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Adsorption of Ciprofloxacin onto CMCs/XG Hydrogel: Optimization, Kinetic, and Isotherm Studies. CMCs/XG水凝胶吸附环丙沙星:优化、动力学和等温研究
IF 4.9 3区 工程技术 Q1 POLYMER SCIENCE Pub Date : 2026-03-04 DOI: 10.3390/polym18050632
Sitah Almotiry, Dalal M S Almuthaybiri, Nouf F Al-Harby, Nadia A Mohamed

The use of adsorbents based on naturally occurring materials to eliminate antibiotics from industrial effluents has attracted remarkable interest owing to the abundance of raw materials and the sustainability of this method. The ciprofloxacin (CIP) removal capacity of a previously synthesized antimicrobial hydrogel based on carboxymethyl chitosan (CMCs)/xanthan gum (XG) was investigated for the first time in this study. CMCs and XG were blended in an equivalent-weight ratio and crosslinked using trimellitic anhydride isothiocyanate (TAI) to synthesize an eco-friendly, low-cost hydrogel, which was characterized using FTIR, SEM, and XRD analyses. The pseudo-second-order model fitted the experimental data well: the experimental qe (49.59 mg g-1) was close to the theoretical value (51.81 mg g-1). The Langmuir isotherm best fitted the adsorption results (R2 = 0.999), with a maximum adsorption capacity of 147.06 mg g-1. The thermodynamic results indicate that adsorption is spontaneous, favorable, and exothermic in nature. The percentages of desorption obtained were 95.72, 94.34, 89.52, 88, and 86.28% after five consecutive cycles. Thus, this hydrogel possesses potential for further testing and application in wastewater remediation.

使用基于天然存在的材料的吸附剂来消除工业废水中的抗生素,由于原料丰富和这种方法的可持续性,引起了极大的兴趣。本文首次对合成的羧甲基壳聚糖(cmc)/黄原胶(XG)抗菌水凝胶的环丙沙星(CIP)去除率进行了研究。CMCs和XG以等重比混合,并使用异硫氰酸偏三苯酸酐(TAI)交联,合成了一种环保、低成本的水凝胶,并用FTIR、SEM和XRD分析对其进行了表征。拟二阶模型与实验数据拟合较好,实验qe (49.59 mg g-1)接近理论值(51.81 mg g-1)。Langmuir等温线最符合吸附结果(R2 = 0.999),最大吸附量为147.06 mg g-1。热力学结果表明,吸附是自发的、有利的、放热的。连续5次循环后,解吸率分别为95.72、94.34、89.52、88%和86.28%。因此,该水凝胶具有进一步测试和应用于废水修复的潜力。
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引用次数: 0
Synthesis of Core-Shell Chitosan-TiO2 Nanoparticles and Its Impact on Candida albicans Biofilm Inhibition on 3D-Printed Denture Base Resins: An In Vitro Study. 核壳壳壳聚糖- tio2纳米颗粒的合成及其对3d打印义齿基托树脂白色念珠菌生物膜抑制作用的体外研究
IF 4.9 3区 工程技术 Q1 POLYMER SCIENCE Pub Date : 2026-03-04 DOI: 10.3390/polym18050631
Sawa Ameen, Faraidoon Miran, Bruska Azhdar

Objective: This study aimed to obtain a core-shell chitosan-TiO2 nanoparticle and to investigate its ability to inhibit Candida albicans biofilm formation when added to 3D-printed polymethyl methacrylate (PMMA) denture base resins. Materials and Methods: Ionic gelation was employed to prepare and characterize the nanoparticle, and Atomic Force Microscopy (AFM), Field Emission Scanning Electron Microscopy (FE-SEM), Fourier Transform Infrared Spectroscopy (FTIR), and X-ray diffraction were used to identify the structure and morphology. Nanoparticle was added to 3D-printed denture resins at four different weight percentages (0.25%, 0.5%, 0.75%, and 1%) and antibiofilm activity was determined by carrying out Colony Forming Unite (CFU) counts after exposure to C. albicans. Results: The 0.25 wt.% chitosan-TiO2 group exhibited a significant reduction in colony-forming units (CFUs) compared to the control (p < 0.05). Although higher nanoparticle concentrations showed improved biofilm formation, this was most likely caused by nanoparticle aggregation, which interfered with surface homogeneity and biofilm resistance. Conclusions: Incorporating a 0.25 wt.% core-shell chitosan-TiO2 nanoparticle into 3D-printed denture base resin markedly improves its antibiofilm activity against Candida albicans while maintaining the material's integrity.

