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Hexagonal Boron Nitride Doped PVA Composite Nanofibers for Antimicrobial and Biocompatible Applications 六方氮化硼掺杂PVA复合纳米纤维的抗菌和生物相容性应用
IF 4.6 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-15 DOI: 10.1002/mame.202500066
Nilüfer Evcimen Duygulu, Merve Balkas, Fatih Ciftci, Mine Kucak
<div> <section> <p>In this study, boron nitride nanoparticles (BNNPs) doped polyvinyl alcohol (PVA) composite nanofibers were fabricated cost-effectively and straightforwardly using the electrospinning technique. The uniform PVA/BN composite nanofibers were measured as 376.26 ± 59.20 nm, observed through Scanning Electron Microscopy (SEM). The presence of hexagonal boron nitride (<i>h</i>-BNNPs) was confirmed using transmission electron microscopy (TEM) and X-ray diffraction (XRD). Fourier transform infrared spectroscopy (FT-IR) results indicated enhanced structural stability and the formation of new functional groups. Water absorption tests showed that the hydrophobic nature of BNNP is dominant. The degradation rate of the PVA/BN was found to be faster than PVA nanofibers. Antibacterial tests demonstrated that PVA/BN fibers exhibited inhibition zones against <i>Escherichia coli</i> (8.78 mm), <i>Staphylococcus aureus</i> (6.82 mm), and <i>Candida albicans</i> (21.54 mm). The Minimum Inhibitory Concentration (MIC) results reinforced these findings, with PVA/BN fibers achieving an impressive inhibition rate of 89.56% against <i>E. coli</i>. Utilizing the MTT assay, biocompatibility tests indicated cell viability rates exceeding 98% for PVA/BN fibers, confirming their safety for biomedical applications. This study illustrates that PVA/BN composite nanofibers enhance their antimicrobial and hydrophilic properties, leading to multifunctional materials for advanced tissue engineering.</p> </section> <section> <h3> Summary</h3> <div> <ul> <li>Electrospun PVA/BN composite nanofibers produced cost-effectively and straightforwardly.</li> <li>SEM images indicated that the average diameter of PVA/BN composite nanofibers was 376.26 ± 59.20 nm.</li> <li>SEM and TEM analyses revealed a uniform dispersion of BNNPs within the composite nanofibers.</li> <li>FT-IR confirmed the presence of strong chemical interactions and the formation of unique functional groups.</li> <li>XRD and TEM analyses validated the structural integrity of <i>h</i>-BN.</li> <li>PVA/BN fibers exhibited inhibition zones against <i>Escherichia coli</i> (8.78 mm), <i>Staphylococcus aureus</i> (6.82 mm), and <i>Candida albicans</i> (21.54 mm).</li> <li>MIC results showed that the BN-doped composite nanofibers achieved an impressive inhibition rate of 89.56% against <i>Escherichia coli</i>.</li> <li>MTT assay (L929 fibroblast) indicated excellent biocompatibility, with ove
在本研究中,采用静电纺丝技术制备了氮化硼纳米颗粒(BNNPs)掺杂聚乙烯醇(PVA)复合纳米纤维。扫描电镜(SEM)观察到PVA/BN复合纳米纤维的粒径为376.26±59.20 nm。通过透射电镜(TEM)和x射线衍射(XRD)证实了六方氮化硼(h-BNNPs)的存在。傅里叶变换红外光谱(FT-IR)结果表明,结构稳定性增强,并形成了新的官能团。吸水试验表明,BNNP的疏水性占优势。发现PVA/BN的降解速度比PVA纳米纤维快。抗菌实验表明,PVA/BN纤维对大肠杆菌(8.78 mm)、金黄色葡萄球菌(6.82 mm)和白色念珠菌(21.54 mm)具有抑制作用。最小抑制浓度(MIC)结果证实了这些发现,PVA/BN纤维对大肠杆菌的抑制率达到了令人印象深刻的89.56%。利用MTT试验,生物相容性测试表明PVA/BN纤维的细胞存活率超过98%,证实了其生物医学应用的安全性。该研究表明,聚乙烯醇/氮化硼复合纳米纤维增强了其抗菌和亲水性,是先进组织工程的多功能材料。电纺聚乙烯醇/氮化硼复合纳米纤维的制备具有成本效益和直接性。SEM图像显示,PVA/BN复合纳米纤维的平均直径为376.26±59.20 nm。SEM和TEM分析显示BNNPs在复合纳米纤维内分布均匀。FT-IR证实了强化学相互作用的存在和独特官能团的形成。XRD和TEM分析验证了h-BN的结构完整性。PVA/BN纤维对大肠杆菌(8.78 mm)、金黄色葡萄球菌(6.82 mm)和白色念珠菌(21.54 mm)均有抑制作用。MIC结果表明,bn掺杂复合纳米纤维对大肠杆菌的抑制率达到了89.56%。MTT试验(L929成纤维细胞)显示出良好的生物相容性,细胞存活率超过98%。聚乙烯醇/氮化硼复合纳米纤维在高级伤口敷料和组织工程方面具有潜力。
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引用次数: 0
Poly(Lactic Acid) Processability Treatment Through Electron Beam Irradiation: Optimization of Dose and Crosslinking Agent Amount 电子束辐照处理聚乳酸:交联剂用量及剂量的优化
IF 4.6 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-15 DOI: 10.1002/mame.202500099
Masoud Ghaani, Mehdi Entezam, Rashid Gholami, Mostafa Ahmadi

