pub Date : 2025-10-15 DOI: 10.1002/app.58041
Jiajia Ye, Tao Wang, Jiang Zhu, Shuning Liu, Xiaobo Liu, Shuai Zhang, Lifen Tong

Benzoxazine-containing phthalonitrile (PN) resins exhibit advantages such as low curing temperature, high thermal resistance, and stable electrical properties. However, the relatively high dielectric constant (3.8 at 1 MHz) limits its applications in the electronics field. In this work, bismaleimide resin (BDM) with low dielectric constant and an allyl-containing bismhenol A (DBA) monomer as a curing agent were innovatively introduced to copolymerize with the PN resin, aiming to further reduce the curing temperature and dielectric constant. To fully exploit the advantages of BDM, it was pre-polymerized with DBA to obtain BA resin. The influence of BA resin content on the properties of the copolymerized resin (Poly(PN-BA)s) was systematically investigated. The results show that the introduction of BA resin improves the curing reactivity of the PN-BA, with a shortening of the gelation time by nearly 200 s (from 631 s of PN to 434 s of PN-30BA, a decrease of 31.2%), while maintaining good processability. The Poly(PN-BA)s retain the excellent high-temperature resistance of Poly(PN) while effectively improving the dielectric properties, reducing the dielectric constant to 3.29. Furthermore, the glass fiber-reinforced composites G(PN-BA)s have good bonding of the resin to the fiber interface, and the bending strength was enhanced from 351 to 554 MPa, which increased by 58%. Therefore, the Poly(PN-BA)s exhibits promising application prospects and provides an excellent technical solution for PCB resins.

含苯并恶嗪的邻苯二腈树脂具有固化温度低、耐热性高、电性能稳定等优点。然而,相对较高的介电常数(1 MHz时为3.8)限制了其在电子领域的应用。本文创新性地引入低介电常数双马来酰亚胺树脂(BDM)和含烯丙基双酚A (DBA)单体作为固化剂与PN树脂共聚,以进一步降低固化温度和介电常数。为了充分发挥BDM的优点,将其与DBA进行预聚合,得到BA树脂。系统地研究了BA树脂含量对共聚树脂(Poly(PN-BA)s)性能的影响。结果表明,BA树脂的引入提高了PN-BA的固化反应性,胶凝时间缩短了近200 s (PN的631 s缩短到PN- 30ba的434 s,减少了31.2%),同时保持了良好的加工性能。聚(PN- ba)s在保持聚(PN)优良耐高温性能的同时,有效提高了介电性能,介电常数降至3.29。此外,玻璃纤维增强复合材料G(PN-BA)s具有良好的树脂与纤维界面的结合,抗弯强度从351 MPa提高到554 MPa,提高了58%。因此,聚(PN-BA)s具有良好的应用前景,为PCB树脂提供了良好的技术解决方案。
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引用次数: 0
TA-MXene/Cu2+ Synergistically Reinforced Polyacrylamide Hybrid Hydrogels With High Compression Resistance and Strain-Responsive Conductivity 具有高抗压性和应变响应电导率的TA-MXene/Cu2+协同增强聚丙烯酰胺杂化水凝胶
IF 2.8 3区 化学 Q2 POLYMER SCIENCE Pub Date : 2025-10-14 DOI: 10.1002/app.58045
Yongan Niu, Baihui Ding, Jian Wang, Jiannan Shen, Xianqi Cao, Xin Zhang

Hydrogels are types of stable gel materials formed by the dissolution of water-soluble polymers, which have good biocompatibility, swelling features, and anti-deformation. In this work, Ti3C2 MXene sheets are prepared by the etching method with hydrofluoric acid (HF) and surface modified by tannic acid (TA) to form TA-MXene sheets. The polyacrylamide (PAM) hybrid hydrogels with double networks were based on a copolymer with a mass ratio of acrylamide (AM) and acrylic acid (AA) at 7:1. TA-MXene sheets and CuCl2 were utilized as conductive reinforcements. By in situ polymerization, the PAM hybrid hydrogels synergistically reinforced by TA-MXene/copper ion (Cu2+) with double conductive networks were successfully fabricated. The compressive modulus of the TA-MXene/Cu2+/PAM hybrid hydrogels is increased by 152.96% compared to PAM hydrogels. Under the synergistic effects of TA-MXene and Cu2+, the conductivity of the TA-MXene/Cu2+/PAM hybrid hydrogel is enhanced by 80.76%.