目的:制备核壳壳壳聚糖- tio2纳米颗粒,并研究其在3d打印聚甲基丙烯酸甲酯(PMMA)义齿基托树脂中对白色念珠菌生物膜形成的抑制作用。材料与方法:采用离子凝胶法制备纳米颗粒并对其进行表征,利用原子力显微镜(AFM)、场发射扫描电镜(FE-SEM)、傅里叶变换红外光谱(FTIR)和x射线衍射对其结构和形貌进行表征。将纳米颗粒以四种不同的重量百分比(0.25%、0.5%、0.75%和1%)添加到3d打印的义齿树脂中,并在暴露于白色念珠菌后通过菌落形成联合(CFU)计数来测定抗生物膜活性。结果:与对照组相比,0.25 wt.%壳聚糖- tio2组菌落形成单位(CFUs)显著减少(p < 0.05)。虽然纳米颗粒浓度越高,生物膜的形成越好,但这很可能是由纳米颗粒聚集引起的,这干扰了表面的均匀性和生物膜的抵抗力。结论:在3d打印义齿基托树脂中加入0.25 wt.%的壳聚糖- tio2纳米颗粒,可显著提高其抗白色念珠菌的抗菌膜活性,同时保持材料的完整性。
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引用次数: 0
Glutaraldehyde-Crosslinked Bovine Serum Albumin Hydrogels for Efficient Cu2+, Ni2+, and Co2+ Removal from Water. 戊二醛交联牛血清白蛋白水凝胶用于高效去除水中的Cu2+, Ni2+和Co2+。
IF 4.9 3区 工程技术 Q1 POLYMER SCIENCE Pub Date : 2026-03-04 DOI: 10.3390/polym18050633
Dayana Lancheros-Ayala, Angie Méndez-Bautista, Giselle Barón-Gualdrón, Viviana Güiza-Argüello

Heavy metal contamination remains a critical threat to water quality, particularly in effluents associated with industrial activities such as electroplating. This study presents an exploratory proof of concept for a simplified and low-requirement method to fabricate bovine serum albumin (BSA) hydrogels crosslinked with glutaraldehyde (GA) as protein-based adsorbents for Cu2+, Ni2+, and Co2+ removal. Hydrogel slabs were prepared using BSA concentrations of 20% and 25% (w/v) and GA in the 0.6-1.0% (v/v) range, with formulation adjustments guided by handling and aqueous stability. Swelling behavior was monitored for 23 days, and 0.9% (v/v) GA was selected to balance network expansion with hydrogel consistency. FT-IR confirmed preservation of protein functional groups in the crosslinked network, and TGA/DTG demonstrated multi-step thermal behavior consistent with hydrated protein matrices and a stabilizing effect of increased GA content. Metal removal tests at 50-100 ppm (Cu2+, Ni2+) and 70-100 ppm (Co2+) showed rapid removal approaching equilibrium within the first hours and improved performance at higher BSA content, achieving maximum removal percentages of 99.258% for Cu2+, 80.733% for Ni2+, and 76.070% for Co2+. Adsorption behaviors for Cu2+ and Co2+ aligned with the Langmuir model, while Ni2+ was better described by the Freundlich model. Although the scope is intentionally preliminary and limited to controlled synthetic systems, these results support GA-crosslinked BSA hydrogels as promising, easily fabricated adsorbents and establish a foundation for future studies on broader ion selectivity, competitive adsorption, and adsorption-desorption performance.