Poly(lactic acid) (PLA), a polymer derived from renewable resources, is an increasingly popular choice for packaging. However, its inherently low melt strength, due to its linear molecular structure, limits its performance in processes such as foaming and thermoforming. This study introduces a method to enhance PLA's processability by employing electron beam irradiation with trimethylolpropane triacrylate (TMPTA) as a crosslinking agent. Through optimization using response surface methodology, ideal conditions of 5.5 kGy irradiation and 0.87 wt.% TMPTA was identified, facilitating structural modifications inferred to include long-chain branching, which led to improved rheological, thermal, and mechanical responses. When foamed in a PLA/polyethylene (70/30 wt.%) blend, PLA modified under these conditions exhibited a more refined cell structure and enhanced tensile properties compared to foams made from untreated PLA. This research demonstrates a modification pathway that advances PLA's suitability for diverse packaging and insulation applications by modulating its functional performance.

聚乳酸(PLA)是一种来自可再生资源的聚合物,是越来越受欢迎的包装选择。然而,由于其线性分子结构,其固有的低熔体强度限制了其在发泡和热成型等过程中的性能。本文介绍了以三甲基丙烷三丙烯酸酯(TMPTA)为交联剂,采用电子束辐照提高PLA可加工性的方法。通过响应面法优化,确定了5.5 kGy辐照和0.87 wt.% TMPTA的理想条件,促进了包括长链分支在内的结构修饰,从而改善了流变、热和机械响应。当在PLA/聚乙烯(70/30 wt.%)共混物中发泡时,与未经处理的PLA制成的泡沫相比,在这些条件下改性的PLA表现出更精细的细胞结构和增强的拉伸性能。本研究展示了一种改性途径,通过调节PLA的功能性能来提高PLA对各种包装和绝缘应用的适用性。
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引用次数: 0
The Critical Role of Processing Sequence on the Mechanical Properties of Reactively Compatibilized PLA/PBAT Blends: Effect of Manufacturing Method 加工顺序对反应增容PLA/PBAT共混物力学性能的关键作用:制造方法的影响
IF 4.6 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-15 DOI: 10.1002/mame.202500108
Sanaz Soleymani Eil Bakhtiari, Reza Salehiyan, Anu Sasi, Islam Shyha, Dongyang Sun

In this study, polylactic acid (PLA)/polybutylene adipate-co-terephthalate (PBAT)/Joncryl blends are prepared via film extrusion, compression molding, and injection molding to investigate the effects of processing sequence and compatibilization on interfacial interactions and final properties. Joncryl is added at 0.5 and 1 wt.% to assess its impact on phase adhesion, crystallinity, and mechanical performance. Results reveal that the two-step blending process, where Joncryl is first reacted with either PLA or PBAT, results in more uniform dispersion and enhanced interfacial interactions compared to the single-step method. Notably, the (70/30) PLA/PBAT blend incorporating 1 wt.% Joncryl via two-step blending shows tensile strength improvements of ≈6% and 15%, and elongation increases of ≈491% and 335.5% for (PLA+1J)/PBAT and (PBAT+1J)/PLA, respectively. For injection-molded samples, 0.5 wt.% Joncryl added through two-step blending improves elongation and impact strength by ≈75% and 140% in (PBAT+0.5J)/PLA. Film-extruded samples exhibit higher tensile strength than compression-molded ones due to better phase dispersion, orientation, and interfacial bonding enabled by slit-die extrusion and stretching. In contrast, compression molding lacks orientation effects, resulting in lower mechanical strength. These findings highlight the critical role of blending sequence and processing method in tailoring biodegradable PLA/PBAT blends for improved performance in packaging and related applications.