水凝胶是一类由水溶性聚合物溶解形成的稳定的凝胶材料,具有良好的生物相容性、溶胀性和抗变形性。本文采用氢氟酸(HF)蚀刻法制备了Ti3C2 MXene片材,表面经单宁酸(TA)改性,形成TA-MXene片材。以丙烯酰胺(AM)与丙烯酸(AA)的质量比为7:1的共聚物为基础,制备了具有双网状结构的聚丙烯酰胺(PAM)杂化水凝胶。采用TA-MXene片材和CuCl2作为导电增强材料。通过原位聚合,成功制备了TA-MXene/ cu离子(Cu2+)协同增强双导电网络的PAM杂化水凝胶。TA-MXene/Cu2+/PAM杂化水凝胶的压缩模量比PAM水凝胶提高了152.96%。在TA-MXene和Cu2+的协同作用下,TA-MXene/Cu2+/PAM杂化水凝胶的电导率提高了80.76%。
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引用次数: 0
Effect of Low-Crystallinity Cellulose Produced by Shear and Cool Milling on Polyamide 6 Composites 低结晶度纤维素剪切冷铣削对聚酰胺6复合材料的影响
IF 2.8 3区 化学 Q2 POLYMER SCIENCE Pub Date : 2025-10-14 DOI: 10.1002/app.58048
Takashi Saito, Hiroko Yano, Tomonori Koda, Akihiro Nishioka

We used low-crystallinity cellulose (LCC) and recrystallized cellulose (RCC) as bioresource fillers to improve a polymer material (polyamide 6 (PA6)) and thereby contribute to the creation of an ecofriendly society that does not depend on petroleum resources. Because of its strong hydrophilic nature, cellulose must be modified to combine it with hydrophobic resins. The novelty of this study lies in the production of powder-type LCC through the amorphization of pure cellulose powder in our original shear and cooling milling machine. RCC was obtained by recrystallizing LCC in a thermo-hygrostat. So far, there has been no report comparing the effects of combining LCC and RCC with plastic resins. In this study, the effects of LCC and RCC on PA6 composites were examined. The composites were characterized via differential scanning calorimetry (DSC), tensile testing, and scanning electron microscopy (SEM). DSC results revealed that the addition of the cellulose filler to PA6 increased its crystallization temperature. The melting enthalpy values during the first heating indicated that LCC enhanced the crystallization of PA6 more effectively than RCC. The tensile testing results indicated that the cellulose fillers effectively reinforced PA6, improving its tensile strength. SEM observations of the fracture surfaces of the composites suggested that LCC had better affinity for PA6 than RCC.

