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Predictive maintenance feasibility assessment based on nonreturn valve wear of injection molding machines 基于注塑机止回阀磨损的预测性维修可行性评估
IF 2 4区 工程技术 Q4 POLYMER SCIENCE Pub Date : 2023-11-27 DOI: 10.1515/polyeng-2023-0201
Hao-Hsuan Tsou, Jie-An Lin, Chung-Ching Huang
Predictive maintenance techniques are increasingly important in Industry 4.0; they can be applied to nonreturn valves to mitigate waste from improper replacement. To improve such predictive maintenance, this study used four nonreturn valves with different outer diameters to investigate the effects of wear on process variables and product quality under different process parameters. The results indicated that melt temperature (process parameter) had the most substantial influence on the amount of melt backflow. The process variables are the screw position at the end of the packing stage, the slope of the screw position during the packing stage, and peak pressure. The study investigated the influence of nonreturn valve wear on the entire molding process over different periods. The findings can be extended to prediction models for developing process windows and realizing the predictive maintenance of nonreturn valves in injection molding machines.
预测性维护技术在工业4.0中越来越重要;它们可以应用于止回阀,以减少更换不当造成的浪费。为了改进这种预测性维护,本研究采用4种不同外径的止回阀,研究在不同工艺参数下,磨损对工艺变量和产品质量的影响。结果表明,熔体温度(工艺参数)对熔体回流量的影响最为显著。过程变量为填料阶段结束时的螺杆位置、填料阶段螺杆位置的斜率和峰值压力。研究了不同时期止回阀磨损对整个成型过程的影响。研究结果可以推广到预测模型中,用于开发过程窗口和实现注塑机单向阀的预测性维护。
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引用次数: 0
Quality monitoring of injection molding based on TSO-SVM and MOSSA 基于TSO-SVM和MOSSA的注塑成型质量监控
IF 2 4区 工程技术 Q4 POLYMER SCIENCE Pub Date : 2023-11-27 DOI: 10.1515/polyeng-2023-0168
Wenjie Ding, Xiying Fan, Yonghuan Guo, Xiangning Lu, Dezhao Wang, Changjing Wang, Xinran Zhang
Based on the tuna swarm optimization-based support vector machine (TSO-SVM) and the multi-objective sparrow search algorithm (MOSSA), this paper proposes a multi-objective optimization approach for injection molding of thin-walled plastic components, addressing the issues of warpage deformation and volume shrinkage that compromise molding quality. Firstly, data samples are obtained based on the Box–Behnken experimental design and computer-aided engineering (CAE) simulation. Subsequently, SVM is employed to build a predictive model between the experimental factors and quality objectives. Additionally, the TSO is applied to optimize the hyperparameters of SVM, aiming to enhance its regression performance and prediction accuracy. Finally, the MOSSA is employed for multi-objective optimization, combined with the CRITIC scoring method for decision-making, to obtain the optimal combination of process parameters. The obtained parameters are then validated through simulation in Moldflow software. After optimization, the warpage deformation is reduced to 0.5085 mm, and the volume shrinkage rate is decreased to 7.573 %, representing a significant reduction of 40.9 % and 18.1 %, respectively, compared to the pre-optimized results. The remarkable improvement demonstrates the effectiveness of the method based on TSO-SVM and MOSSA for the efficient monitoring of the injection molding process.