重金属污染仍然是对水质的严重威胁,特别是在与电镀等工业活动有关的废水中。本研究提出了一种简化和低要求的方法来制备牛血清白蛋白(BSA)水凝胶,与戊二醛(GA)交联,作为去除Cu2+, Ni2+和Co2+的蛋白质基吸附剂。制备水凝胶板时,BSA浓度为20%和25% (w/v), GA浓度为0.6-1.0% (v/v),配方调整以处理和水稳定性为指导。监测肿胀行为23天,选择0.9% (v/v) GA来平衡网络膨胀和水凝胶稠度。FT-IR证实了交联网络中蛋白质官能团的保存,TGA/DTG表现出与水合蛋白基质一致的多步热行为,以及GA含量增加的稳定作用。在50-100 ppm (Cu2+, Ni2+)和70-100 ppm (Co2+)条件下进行的金属去除试验表明,在最初的几个小时内,金属的去除率迅速接近平衡,并且在BSA含量较高时,金属的去除率提高,Cu2+的去除率达到99.258%,Ni2+的去除率达到80.733%,Co2+的去除率达到76.070%。对Cu2+和Co2+的吸附行为符合Langmuir模型,而对Ni2+的吸附行为更符合Freundlich模型。虽然范围是初步的,并且仅限于受控的合成系统,但这些结果支持ga交联BSA水凝胶是有前途的,易于制造的吸附剂,并为未来更广泛的离子选择性,竞争性吸附和吸附-解吸性能的研究奠定了基础。
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引用次数: 0
On the Accuracy of Describing Polyelectrolyte Systems Based on Cross-Linked Networks in Terms of Linear Differential Equations. 用线性微分方程描述基于交联网络的聚电解质体系的准确性。
IF 4.9 3区 工程技术 Q1 POLYMER SCIENCE Pub Date : 2026-03-04 DOI: 10.3390/polym18050635
Dina Shaltykova, Eldar Kopishev, Gaini Seitenova, Ibragim Suleimenov

Theoretical models of polyelectrolyte systems with cross-linked polymer networks are often simplified to linear differential equations by means of the linearized Poisson-Boltzmann approximation, whose validity is traditionally limited to cases where the electrostatic potentials are small. However, the limits of applicability of the linear theory remain debatable in many cases. Moreover, the Poisson-Boltzmann equation is, in principle, not applicable to the description of non-equilibrium systems, particularly those through which an electric current flows. In the present work, a direct comparison is carried out between the exact solution and the approximate solution (i.e., the solution obtained within the framework of the linearization procedure) of the equations describing the contact region between a cross-linked polyelectrolyte network and a low-molecular-mass salt solution. This makes it possible to determine the conditions under which the linear model is applicable, including for the analysis of promising systems in the field of organic electronics. The conclusions obtained in this work are based on basic electrostatics equations and transport equations of low-molecular-mass ions. The proposed approach also makes it possible to obtain a generalized linear differential equation that is not subject to a Boltzmann distribution approximation and is valid for polyelectrolyte systems rather far from thermodynamic equilibrium and even carrying steady electric currents.

具有交联聚合物网络的聚电解质体系的理论模型通常通过线性化泊松-玻尔兹曼近似简化为线性微分方程,其有效性传统上仅限于静电势较小的情况。然而,在许多情况下,线性理论的适用范围仍然存在争议。此外,泊松-玻尔兹曼方程原则上不适用于描述非平衡系统,特别是那些有电流流过的系统。在本工作中,对描述交联聚电解质网络和低分子质量盐溶液之间接触区域的方程的精确解和近似解(即在线性化过程框架内获得的解)进行了直接比较。这使得确定线性模型适用的条件成为可能,包括对有机电子学领域中有前途的系统的分析。本文的结论是基于低分子质量离子的基本静电方程和输运方程得到的。所提出的方法还可以得到不受玻尔兹曼分布近似约束的广义线性微分方程,该方程适用于远离热力学平衡甚至携带稳定电流的多电解质系统。
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引用次数: 0
Natural Polymer-Based Mechanically Strong Hydrogel with Fast Self-Healing for Heavy Metal Ions Removal and Supercapacitor Applications. 具有快速自修复的天然聚合物基机械强水凝胶,用于重金属离子去除和超级电容器应用。
IF 4.9 3区 工程技术 Q1 POLYMER SCIENCE Pub Date : 2026-03-04 DOI: 10.3390/polym18050634
Nasrin Sultana, Shyla Chowdhury, Aminur Rahman, Abu Bin Imran

Hydrogels have attracted significant interest in multifunctional applications. Among them, self-healing hydrogel stands out for its ability to autonomously repair damage through reversible interactions, yet achieving both rapid self-healing and superior mechanical strength remains challenging. In this study, we report the fabrication of a dual cross-linked hydrogel (PAA-Alg-B) prepared via free radical polymerization of acrylic acid and alginic acid, employing N,N'-methylenebisacrylamide, or vinyl-modified nanocellulose as primary cross-linker, with Fe3+ or borax serving as an additional dynamic cross-linker. The resulting borax based hydrogel (PAA-Alg-B) exhibits remarkable fast self-healing efficiency enabled by reversible borate ester bonds and hydrogen bonding. It demonstrates tunable mechanical strength with toughness of 137 kJ/m3 and elongation at break up to 1117%, alongside exceptional swelling capacity (448 g/g). The adsorption studies reveal high removal efficiencies for heavy metals, with maximum capacities of 87.57 mg/g (Cr3+), 114.02 mg/g (Ni2+), and 99.42 mg/g (Cu2+), governed by chemisorption kinetics. The PAA-Alg-B can also be used as a promising solid-state electrolyte and separator for flexible supercapacitors. Protonic modulation via H2SO4 soaking significantly enhances ionic conductivity, electrochemical performance, and cycling stability. These findings highlight the potential of natural polymer-based, mechanically robust, self-healing hydrogels for sustainable wastewater treatment and advanced energy storage applications.