我们使用低结晶度纤维素(LCC)和重结晶纤维素(RCC)作为生物资源填料来改善聚合物材料(聚酰胺6 (PA6)),从而为创建一个不依赖石油资源的生态友好型社会做出贡献。由于其强烈的亲水性,纤维素必须经过改性才能与疏水树脂结合。本研究的新颖之处在于,在我国独创的剪切冷却铣床上,将纯纤维素粉末非晶化生产粉状LCC。碾压混凝土是在恒温箱中再结晶得到的。到目前为止,还没有报道比较LCC和RCC与塑料树脂结合的效果。本研究考察了LCC和RCC对PA6复合材料性能的影响。通过差示扫描量热法(DSC)、拉伸测试和扫描电镜(SEM)对复合材料进行了表征。DSC结果表明,纤维素填料的加入提高了PA6的结晶温度。第一次加热时的熔融焓值表明,LCC比RCC更有效地促进了PA6的结晶。拉伸试验结果表明,纤维素填料能有效增强PA6,提高其拉伸强度。对复合材料断口形貌的SEM观察表明,LCC对PA6的亲和力优于RCC。
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引用次数: 0
Machine Learning Insights Into the Mechanical Behavior of Fused Filament Fabricated Polylactic Acid Composites Reinforced With Carbon Fiber, Graphene, and Multi-Walled Carbon Nano Tubes 机器学习洞察碳纤维、石墨烯和多壁碳纳米管增强的熔融长丝制造聚乳酸复合材料的力学行为
IF 2.8 3区 化学 Q2 POLYMER SCIENCE Pub Date : 2025-10-14 DOI: 10.1002/app.58043
Bobby Tyagi, Tapish Raj, Abhishek Raj, Saumang Swarup Sharma, Kanishka Pathik, Saloni Upadhyay, Achint Kumar, Sajal Bhaskar, Bhor Varshney, Akash Jain, Haniyeh Fayazfar, Ramona, Ankit Sahai, Rahul Swarup Sharma

Polylactic acid (PLA) is widely used in fused filament fabrication (FFF) due to its biocompatibility and low cost, but its inherent brittleness and limited mechanical strength restrict its application in load-bearing and structural components. Reinforcing PLA with nanofillers such as carbon fiber (CF), graphene (Gr), and multi-walled carbon nanotubes (MWCNTs) offers a promising route to overcome these limitations, yet the combined influence of build parameters and reinforcement type remains underexplored. In this study, PLA composites were fabricated via FFF with systematic variation of raster orientation (RO), layer height (LH), and print speed (PS), and their tensile, compressive, and flexural properties were evaluated. Among the reinforcements, PLA-MWCNT composites demonstrated the highest compressive strength (121.25 MPa at 0° RO, 0.1 mm LH, 30 mm/s PS), while PLA-CF composites exhibited superior tensile performance, and PLA-Gr composites offered balanced mechanical behavior. To predict and optimize these outcomes, machine learning (ML) models—Linear Regression, Random Forest Regression, and Extreme Gradient Boosting Regression—were employed, with XGBR achieving the highest accuracy (R 2 up to 0.99). This integrated experimental–computational framework identifies reinforcement–parameter combinations most suitable for real-world applications such as lightweight automotive components while also highlighting the need for larger datasets to further strengthen ML-driven predictions.

聚乳酸(PLA)由于其生物相容性和低廉的成本在熔丝制造(FFF)中得到了广泛的应用,但其固有的脆性和有限的机械强度限制了其在承重和结构部件中的应用。用碳纤维(CF)、石墨烯(Gr)和多壁碳纳米管(MWCNTs)等纳米填料增强PLA为克服这些限制提供了一条有希望的途径,但构建参数和增强类型的综合影响仍未得到充分探讨。在这项研究中,通过FFF制备PLA复合材料,系统地改变光栅取向(RO)、层高(LH)和打印速度(PS),并评估其拉伸、压缩和弯曲性能。在增强材料中,PLA-MWCNT复合材料表现出最高的抗压强度(0°RO, 0.1 mm LH, 30 mm/s PS时121.25 MPa), PLA-CF复合材料表现出优异的拉伸性能,PLA-Gr复合材料表现出平衡的力学性能。为了预测和优化这些结果,使用了机器学习(ML)模型——线性回归、随机森林回归和极端梯度增强回归,XGBR达到了最高的精度(r2高达0.99)。这种集成的实验-计算框架确定了最适合于轻量化汽车部件等现实应用的强化参数组合,同时也强调了对更大数据集的需求,以进一步加强机器学习驱动的预测。
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Journal of Applied Polymer Science
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