在本研究中,通过薄膜挤出、压缩成型和注射成型制备聚乳酸(PLA)/聚己二酸丁二酯(PBAT)/Joncryl共混物,研究加工顺序和增容对界面相互作用和最终性能的影响。Joncryl添加在0.5%和1% wt.%,以评估其对相附着力,结晶度和机械性能的影响。结果表明,在两步共混过程中,Joncryl首先与PLA或PBAT反应,与单步方法相比,可以获得更均匀的分散和增强的界面相互作用。通过两步共混,(PLA+1J)/PBAT和(PBAT+1J)/PLA的拉伸强度分别提高约6%和15%,伸长率分别提高约491%和335.5%。在(PBAT+0.5 j)/PLA中,通过两步共混添加0.5 wt.% Joncryl可使拉伸率和冲击强度分别提高约75%和140%。由于裂模挤压和拉伸带来了更好的相分散、取向和界面结合,薄膜挤压样品比压缩成型样品表现出更高的抗拉强度。相比之下,压缩成型缺乏定向效应,导致机械强度较低。这些发现强调了共混顺序和加工方法在定制可生物降解PLA/PBAT共混物以改善包装和相关应用中的性能方面的关键作用。
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引用次数: 0
Preparation and Characterization of Biobased Polyamide 36,10 Elastomer and Its Foam 生物基聚酰胺36,10弹性体及其泡沫的制备与表征
IF 4.6 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-15 DOI: 10.1002/mame.202500129
Lauren Harley, Zahra Rahmatpanah, Biqiong Chen

Biobased recyclable elastomers are interesting sustainable alternatives to existing fossil fuel-based and/or non-recyclable elastomers in diverse applications. Herein, a novel biobased thermoplastic elastomer, polyamide 36,10 (PA36,10), is synthesized by one-pot condensation polymerization without the use of harmful chemicals or solvents. Its chemical structure and molecular weights are characterized using Fourier transform infrared spectroscopy, nuclear magnetic resonance, and gel permeation chromatography. The glass transition temperature and melting temperature of the PA36,10, determined from differential scanning calorimetry, are −4 and 95 °C, respectively. The tensile strength and elongation at break are 16.80 ± 0.18 MPa and 1636 ± 108%, with Shore A and Shore D hardnesses of 97 and 47, as well as relatively good resilience. PA36,10 is foamed by extrusion using a 3 wt.% common blowing agent, ammonium bicarbonate. The resulting foam shows a bulk density of 0.67 ± 0.16 g.cm−3, with a compressive yield strength of 5.61 ± 0.71 MPa. The new biobased recyclable PA36,10 may find various potential applications in the elastomers industry.

生物基可回收弹性体是现有化石燃料和/或不可回收弹性体的有趣的可持续替代品,在各种应用中。本文采用一锅缩聚法合成了一种新型生物基热塑性弹性体聚酰胺36,10 (pa36,10),不使用有害化学物质或溶剂。利用傅里叶变换红外光谱、核磁共振和凝胶渗透色谱对其化学结构和分子量进行了表征。差示扫描量热法测得pa36,10的玻璃化转变温度和熔融温度分别为- 4℃和95℃。拉伸强度和断裂伸长率分别为16.80±0.18 MPa和1636±108%,Shore A和Shore D硬度分别为97和47,具有较好的回弹性。pa36,10是用3wt .%的普通发泡剂碳酸氢铵挤出发泡的。所得泡沫体体积密度为0.67±0.16 g.cm−3,抗压屈服强度为5.61±0.71 MPa。新的生物基可回收pa36,10可能在弹性体工业中找到各种潜在的应用。
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引用次数: 0
Recycling of Epoxy Resin via Blending with Polycaprolactone for Fused Filament Fabrication 3D Printing Applications 通过与聚己内酯共混回收用于熔融长丝制造3D打印的环氧树脂
IF 4.6 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-15 DOI: 10.1002/mame.202500131
Iker Razquin, Leire Mediavilla, Mónica Cobos, Itziar Insua, Itxaso Calafel, Nora Aranburu, Izaskun Larraza, Loli Martin, Alba González, Lourdes Irusta