水凝胶在多功能应用方面引起了人们的极大兴趣。其中,自愈水凝胶因其通过可逆相互作用自主修复损伤的能力而脱颖而出,但实现快速自愈和优异的机械强度仍然是一个挑战。在本研究中,我们报道了通过丙烯酸和海藻酸自由基聚合制备双交联水凝胶(PAA-Alg-B),采用N,N'-亚甲基双丙烯酰胺或乙烯基改性纳米纤维素作为主交联剂,Fe3+或硼砂作为附加的动态交联剂。所得的硼砂基水凝胶(PAA-Alg-B)通过可逆硼酸酯键和氢键表现出显著的快速自愈效率。它具有可调的机械强度,韧性为137 kJ/m3,断裂伸长率高达1117%,以及出色的膨胀能力(448 g/g)。在化学吸附动力学条件下,对重金属的最大去除率分别为87.57 mg/g (Cr3+)、114.02 mg/g (Ni2+)和99.42 mg/g (Cu2+)。PAA-Alg-B也可以用作柔性超级电容器的固态电解质和分离器。通过H2SO4浸泡质子调制可以显著提高离子电导率、电化学性能和循环稳定性。这些发现突出了天然聚合物基、机械坚固、自修复水凝胶在可持续废水处理和先进储能应用方面的潜力。
{"title":"Natural Polymer-Based Mechanically Strong Hydrogel with Fast Self-Healing for Heavy Metal Ions Removal and Supercapacitor Applications.","authors":"Nasrin Sultana, Shyla Chowdhury, Aminur Rahman, Abu Bin Imran","doi":"10.3390/polym18050634","DOIUrl":"10.3390/polym18050634","url":null,"abstract":"<p><p>Hydrogels have attracted significant interest in multifunctional applications. Among them, self-healing hydrogel stands out for its ability to autonomously repair damage through reversible interactions, yet achieving both rapid self-healing and superior mechanical strength remains challenging. In this study, we report the fabrication of a dual cross-linked hydrogel (PAA-Alg-B) prepared via free radical polymerization of acrylic acid and alginic acid, employing <i>N</i>,<i>N</i>'-methylenebisacrylamide, or vinyl-modified nanocellulose as primary cross-linker, with Fe<sup>3+</sup> or borax serving as an additional dynamic cross-linker. The resulting borax based hydrogel (PAA-Alg-B) exhibits remarkable fast self-healing efficiency enabled by reversible borate ester bonds and hydrogen bonding. It demonstrates tunable mechanical strength with toughness of 137 kJ/m<sup>3</sup> and elongation at break up to 1117%, alongside exceptional swelling capacity (448 g/g). The adsorption studies reveal high removal efficiencies for heavy metals, with maximum capacities of 87.57 mg/g (Cr<sup>3+</sup>), 114.02 mg/g (Ni<sup>2+</sup>), and 99.42 mg/g (Cu<sup>2+</sup>), governed by chemisorption kinetics. The PAA-Alg-B can also be used as a promising solid-state electrolyte and separator for flexible supercapacitors. Protonic modulation via H<sub>2</sub>SO<sub>4</sub> soaking significantly enhances ionic conductivity, electrochemical performance, and cycling stability. These findings highlight the potential of natural polymer-based, mechanically robust, self-healing hydrogels for sustainable wastewater treatment and advanced energy storage applications.</p>","PeriodicalId":20416,"journal":{"name":"Polymers","volume":"18 5","pages":""},"PeriodicalIF":4.9,"publicationDate":"2026-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12986986/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147459661","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Wear Behavior and Multi-Technique Characterization of 3D Printed TPU Under Simulated Pharmaceutical Operating Conditions. 3D打印TPU在模拟制药操作条件下的磨损行为及多技术表征
IF 4.9 3区 工程技术 Q1 POLYMER SCIENCE Pub Date : 2026-03-04 DOI: 10.3390/polym18050630
Maria Stoica, Marius Gabriel Petrescu, Maria Tănase, Eugen Laudacescu, Elena-Emilia Sirbu, Cătălina Călin, Gheorghe Brănoiu, Ibrahim Naim Ramadan