基于基于金枪鱼群优化的支持向量机(TSO-SVM)和多目标麻雀搜索算法(MOSSA),提出了一种薄壁塑料件注射成型多目标优化方法,解决了影响成型质量的翘曲变形和体积收缩问题。首先,基于Box-Behnken实验设计和计算机辅助工程(CAE)仿真获得数据样本;然后,利用支持向量机建立实验因素与质量目标之间的预测模型。此外,利用TSO对支持向量机的超参数进行优化,提高支持向量机的回归性能和预测精度。最后,利用MOSSA进行多目标优化,结合CRITIC评分法进行决策,得到工艺参数的最优组合。然后在Moldflow软件中通过仿真验证得到的参数。优化后的翘曲变形量降至0.5085 mm,体积收缩率降至7.573%,与优化前相比分别显著降低40.9%和18.1%。这一显著的改进证明了基于TSO-SVM和MOSSA的注射成型过程有效监控方法的有效性。
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引用次数: 0
Preparation and property evaluation of poly(ε-caprolactone)/polylactic acid/perlite biodegradable composite film 聚ε-己内酯/聚乳酸/珍珠岩可生物降解复合膜的制备及性能评价
IF 2 4区 工程技术 Q4 POLYMER SCIENCE Pub Date : 2023-11-27 DOI: 10.1515/polyeng-2023-0200
Hui Li, Zhipeng Ma, Xiaolei Song, Yonggui Li, Xinqun Feng, Bing-Chiuan Shiu, Qian-Yu Yuan
The feasibility of perlite particles used in poly(ε-caprolactone) (PCL)/poly(lactic acid) (PLA) composite films by melt blending is explored to improve their mechanical property and analyze their antibacterial effect. The effect of perlite content on the mechanical, thermal, hydrophilic, and antibacterial properties of composite films is investigated. Results show that incorporation of 10 wt% perlite in PCL/PLA film improves the tensile strength and hydrophilicity by 1.2 times and 25 %, respectively. After perlite addition, the melting crystallization and glass transition temperature of PCL/PLA film are improved. The presence of perlite also confers antibacterial benefits to the composite film. PLA-based materials are used in the fields of medical materials and food packaging, and their ability to degrade in seawater has been a long-standing goal. In this study, the addition of PCL and perlite not only increases various properties and antibacterial effects, but the blending of inorganic materials and organic materials can destroy the link strength of polymer chain segments of organic materials and help them degrade in seawater. The prepared composite film features broad prospects for the development and application of various fields, such as food packaging and medical materials, reduce white pollution in the ocean.
探讨了珍珠岩颗粒熔融共混用于聚己内酯(PCL)/聚乳酸(PLA)复合薄膜的可行性,以改善其力学性能,并分析了其抗菌效果。研究了珍珠岩含量对复合膜力学性能、热性能、亲水性和抗菌性能的影响。结果表明,在PCL/PLA薄膜中掺入10%珍珠岩,拉伸强度和亲水性分别提高了1.2倍和25%。珍珠岩的加入提高了PCL/PLA薄膜的熔融结晶温度和玻璃化转变温度。珍珠岩的存在也使复合膜具有抗菌作用。pla基材料用于医疗材料和食品包装领域,其在海水中的降解能力一直是一个长期的目标。在本研究中,PCL和珍珠岩的加入不仅提高了各种性能和抗菌效果,而且无机材料和有机材料的共混可以破坏有机材料聚合物链段的链接强度,有助于有机材料在海水中的降解。制备的复合薄膜在食品包装、医用材料等各个领域具有广阔的开发应用前景,减少海洋中的白色污染。
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引用次数: 0
Location-controlled crazing in polyethylene using focused electron beams and tensile strain 利用聚焦电子束和拉伸应变在聚乙烯中进行位置控制刻纹
IF 2 4区 工程技术 Q4 POLYMER SCIENCE Pub Date : 2023-11-25 DOI: 10.1515/polyeng-2023-0177
Sirorat Toocharoen, Daisuke Yokota, Michihito Suzuki, Masayuki Shimojo
This study explores the use of focused electron beam (FEB) dot irradiation and tensile stress to control crazing formation in polymers at the microscale. Polyethylene (PE) containing carbon was subjected to FEB dot irradiation at 5–20 kV of accelerating voltage, followed by nominal strains of 0–70 %. The results revealed that FEB irradiation affects the structure and mechanical properties of PE. The Raman spectroscopy showed a glassy polymer of amorphous structure with the intensity changed after irradiation, which led to craze formation at the location of the electron beam dot irradiation after the tensile deformation. Rhombus-shaped crazes were observed at the locations of the electron beam irradiation in the dot area, which were evenly distributed and sized. Our findings provide insights into the control of crazing location in polymers and provide a promising approach to controlling the different shapes and sizes of crazing in polymers for future applications.