As a way of recycling epoxy thermoset materials, they were blended with polycaprolactone (PCL) and processed in the form of filament to be used for fused deposition modeling (FDM) 3D printing. Three different epoxy materials were considered: a lab-cured epoxy resin, a lab-cured epoxy/PCL blend, and a commercial epoxy composite containing fiberglass (FR4). These three thermosets were milled and mixed with pure PCL. The distribution of the epoxy in the PCL matrix was analyzed by Fourier Transform Infrared Spectroscopy (FTIR) coupled to a microscope. The filler FR4 and DGEBA were adequately distributed in the matrix. The rheological study anticipated good adhesion between the layers, without clogging at printing temperatures. The rheological model also predicted filament buckling. Because of that, external assistance (PLA) was required to obtain appropriate printed samples, avoiding buckling. The mechanical properties of the specimens were determined by tensile tests and compared with injection molded specimens. It was observed that the incorporation of the epoxy thermoset to the PCL matrix enhanced Young's modulus of PCL. Very similar results were obtained between 3D printed and injected samples. The proposed method could be of significant interest in employing thermoset epoxy waste as a cost-effective reinforcement for fuse filament 3D printing materials.

作为回收环氧热固性材料的一种方式,它们与聚己内酯(PCL)混合,并以长丝的形式加工,用于熔融沉积建模(FDM) 3D打印。研究人员考虑了三种不同的环氧树脂材料:实验室固化的环氧树脂、实验室固化的环氧树脂/PCL共混物,以及含有玻璃纤维(FR4)的商用环氧复合材料。这三种热固性材料被磨碎并与纯PCL混合。利用傅里叶变换红外光谱(FTIR)与显微镜耦合分析了环氧树脂在PCL基体中的分布。填料FR4和DGEBA在基体中分布充分。流变学研究预测了层之间良好的粘附性,在印刷温度下不会堵塞。流变模型还预测了纤维的屈曲。因此,需要外部辅助(PLA)来获得适当的打印样品,以避免屈曲。通过拉伸试验确定了试样的力学性能,并与注射成型试样进行了比较。结果表明,环氧热固性树脂在PCL基体中的掺入提高了PCL的杨氏模量。在3D打印和注射样品之间获得了非常相似的结果。所提出的方法对于采用热固性环氧树脂废料作为熔断器长丝3D打印材料的具有成本效益的增强材料具有重要意义。
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引用次数: 0
Stable Co-Continuous PVDF/PLLA/PDLA Blend Induced by Interfacial Stereocomplex Crystallization Using Joncryl Chain Extender Through Melt-Mixing 用扩链剂熔混界面立体络合物结晶制备PVDF/PLLA/PDLA共混物
IF 4.6 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-05 DOI: 10.1002/mame.202500045
Amir Abbas Seraji, Hamid Garmabi

Continuous progress in the applications of electroactive polymers caused the need for blends with stable morphology and superior performance to increase. Employing interfacial stereocomplex crystallization had been suggested to satisfy these requirements. The Effects of phase behaviors on the viscoelastic response, morphology, and miscibility in the biocompatible electroactive blends of poly vinylidene fluoride (PVDF), poly L-lactic acid (PLLA), and poly D-lactic acid (PDLA) are investigated in one-step reactive meltmixing by adding the Joncryl chain extender via the small amplitude oscillatory shear (SAOS) experiments, dynamic mechanical thermal analysis (DMTA), temperature modulated differential scanning calorimetry (TMDSC), and field emission scanning electron microscopy (FESEM). The presence of the Joncryl causes the formation of branched copolymer compatibilizers (BCCs) during the meltmixing of the immiscible PVDF/PLLA/PDLA blends. BCCs are localized at the interface and enhance the interfacial adhesion, compatibility, and mechanical properties. Dielectric relaxation, rheological tests, and transmission electron microscopy (TEM) confirm the formation of a rigid thin layer of stereocomplex crystals at the interface, resulting in the formation and stabilization of the co-continuous morphology, by suppressing the migration of BCCs and coarsening and coalescence. The crystallization mechanism and crystal structure for each component are exploredby Non-isothermal DSC, X-ray, and Fourier-transformed infrared (FTIR) spectroscopy.