This study investigates the wear behavior and multi-technique characterization of 3D printed thermoplastic polyurethane (TPU) intended for friction layers in transmission belts used in pharmaceutical manipulators. Two flexible TPU grades-TPU 51A and TPU 60A-were printed using fused deposition modeling (FDM) with varying printing temperatures (255-265 °C for 51A; 225-235 °C for 60A) and layer counts (three or four layers). Specimens were evaluated for Shore A hardness, wear resistance (mass loss using a Baroid lubricity tester under dry sliding against carton), tensile properties, crystallinity (XRD), chemical structure (FTIR), thermal stability (TGA), and scanning electron microscopy (SEM). The results show that printing parameters significantly influence the mechanical and tribological behavior of the materials. For TPU 51A, increasing the printing temperature to 265 °C and using four layers led to a substantial reduction in cumulative mass loss, although hardness decreased. In contrast, for TPU 60A, higher printing temperature and layer count increased hardness but also resulted in higher wear. Tensile tests indicated that specimens printed with fewer layers exhibited higher yield strength and strain, indicating improved interlayer bonding. XRD analysis confirmed the predominantly amorphous nature of the printed samples, with a reduction in crystallinity compared to the raw filaments. FTIR spectra showed no significant chemical degradation during printing, while thermogravimetric analysis revealed good thermal stability up to approximately 250-260 °C. The results demonstrate that wear behavior is governed by a combination of hardness, interlayer cohesion, and microstructural organization rather than crystallinity alone. Among the investigated conditions, TPU 51A printed at 265 °C with four layers exhibited the most favorable balance between wear resistance and mechanical properties, highlighting its suitability for friction layer applications.

本研究研究了用于制药机械手传动带摩擦层的3D打印热塑性聚氨酯(TPU)的磨损行为和多技术表征。使用熔融沉积建模(FDM)打印两种柔性TPU等级-TPU 51A和TPU 60A,打印温度(51A为255-265°C; 60A为225-235°C)和层数(三层或四层)不同。对样品进行Shore A硬度、耐磨性(使用Baroid润滑测试仪在干滑纸箱下的质量损失)、拉伸性能、结晶度(XRD)、化学结构(FTIR)、热稳定性(TGA)和扫描电子显微镜(SEM)的评估。结果表明,打印参数对材料的力学和摩擦学性能有显著影响。对于TPU 51A,将打印温度提高到265°C并使用四层导致累积质量损失大幅减少,尽管硬度下降。相比之下,对于TPU 60A,更高的打印温度和层数增加了硬度,但也导致更高的磨损。拉伸试验表明,层数较少的样品具有更高的屈服强度和应变,表明层间结合得到改善。XRD分析证实了印刷样品的主要无定形性质,与原始长丝相比,结晶度降低。FTIR光谱显示在打印过程中没有明显的化学降解,而热重分析显示在约250-260°C的温度下具有良好的热稳定性。结果表明,磨损行为是由硬度、层间凝聚力和微观组织共同决定的,而不仅仅是结晶度。在所研究的条件中,265°C四层印刷的TPU 51A在耐磨性和力学性能之间表现出最有利的平衡,突出了其适合摩擦层的应用。
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引用次数: 0
Effect of Ce-Based Scavengers on Properties and Stability of Recast Aquivion® Membranes as Mitigating Agents of Degradation for PEMFC Application. ce基清除剂对重铸aquvivi®膜性能和稳定性的影响,作为PEMFC应用的降解缓蚀剂。
IF 4.9 3区 工程技术 Q1 POLYMER SCIENCE Pub Date : 2026-03-03 DOI: 10.3390/polym18050625
Ada Saccà, Mairaj Ahmad, Barbara Paci, Amanda Generosi, Flavia Righi Riva, Vincenzo Baglio, Carmelo Lo Vecchio, Rolando Pedicini, Irene Gatto