本研究探讨了利用聚焦电子束(FEB)点辐照和拉伸应力来控制聚合物微尺度上的裂纹形成。对含碳聚乙烯(PE)进行了5 ~ 20 kV加速电压下的FEB点辐照,辐照后的标称应变为0 ~ 70%。结果表明,FEB辐照对PE的结构和力学性能有影响。拉曼光谱结果显示,辐照后的聚合物呈玻璃状非晶态结构,辐照强度发生变化,导致拉伸变形后电子束点辐照位置形成裂纹。在电子束辐照的点区内,观察到分布均匀、大小均匀的菱形纹。我们的研究结果为控制聚合物中的裂纹位置提供了见解,并为控制聚合物中不同形状和大小的裂纹提供了一种有希望的方法,用于未来的应用。
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引用次数: 0
Research progress of metal organic framework materials in anti-corrosion coating 金属有机骨架材料在防腐涂层中的研究进展
IF 2 4区 工程技术 Q4 POLYMER SCIENCE Pub Date : 2023-11-24 DOI: 10.1515/polyeng-2023-0144
Chengwei Yang, Yin Zhu, Tao Wang, Xu Wang, Yubin Wang
In recent decades of research, organic coatings have been considered the most effective and economical measure for corrosion protection of metals. However, defects in organic coatings created during the curing reaction provide corrosion channels for corrosive media, which in turn accelerate the failure of metallic materials. Functional nanomaterials are considered to be the key to solving this challenge. Metal organic frameworks (MOFs) materials, as an emerging nanomaterial, show great potential as a durable and efficient nano-corrosion filler in organic anti-corrosion coatings. Therefore, this paper reviews the application of MOFs materials as solid corrosion inhibitors, small molecule corrosion inhibitor vehicles and modified graphene oxide in anti-corrosion coatings and looks forward to the prospect of research on their application in engineering practice.
在近几十年的研究中,有机涂层被认为是最有效和最经济的金属防腐措施。然而,固化过程中产生的有机涂层缺陷为腐蚀介质提供了腐蚀通道,从而加速了金属材料的失效。功能纳米材料被认为是解决这一挑战的关键。金属有机骨架材料作为一种新兴的纳米材料,在有机防腐涂料中具有广泛的应用前景。因此,本文综述了mof材料作为固体缓蚀剂、小分子缓蚀剂载体和改性氧化石墨烯在防腐涂料中的应用,并展望了其在工程实践中的应用研究前景。
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引用次数: 0
Effect of gamma irradiation on tensile, thermal and wettability properties of waste coffee grounds reinforced HDPE composites 辐照对废咖啡渣增强HDPE复合材料拉伸、热、润湿性的影响
IF 2 4区 工程技术 Q4 POLYMER SCIENCE Pub Date : 2023-11-24 DOI: 10.1515/polyeng-2023-0192
Ahmed Nabil Louahem M’sabah, Nadira Bellili, Badrina Dairi, Nesrine Ammouchi
This study investigates the impact of gamma irradiation on the properties of waste coffee grounds (WCG)/high-density polyethylene (HDPE) composites. The composites were manufactured with 20 wt% of unirradiated and irradiated WCG at 10 and 20 kGy doses of gamma radiation. Through the utilization of a two-roll mill followed by a hydraulic press. The properties of the composites were analyzed through several methods, including contact angle measurements, hardness and tensile tests, thermogravimetric analysis (TGA), and scanning electron microscopy (SEM), in order to understand the influence of gamma irradiation. The addition of WCG decreased the tensile strength of the composite. However, gamma irradiation at 10 and 20 kGy led to substantial improvements in thermal stability and tensile strength compared to unirradiated samples. The SEM images showed the alterations within the fiber-matrix interface that corroborated the enhanced tensile properties after the treatment. While FTIR spectra confirmed the changes in functional groups of WCG caused by the irradiation process, gamma irradiation treatment not only increases fiber-matrix adhesion but also significantly improves the water resistance of the composites. These results suggest that gamma irradiation can be used for the modification of agro-waste materials as a beneficial process and the fabrication of high-performance, environmentally friendly composites.