随着电活性聚合物应用的不断发展,对形态稳定、性能优越的共混物的需求日益增加。建议采用界面立体络合结晶来满足这些要求。本文通过小振幅振荡剪切(SAOS)实验、动态机械热分析(DMTA)、调温差示扫描量热法(TMDSC)研究了添加Joncryl扩链剂的聚偏氟乙烯(PVDF)、聚l -乳酸(PLLA)和聚d -乳酸(PDLA)生物相容性电活性共混物中相行为对粘弹性响应、形貌和混相的影响。和场发射扫描电子显微镜(FESEM)。在不混相PVDF/PLLA/PDLA共混物的熔融混合过程中,Joncryl的存在导致支链共聚物相容剂(bcc)的形成。bcc定位于界面,增强了界面的附着力、相容性和力学性能。介质弛豫、流变学测试和透射电子显微镜(TEM)证实,在界面处形成了刚性的立体复合晶体薄层,通过抑制bcc的迁移和粗化和聚结,导致共连续形态的形成和稳定。通过非等温DSC, x射线和傅里叶变换红外(FTIR)光谱研究了每种成分的结晶机理和晶体结构。
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引用次数: 0
Fabrication of Multifunctional Nanofiber Mats by Emulsion Electrospinning of TPU/Fish Skin Gelatin Incorporating Plant Extract-Based Therapeutic Oil for Wound Dressing Applications 含植物提取物治疗油的TPU/鱼皮明胶乳液静电纺丝制备多功能纳米纤维垫
IF 4.6 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-04 DOI: 10.1002/mame.202500015
Rüya Keskinkaya, Arzu Yıldırım, Şeyma Çağlayan, Eray Sarper Erdoğan, Yurdanur Türker, Dilara Nur Dikmetaş, Funda Karbancıoğlu - Güler, Saime Batirel, Fatma Seniha Güner, Melek Erol-Taygun

In this study, for the first time thermoplastic polyurethane (TPU), fish skin gelatin (FSG), and H. perforatum oil (HPO) combine to form a new nanofiber material by using the emulsion electrospinning technique. Scanning electron microscope (SEM), Fourier transform infrared (FTIR) spectroscopy, and thermogravimetric analysis (TGA) are used for the characterization studies. Moreover, antibacterial activities, in vitro wound healing and cytotoxicity of the TPU mats are also investigated. The SEM investigations reveal that the average diameters of defect-free TPU nanofiber mats with diverse HPO concentrations are ≈400–500 nm and suitable to mimic the native extracellular matrix (ECM) with these values. Moreover, although there is no antibacterial activity in the control TPU mat, the addition of the tannic acid crosslinker and 12% of HPO to the nanofiber mat acquires a 31.3% inhibition against Staphylococcus aureus and a 21.0% against Escherichia coli. Furthermore, the TPU nanofiber mat with the highest HPO concentration (12%) is non-toxic to the cells and tends to promote healing in vitro assay. Overall results indicate that the wound healing properties of the obtained HPO-encapsulated TPU nanofiber mats can be a promising candidate for wound dressing applications.

本研究首次采用乳液静电纺丝技术,将热塑性聚氨酯(TPU)、鱼皮明胶(FSG)和贯叶连翘油(HPO)结合在一起,制备了一种新型纳米纤维材料。利用扫描电子显微镜(SEM)、傅里叶变换红外光谱(FTIR)和热重分析(TGA)进行表征研究。此外,还研究了TPU垫的抗菌活性、体外伤口愈合和细胞毒性。SEM研究表明,不同HPO浓度的无缺陷TPU纳米纤维垫的平均直径为≈400-500 nm,适合模拟天然细胞外基质(ECM)。此外,虽然对照TPU垫没有抗菌活性,但在纳米纤维垫中添加单宁酸交联剂和12%的HPO,对金黄色葡萄球菌和大肠杆菌的抑制率分别为31.3%和21.0%。此外,在体外实验中,HPO浓度最高(12%)的TPU纳米纤维垫对细胞无毒,并倾向于促进愈合。综上所述,hpo包封的TPU纳米纤维垫具有良好的伤口愈合性能,有望成为伤口敷料的候选材料。
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引用次数: 0
Characterization of ADA-GEL Based Hydrogels Combined with Mesoporous Bioactive Glass Nanoparticles (MBGNs) and Human Platelet Lysate (HPL) for 3D (Bio)Printing 基于ADA-GEL的介孔生物活性玻璃纳米颗粒(MBGNs)和人血小板裂解液(HPL)复合水凝胶用于3D(生物)打印的表征
IF 4.6 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-05-30 DOI: 10.1002/mame.202500121
Yijun Zhao, Faina Bider, Aldo R. Boccaccini