Polymeric electrolyte membranes based on a low equivalent-weight Aquivion® commercial dispersion (D72-25BS; EW = 720 g eq-1, Syensqo) were fabricated using a standardized in-house doctor-blade casting technique for application in proton exchange membrane fuel cells (PEMFCs). The low equivalent-weight (EW) Aquivion® dispersion is a copolymer of tetrafluoroethylene (TFE) and sulfonyl fluoride vinyl ether (SFVE), commonly referred to as a short-side-chain (SSC) ionomer, which exhibits higher ion-exchange capacity (IEC) and proton conductivity than long-side-chain (LSC) perfluorosulfonic membranes. A home-made 30 wt.% Pt/CeO2 radical scavenger (denoted syn-scavenger) was synthesized via a colloidal method and incorporated into the Aquivion® membranes to investigate its mitigating effect on chemical degradation induced by peroxide radicals, a role typically associated with Ce-based scavengers. Particularly, the unique aspects of the Pt/CeO2 scavenger synthesis could be summarized in the following points: (i) the mild aqueous deposition approach enabling highly dispersed Pt species on CeO2 without the use of organic ligands; and (ii) the tailored redox interaction between Pt and ceria that enhances radical scavenging activity. Two Aquivion® membranes (denoted Aqu) containing different syn-scavenger loadings (1.0 and 1.5 wt.%) were prepared and compared with a pristine Aquivion® membrane and a membrane containing commercial CeO2 (1.0 wt.%). Physicochemical characterization of the scavenger was performed using transmission electron microscopy (TEM), BET surface area analysis, and X-ray diffraction (XRD). The membranes were characterized by micro-Raman spectroscopy, water uptake and hydration number (λ), IEC, and proton conductivity measurements. To assess membrane stability, exsitu chemical oxidative degradation tests were conducted using Fenton's reagent. Overall, the membrane containing 1.0 wt.% syn-scavenger emerged as the most promising candidate, exhibiting favourable chemical-physical properties and the lowest reductions in IEC and proton conductivity following the degradation test.

基于低当量重量Aquivion®商用分散体(D72-25BS; EW = 720 g eq-1, Syensqo),采用标准化的内部医生叶片铸造技术制备聚合物电解质膜,用于质子交换膜燃料电池(pemfc)。低当量重量(EW) aququivion®分散体是四氟乙烯(TFE)和磺酰氟乙烯醚(SFVE)的共聚物,通常被称为短侧链(SSC)离聚体,具有比长侧链(LSC)全氟磺酸膜更高的离子交换能力(IEC)和质子导电性。通过胶体法合成了一种自制的30 wt.% Pt/CeO2自由基清除剂(简称syn-scavenger),并将其加入到Aquivion®膜中,以研究其对过氧化自由基诱导的化学降解的缓解作用,过氧化自由基通常与ce基清除剂有关。特别是,Pt/CeO2清除剂合成的独特之处可以概括为以下几点:(i)温和的水沉积方法使Pt在CeO2上高度分散,而无需使用有机配体;(ii) Pt和ceria之间定制的氧化还原相互作用,增强自由基清除活性。制备了两种Aquivion®膜(标记为aquo),含有不同的syn-清除率(1.0 wt.%和1.5 wt.%),并与原始Aquivion®膜和含有商用CeO2 (1.0 wt.%)的膜进行了比较。采用透射电子显微镜(TEM)、BET表面积分析和x射线衍射(XRD)对清除剂进行了理化表征。通过微拉曼光谱、吸水率和水合值(λ)、IEC和质子电导率测量对膜进行了表征。为了评估膜的稳定性,用Fenton试剂进行了体外化学氧化降解试验。总的来说,含有1.0 wt.% synal -scavenger的膜是最有希望的候选膜,在降解测试中表现出良好的化学物理性能和最低的IEC和质子电导率降低。
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引用次数: 0
Tailoring Polyvinyl Alcohol/Carnauba Wax Film Properties Through Plasticizer Selection: A Pathway to Optimized Biodegradable Materials. 通过增塑剂选择定制聚乙烯醇/巴西棕榈蜡薄膜性能:优化生物可降解材料的途径。
IF 4.9 3区 工程技术 Q1 POLYMER SCIENCE Pub Date : 2026-03-03 DOI: 10.3390/polym18050626
Abodunrin Tirmidhi Tijani, Ademola Monsur Hammed