本研究探讨了伽马辐射对废咖啡渣(WCG)/高密度聚乙烯(HDPE)复合材料性能的影响。复合材料是用20 wt%的未辐照和辐照的WCG在10和20 kGy剂量的伽马辐射下制造的。通过利用两辊轧机,然后是液压机。通过接触角测量、硬度和拉伸测试、热重分析(TGA)和扫描电镜(SEM)等方法分析了复合材料的性能,以了解γ辐照对复合材料的影响。WCG的加入降低了复合材料的抗拉强度。然而,与未辐照样品相比,10和20 kGy的伽马辐照导致热稳定性和抗拉强度的显著改善。SEM图像显示了纤维-基体界面的变化,证实了处理后拉伸性能的增强。而FTIR光谱证实了辐照过程引起的WCG官能团的变化,辐照处理不仅增加了纤维与基体的粘附性,而且显著提高了复合材料的耐水性。这些结果表明,伽马辐照可以作为一种有益的工艺用于农业废弃物的改性和制造高性能、环保的复合材料。
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引用次数: 0
An experimental investigation of flame retardancy and thermal stability of treated and untreated kenaf fiber reinforced epoxy composites 处理和未处理的红麻纤维增强环氧复合材料的阻燃性和热稳定性的实验研究
4区 工程技术 Q4 POLYMER SCIENCE Pub Date : 2023-11-01 DOI: 10.1515/polyeng-2023-0128
Nivedhitha Durgam Muralidharan, Jeyanthi Subramanian, Sathish Kumar Rajamanickam, Venkatachalam Gopalan
Abstract Natural fiber reinforced polymeric composites perform poor in mechanical and thermal properties at elevated temperatures due to the cellulose and hemicellulose contents of natural fiber start degrading at elevated temperature. In this research work, flame retardancy and thermal stability of treated and untreated kenaf fiber reinforced epoxy composites have been experimentally investigated and reported. Two composite laminates, one with 6 % NaOH Alkali treated and another with untreated woven kenaf mats, were fabricated by hand lay-up technique followed by compression molding with 40 % fiber weight fractions. Flame retardancy test and various thermal characteristics studies such as thermogravimetric analysis (TGA), differential scanning calorimetry (DSC), heat deflection temperature (HDT), and morphological analysis via scanning electron microscopy (SEM) tests were carried out. The results showed that alkali treated kenaf fiber composite achieved V0 fire retardancy grade. The major weight losses, 86 % and 75.5 % for untreated and treated composites respectively were recorded between 300 °C and 450 °C. 13.6 % increase in HDT was noted for treated composite with 0.25 mm deflection at 0.45 MPa pressure condition. Thus the composite laminate with 6 % NaOH alkali-treated kenaf fiber achieved the best thermal stability with less degradation which is more suitable for automobile and aerospace applications.
摘要天然纤维增强聚合物复合材料在高温下的力学性能和热性能较差,这是由于天然纤维中的纤维素和半纤维素在高温下开始降解。在本研究工作中,对经过处理和未经处理的红麻纤维增强环氧复合材料的阻燃性和热稳定性进行了实验研究和报道。采用手工铺层后加压成型的方法制备了两种复合层压板,一种是6% NaOH碱处理的层压板,另一种是未经处理的编织红麻垫。进行了阻燃试验和各种热特性研究,如热重分析(TGA)、差示扫描量热法(DSC)、热偏转温度(HDT)和扫描电镜(SEM)形态学分析。结果表明,碱处理后的红麻纤维复合材料达到了v0阻燃等级。在300°C和450°C之间,未处理和处理的复合材料的主要失重率分别为86%和75.5%。在0.45 MPa压力条件下,变形0.25 mm的复合材料的HDT增加了13.6%。结果表明,6% NaOH碱处理红麻纤维的复合层压板具有较好的热稳定性,降解少,更适合于汽车和航空航天应用。
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引用次数: 0
Frontmatter 头版头条
4区 工程技术 Q4 POLYMER SCIENCE Pub Date : 2023-11-01 DOI: 10.1515/polyeng-2023-frontmatter10
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引用次数: 0
Numerical and experimental studies on the influence of gas pressure on particle size during gas-assisted extrusion of tubes with embedded antibacterial particles 气体辅助挤压含抗菌颗粒管材过程中气压对粒径影响的数值与实验研究
4区 工程技术 Q4 POLYMER SCIENCE Pub Date : 2023-10-27 DOI: 10.1515/polyeng-2023-0164
Bin Liu, Xingyuan Huang, Shaoyi Ren, Xiaohui Zhang, Shuiquan Chen
Abstract During the gas-assisted extrusion process of plastic tubes embedded with antibacterial particles, the particles tend to agglomerate. The dispersion effect of these agglomerates using the nozzle-pressure-difference method is significantly influenced by the gas flow state. Therefore, this study establishes the nozzle dispersion model. The gas flow state near the nozzle is simulated and analyzed by using Ansys Fluent software. Gas-assisted extrusion experiments are conducted with different nozzle inlet pressures, and the size distribution of antibacterial particles is observed by using electron microscopy. The simulation results indicate that increasing the nozzle inlet pressure enhances the dispersion effect and expands the effective dispersion area. The experimental results demonstrate that using the nozzle disperses the agglomerates into particles with a diameter of approximately 100 nm. Furthermore, the nanoparticles diameter size decreases with the increase of the inlet pressure, validating the accuracy of the numerical analysis results.