With the emergence of 3D bioprinting, tissue repair strategies have become more sophisticated and multifunctional. Natural biomaterials like alginate and gelatin have been widely studied to formulate bioinks due to their excellent biocompatibility and biodegradable characteristics. However, the requirement for balanced features combining adjustable degradation rate, printability, and biological functionality is still hard to achieve. In this study, alginate dialdehyde (ADA) – gelatin (GEL) based hydrogels have been supplemented with mesoporous bioactive glass nanoparticles (MBGNs) and human platelet lysate (HPL) to enhance the biological performance. MBGNs can reduce the degradation of ADA-GEL 3D printed scaffolds and induce a mineralization effect while HPL is added as a source of growth factors. Improved printability and higher shape fidelity are observed by incorporating 0.1% (w/v) MBGNs, however, the addition of HPL led to a slight decrease in 3D printed shape fidelity. On the other hand, MBGNs and HPL both presented positive effects to improve cell activity and viability, which is characterized by using MC3T3-E1 pre-osteoblast cells. The ADA-GEL-based hydrogel with the incorporation of 0.1% (w/v) MBGNs and 5% (v/v) HPL shows the most balanced features, making it a promising biomaterial for 3D bioprinting of bone tissue scaffolds.

随着3D生物打印技术的出现,组织修复策略变得更加复杂和多功能。海藻酸盐和明胶等天然生物材料由于具有良好的生物相容性和可生物降解特性而被广泛研究用于制备生物墨水。然而,对可调节降解率、可打印性和生物功能相结合的平衡特性的要求仍然很难实现。在本研究中,将海藻酸双醛(ADA) -明胶(GEL)为基础的水凝胶中添加介孔生物活性玻璃纳米颗粒(MBGNs)和人血小板裂解液(HPL)来提高生物性能。MBGNs可以减少ADA-GEL 3D打印支架的降解并诱导矿化效应,同时加入HPL作为生长因子的来源。通过加入0.1% (w/v)的MBGNs,可以观察到更好的打印性和更高的形状保真度,然而,添加HPL会导致3D打印形状保真度略有下降。另一方面,MBGNs和HPL均表现出提高细胞活性和活力的积极作用,其特征是使用MC3T3-E1前成骨细胞。掺入0.1% (w/v) MBGNs和5% (v/v) HPL的ada - gel水凝胶表现出最平衡的特性,是一种很有前景的生物3D打印骨组织支架材料。
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引用次数: 0
An Adaptive Artificial Neural Network Model for Predicting Friction and Wear in Polymer Matrix Composites: Integrating Kragelsky and Archard Laws 一种预测聚合物基复合材料摩擦磨损的自适应人工神经网络模型:综合Kragelsky和Archard定律
IF 4.6 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-05-30 DOI: 10.1002/mame.70004
Ravisrini Jayasinghe, Maximiano Ramos, Ashveen Nand, Maziar Ramezani

This study presents a hybrid modeling approach that integrates Kragelsky’s friction law and Archard’s wear law with an artificial neural network (ANN) to predict the coefficient of friction (COF) and specific wear rate (SWR) in epoxy-based self-lubricating composites reinforced with graphite and MoS₂. Given the complex, nonlinear interactions among tribological parameters such as contact pressure, sliding speed, hardness, and filler composition, traditional empirical models often fail to capture wear behavior accurately. The proposed ANN architecture comprises an input layer, three hidden layers employing sigmoid, ReLU, and power activation functions, and an output layer predicting COF and SWR. The network is trained using a feed-forward method with backpropagation to minimize prediction error. SEM analysis reveals that graphite imparts superior wear resistance compared to MoS₂. The ANN achieved significantly higher prediction accuracy for graphite-reinforced composites. For COF, graphite yielded an MSE of 0.00073 and R² of 0.9047, while MoS₂ showed an MSE of 0.00318 and R² of 0.5567. For SWR, graphite attained an MSE of 1.3351 and R² of 0.9809, compared to MoS₂ with an MSE of 1.6993 and R² of 0.8271. The reduced performance in MoS₂ predictions is attributed to its oxidative degradation forming MoO₃. The model also offers 3D surface simulations, aiding in composite design optimization and reducing experimental costs.