Polyvinyl alcohol (PVA)-based films are promising biodegradable alternatives to petroleum-derived plastics; however, their high rigidity and moisture sensitivity limit practical applications. In this study, PVA/carnauba wax (CW) films were prepared via solution casting and systematically modified using four plasticizers: glycerol (GLY), sorbitol (SOR), glucose (GLU), and sucrose (SUC), at concentrations of 0.1-0.5% (v/w, relative to PVA). Thermal analysis showed that GLY and SOR effectively reduced the glass transition temperature from 52.35 °C (control) to as low as 49.14 °C (0.2% GLY) and 50.70 °C (0.4% SOR), while SUC and SOR plasticized films exhibited improved thermal stability, with the highest melting temperature observed for 0.3% SUC (80.6 °C). SEM micrographs revealed that GLY at moderate concentrations (0.2-0.3%) produced the most homogeneous film morphology, whereas SUC at higher concentrations led to surface roughness and phase separation. Water contact angle measurements showed increased surface hydrophobicity at low plasticizer contents, with 0.1% GLY and 0.2% GLU exhibiting contact angles above 100° compared to the control film (<90°). Mechanical testing demonstrated that SUC at 0.2% had the highest tensile strength (3.03 MPa) compared to 0.73 MPa (control), while GLY at 0.3% yielded the highest elongation at break (9.26%), compared to 0.62% for the unplasticized film. These results demonstrate that precise control of plasticizer type and concentration enables effective tuning of PVA/CW film properties, offering a viable strategy for designing biodegradable films tailored for packaging and agricultural applications.

聚乙烯醇(PVA)基薄膜是有前途的可生物降解的石油衍生塑料替代品;然而,它们的高刚性和湿度敏感性限制了实际应用。本研究采用溶液浇铸法制备了PVA/巴西棕榈蜡(CW)薄膜,并采用甘油(GLY)、山梨醇(SOR)、葡萄糖(GLU)和蔗糖(SUC) 4种增塑剂对PVA/巴西棕榈蜡(CW)薄膜进行了系统的改性,改性浓度为0.1 ~ 0.5%(相对于PVA)。热分析表明,GLY和SOR有效地将玻璃化转变温度从52.35°C(对照)降低到49.14°C (0.2% GLY)和50.70°C (0.4% SOR),而SUC和SOR塑化膜的热稳定性得到改善,其中0.3% SUC(80.6°C)的熔融温度最高。SEM显微图显示,中等浓度(0.2-0.3%)的GLY能产生最均匀的膜形态,而高浓度的SUC则会导致表面粗糙度和相分离。水接触角测量显示,在低增塑剂含量下,表面疏水性增加,与对照膜相比,0.1% GLY和0.2% GLU的接触角超过100°(
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引用次数: 0
Machine Learning and RSM for Lattice Structure Optimization. 网格结构优化的机器学习和RSM。
IF 4.9 3区 工程技术 Q1 POLYMER SCIENCE Pub Date : 2026-03-03 DOI: 10.3390/polym18050627
Giampiero Donnici, Marco Freddi, Leonardo Frizziero

This study concerns the analysis of lattice structures printed with EPAX resin for the manufacturing of a motorcycling throttle cam with Response Surface Methodology (RSM) and Artificial Neural Networks (ANNs). The design of the pattern core in the lattice structure is defined parametrically to identify optimal design points (best stiffness to weight ratio in particular). Some geometric parameters used as input in RSM and in the NN analysis include the origin of the lattice structure and its spatial orientation, cell dimensions, and thicknesses. The dataset obtained with this approach is used for an RSM analysis of variance (ANOVA) to highlight the most important inputs. NN analysis is performed on the same RSM dataset to confirm the results. Both methodologies identify in-domain points of optimal design due to the typical non-linear behavior of these structures. The literature and industrial experience already provide numerous references to studies characterizing lattice structures. However, related practical applications are often incomplete and only achieve functional rather than optimal models. The approach described also aims to overcome this limitation. The software used for the design is nTop 5.0.4.

本研究采用响应面法(RSM)和人工神经网络(ANNs)对摩托车节流阀凸轮用EPAX树脂打印的晶格结构进行了分析。通过参数化定义点阵结构中花纹芯的设计,以确定最佳设计点(特别是最佳刚度与重量比)。在RSM和神经网络分析中用作输入的几何参数包括晶格结构的起源及其空间方向、单元尺寸和厚度。用这种方法获得的数据集用于方差的RSM分析(ANOVA),以突出显示最重要的输入。在相同的RSM数据集上进行神经网络分析以确认结果。由于这些结构的典型非线性行为,这两种方法都确定了优化设计的域内点。文献和工业经验已经为晶格结构特性的研究提供了大量参考。然而,相关的实际应用往往是不完整的,只实现功能而不是最优模型。所描述的方法也旨在克服这一限制。本次设计使用的软件为nTop 5.0.4。
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引用次数: 0
Deep Learning for Process Monitoring and Defect Detection of Laser-Based Powder Bed Fusion of Polymers. 基于深度学习的激光聚合物粉末床熔合过程监控与缺陷检测。
IF 4.9 3区 工程技术 Q1 POLYMER SCIENCE Pub Date : 2026-03-03 DOI: 10.3390/polym18050629
Mohammadali Vaezi, Victor Klamert, Mugdim Bublin