摘要在填充抗菌颗粒的塑料管气体辅助挤出过程中,颗粒容易结块。喷嘴压差法对团聚体的分散效果受气流状态的显著影响。因此,本研究建立了喷嘴分散模型。利用Ansys Fluent软件对喷嘴附近的气体流动状态进行了仿真分析。在不同的喷嘴进口压力下进行了气体辅助挤压实验,并用电镜观察了抗菌颗粒的尺寸分布。仿真结果表明,增大喷嘴入口压力可以增强扩散效果,扩大有效扩散面积。实验结果表明,使用喷嘴将团聚体分散成直径约为100 nm的颗粒。纳米颗粒粒径随入口压力的增大而减小,验证了数值分析结果的准确性。
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引用次数: 0
Promoting antibacterial activity of polyurethane blend films by regulating surface-enrichment of SiO2 bactericidal agent 通过调控SiO2杀菌剂的表面富集来提高聚氨酯共混膜的抗菌活性
4区 工程技术 Q4 POLYMER SCIENCE Pub Date : 2023-10-26 DOI: 10.1515/polyeng-2023-0122
Guanglong Li, Shenwei Shi, Lexing Zhang, Ting Li, Yang Wang, Weifu Dong
Abstract Polyurethane (PU) blended with nano-bactericidal agents was one of the most ways to obtain PU with antimicrobial properties. However, the bactericidal agent nanoparticles cannot effectively enrich the PU surface to reduce their antimicrobial properties. In this study, nano-silica particles with a large number of polar quaternary ammonium salt ( N , N -dimethyl-3-aminopropyl-12-alkyl-ammonium bromide trimethylsilyl, denoted as QAC) can easily enrich the PU surface to endow PU with excellent antibacterial properties after they were blended with PU film. The QAC on the surface of silica with different diameters (denoted as SiO 2 -Q- X ) can endow silica with antimicrobial properties and improve the repulsion between silica and PU to enhance the enrichment on PU surface of silica. A series of SiO 2 -Q- X /PU blend films were prepared and applied to inhibit the growth of the bacterial colony. The SiO 2 -Q- X /PU films can inhibit the growth of Gram-negative Escherichia coli and Gram-positive Staphylococcus epidermidis . The SiO 2 -Q- X with more polar QAC was easily enriched on the surface of PU and had a better bactericidal effect than those of SiO 2 -Q- X with a minor polar QAC. Moreover, the aging of the SiO 2 -Q- X /PU films did not affect their antibacterial effect.
摘要聚氨酯(PU)与纳米杀菌剂共混是获得具有抗菌性能的PU的主要途径之一。然而,纳米杀菌剂不能有效地富集PU表面,降低其抗菌性能。在本研究中,含有大量极性季铵盐(N, N -二甲基-3-氨基丙基-12-烷基-溴化铵三甲基硅基,简称QAC)的纳米二氧化硅颗粒与PU膜共混后,很容易富集PU表面,使PU具有优异的抗菌性能。不同直径二氧化硅表面的QAC(记为sio2 - q - X)可以赋予二氧化硅抗菌性能,并改善二氧化硅与PU之间的斥力,从而增强二氧化硅在PU表面的富集。制备了一系列sio2 - q - X /PU共混膜,并应用于抑制细菌菌落的生长。sio2 - q - X /PU膜能抑制革兰氏阴性大肠杆菌和革兰氏阳性表皮葡萄球菌的生长。极性QAC较多的sio2 - q - X易于在PU表面富集,杀菌效果优于极性QAC较少的sio2 - q - X。此外,sio2 - q - X /PU薄膜的老化不影响其抗菌效果。
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引用次数: 0
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Journal of Polymer Engineering
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