本研究提出了一种将Kragelsky摩擦定律和Archard磨损定律与人工神经网络(ANN)相结合的混合建模方法,以预测石墨和MoS 2增强环氧基自润滑复合材料的摩擦系数(COF)和比磨损率(SWR)。考虑到摩擦参数(如接触压力、滑动速度、硬度和填料成分)之间复杂的非线性相互作用,传统的经验模型往往不能准确地捕捉磨损行为。所提出的人工神经网络架构包括一个输入层,三个隐藏层采用sigmoid, ReLU和功率激活函数,以及一个预测COF和SWR的输出层。该网络采用前馈反向传播方法进行训练,以减小预测误差。SEM分析表明,石墨具有比MoS 2更好的耐磨性。人工神经网络对石墨增强复合材料的预测精度显著提高。石墨的MSE为0.00073,R²为0.9047,MoS 2的MSE为0.00318,R²为0.5567。对于SWR,石墨的MSE为1.3351,R²为0.9809,而MoS 2的MSE为1.6993,R²为0.8271。MoS₂预测的性能下降是因为它的氧化降解形成了MoO₃。该模型还提供3D表面模拟,有助于复合材料设计优化并降低实验成本。
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引用次数: 0
Enhanced Piezoelectric Performance of Poly(Vinylidene Fluoride) Nanocomposites with Synthesized Zinc Oxide Nanowires and Branched Carbon Nanotubes via Melt Mixing Process 氧化锌纳米线与支链碳纳米管混合制备聚偏氟乙烯纳米复合材料的压电性能
IF 4.6 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-05-30 DOI: 10.1002/mame.202500122
Müslüm Kaplan, Emre Alp, İsmail Borazan, Beate Krause, Petra Pötschke

This study presents the development of high-performance poly(vinylidene fluoride) (PVDF) based piezoelectric nanocomposites incorporating branched carbon nanotubes (bCNTs) and zinc oxide nanowires (ZnO NWs) through a scalable melt mixing process. ZnONWs with uniform morphology (mean diameter: 36.5 nm) are successfully synthesized and characterized. FTIR analysis confirms that incorporating bCNTs into PVDF significantly enhances the β-phase content, while adding ZnO NWs (1–10 wt.%) resulted in progressive intensification of β-phase characteristic peaks, with higher ZnO content showing stronger electroactive phase formation. The optimized composition (PVDF/0.5 wt.% bCNTs/5 wt.% ZnO NWs) demonstrates superior piezoelectric performance with a power density of 5.62 µW cm2, voltage output of 1.55 V, and current output of 14.48 µA. Moreover, the composite exhibits excellent mechanical properties with a tensile strength of 48 MPa and maintains stable performance under cyclic loading. The enhanced performance is attributed to the synergistic effect between bCNTs and ZnO NWs, optimal β-phase formation, and efficient charge transfer pathways. This study demonstrates the potential of melt-mixed PVDF nanocomposites for practical energy harvesting applications.

本研究通过可扩展的熔体混合工艺,开发了包含支链碳纳米管(bCNTs)和氧化锌纳米线(ZnO NWs)的高性能聚偏氟乙烯(PVDF)基压电纳米复合材料。成功合成了形貌均匀(平均直径36.5 nm)的ZnONWs。FTIR分析证实,在PVDF中加入bCNTs可显著提高β相含量,而加入ZnO NWs (1-10 wt.%)可使β相特征峰逐渐增强,且ZnO含量越高,电活性相形成越强。优化后的结构(PVDF/0.5 wt.% bCNTs/5 wt.% ZnO NWs)具有优异的压电性能,功率密度为5.62 μ W cm - 2,输出电压为1.55 V,输出电流为14.48 μ a。复合材料具有优异的力学性能,抗拉强度达48 MPa,在循环加载下性能稳定。bCNTs和ZnO NWs之间的协同作用、最佳的β相形成和高效的电荷转移途径是性能增强的原因。该研究证明了熔融混合PVDF纳米复合材料在实际能量收集应用中的潜力。
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Macromolecular Materials and Engineering
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