Maintaining consistent part quality remains a critical challenge in industrial additive manufacturing, particularly in laser-based powder bed fusion of polymers (PBF-LB/P), where crystallization-driven thermal instabilities, governed by isothermal crystallization within a narrow sintering window, precipitate defects such as curling, warping, and delamination. In contrast to metal-based systems dominated by melt-pool hydrodynamics, polymer PBF-LB/P requires monitoring strategies capable of resolving subtle spatio-temporal thermal deviations under realistic industrial operating conditions. Although machine learning, particularly convolutional neural networks (CNNs), has demonstrated efficacy in defect detection, a structured evaluation of heterogeneous modeling paradigms and their deployment feasibility in polymer PBF-LB/P remains limited. This study presents a systematic cross-paradigm assessment of unsupervised anomaly detection (autoencoders and generative adversarial networks), supervised CNN classifiers (VGG-16, ResNet50, and Xception), hybrid CNN-LSTM architectures, and physics-informed neural networks (PINNs) using 76,450 synchronized thermal and RGB images acquired from a commercial industrial system operating under closed control constraints. CNN-based models enable frame- and sequence-level defect classification, whereas the PINN component complements detection by providing physically consistent thermal-field regression. The results reveal quantifiable trade-offs between detection performance, temporal robustness, physical consistency, and algorithmic complexity. Pre-trained CNNs achieve up to 99.09% frame-level accuracy but impose a substantial computational burden for edge deployment. The PINN model attains an RMSE of approximately 27 K under quasi-isothermal process conditions, supporting trend-level thermal monitoring. A lightweight hybrid CNN achieves 99.7% validation accuracy with 1860 parameters and a CPU-benchmarked forward-pass inference time of 1.6 ms (excluding sensor acquisition latency). Collectively, this study establishes a rigorously benchmarked, scalable, and resource-efficient deep-learning framework tailored to crystallization-dominated polymer PBF-LB/P, providing a technically grounded basis for real-time industrial quality monitoring.

在工业增材制造中,保持一致的零件质量仍然是一个关键的挑战,特别是在基于激光的聚合物粉末床熔融(PBF-LB/P)中,结晶驱动的热不稳定性,由狭窄烧结窗口内的等温结晶控制,沉淀出卷曲、翘曲和分层等缺陷。与以熔池流体动力学为主导的金属基系统相比,聚合物PBF-LB/P需要能够在现实工业操作条件下解决细微时空热偏差的监测策略。尽管机器学习,特别是卷积神经网络(cnn)在缺陷检测方面已经证明了有效性,但异构建模范式的结构化评估及其在聚合物PBF-LB/P中的部署可行性仍然有限。本研究对无监督异常检测(自动编码器和生成对抗网络)、有监督CNN分类器(VGG-16、ResNet50和Xception)、CNN- lstm混合架构和物理信息神经网络(pinn)进行了系统的跨范式评估,该评估使用了从封闭控制约束下运行的商业工业系统获取的76,450张同步热图像和RGB图像。基于cnn的模型支持帧级和序列级缺陷分类,而PINN组件通过提供物理一致的热场回归来补充检测。结果揭示了检测性能、时间鲁棒性、物理一致性和算法复杂性之间的可量化权衡。预训练的cnn可以达到99.09%的帧级精度,但对边缘部署造成了巨大的计算负担。在准等温过程条件下,PINN模型的RMSE约为27 K,支持趋势水平的热监测。轻量级混合CNN在1860个参数下达到99.7%的验证精度,cpu基准前向传递推理时间为1.6 ms(不包括传感器采集延迟)。总的来说,本研究建立了一个严格基准的、可扩展的、资源高效的深度学习框架,专门针对结晶为主的聚合物PBF-LB/P,为实时工业质量监测提供了技术基础。
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引用次数: 0
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Polymers
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