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Sago starch and esterified sago starch as eco-friendly fillers for rigid polyurethane foams 将西米淀粉和酯化西米淀粉作为硬质聚氨酯泡沫的环保型填料
IF 2.5 4区 工程技术 Q2 CHEMISTRY, APPLIED Pub Date : 2023-12-26 DOI: 10.1177/0021955x231224765
J. Ruamcharoen, Chor Wayakron Phetphaisit, Purintorn Chanlert, Sameela Cheming, P. Ruamcharoen
Novel fillers from sago starch and esterified sago starch were employed as natural fillers for rigid polyurethane foams (RPUFs). Sago starch was esterified by maleic anhydride, resulting in the presence of ester groups on the starch structure. Filled RPUFs were prepared with 0.5-7.0 wt% of starch fillers in the polyol component. The influence of filler type and content on the cell morphology and properties of the RPUFs was analyzed. The results revealed that the esterified sago starch showed better compatibility with polyurethane matrix than the sago starch, which in turn impacted the cellular morphology and physico-mechanical properties of the resulting RPUFs. The density and compressive strength of the RPUFs filled with esterified sago starch were higher than those filled with unmodified sago starch, while their water absorption, and volume shrinkage were lower. The findings also suggested that the compressive strength and density of filled RPUFs increased with starch filler content up to the optimal point and then decreased. This was due to the impact of filler content on cell size, with smaller cell size at low filler content leading to increased strength and density, whereas larger cell size and more open cells at higher filler content reducing strength and density. The best properties were obtained with 1.0 wt% of unmodified sago starch and 0.5 wt% of esterified sago starch in the polyol component.
新型西米淀粉填料和酯化西米淀粉填料被用作硬质聚氨酯泡沫(RPUF)的天然填料。西米淀粉经马来酸酐酯化后,淀粉结构上出现了酯基。在多元醇成分中加入 0.5-7.0 wt%的淀粉填料,制备出填充型 RPUF。分析了填料类型和含量对 RPUF 的细胞形态和性能的影响。结果表明,酯化西米淀粉与聚氨酯基质的相容性比西米淀粉更好,这反过来又影响了所得 RPUF 的细胞形态和物理机械性能。填充了酯化西米淀粉的 RPUF 的密度和抗压强度高于填充了未改性西米淀粉的 RPUF,而吸水性和体积收缩率则较低。研究结果还表明,填充的 RPUF 的抗压强度和密度随淀粉填料含量的增加而增加,直到最佳点,然后又降低。这是由于填料含量对细胞尺寸的影响,填料含量低时细胞尺寸较小,强度和密度增加,而填料含量高时细胞尺寸较大,开放细胞较多,强度和密度降低。多元醇成分中含有 1.0 重量百分比的未改性西米淀粉和 0.5 重量百分比的酯化西米淀粉时,可获得最佳性能。
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引用次数: 0
Mechanical characterization of lattice structure produced by additive manufacturing under torsion and compression 在扭转和压缩条件下对增材制造生产的晶格结构进行力学表征
IF 2.5 4区 工程技术 Q2 CHEMISTRY, APPLIED Pub Date : 2023-12-26 DOI: 10.1177/0021955x231224775
Özgün Ceren Akbay, B. Özdemir, Erkan Bahçe, E. Emir, Mine Uslu Uysal
In the present paper, the torsion and compression behaviors of lattice structures were studied. The PLA (Polylactic Acid) materials were used in assembly and produced by additive manufacturing method. The structure and lattice behaviors were investigated by Digital Image Correlation (DIC) system during experimental study. Models created using three different unit cell model as Trunch Octa Dense, Trunch Octa Light, Body Diagonals With Nodes and two different, 70 mm and 140 mm, total length size. The influence of the unit cell model, cell size on the strength of the structure were studied by compression and torsion experiments. The maximum compressive stress and maximum torsion were obtained and their deformations were presented. The highest maximum torque was determined in Body Diagonals With Nodes cell model and 140 mm due to the fact that the cell model structure compatible with torsion. The highest compressive stress was determined in Trunch Octa Light cell model and 140 mm cell length.
本文研究了晶格结构的扭转和压缩行为。装配中使用了聚乳酸(PLA)材料,并通过增材制造方法进行生产。在实验研究过程中,使用数字图像相关(DIC)系统对结构和晶格行为进行了研究。使用三种不同的单元格模型(Trunch Octa Dense、Trunch Octa Light、Body Diagonals With Nodes)和两种不同的总长度尺寸(70 毫米和 140 毫米)创建了模型。通过压缩和扭转实验研究了单元模型、单元尺寸对结构强度的影响。实验得出了最大压缩应力和最大扭转力,并展示了它们的变形情况。由于单元模型结构与扭转兼容,因此在有节点的体对角线单元模型中确定的最大扭转为 140 毫米。在 Trunch Octa Light 单元模型和 140 毫米单元长度中确定的压应力最大。
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引用次数: 0
Statistical characterization of microcellular polyurethane foams microstructure based on 2D and 3D image analysis 基于二维和三维图像分析的微孔聚氨酯泡沫微观结构统计表征
IF 2.5 4区 工程技术 Q2 CHEMISTRY, APPLIED Pub Date : 2023-11-01 DOI: 10.1177/0021955X231215773
M. Le Saux, Jean-Baptiste Le Bail, Justin Becker, Célia Caër, Pierre Charrier, V. Le Saux, Laurent Maheo, Yann Marco
This paper presents protocols developed to quantitatively characterize the cellular microstructure of microcellular polyurethane foams, from scanning electron microscopy (2D) and X-ray micro-computed tomography (2D and 3D) data. The objectives are to provide, for both techniques: (i) a detailed description of the analysis steps based on open source Python algorithms; (ii) a method for automatic, robust and objective detection of the cells to limit user’s biases; (iii) a statistical description of fraction, size, shape and spatial distribution of cells. The study considers 12 samples with densities ranging from about 400 to 600 kg m−3 and pore sizes from a few micrometers to several hundred micrometers. In addition, the database obtained is used to investigate the reliability of 2D measurements to describe the cellular microstructure statistics.
本文介绍了从扫描电子显微镜(二维)和 X 射线微计算机断层扫描(二维和三维)数据中定量表征微孔聚氨酯泡沫的细胞微观结构的协议。目标是为这两种技术提供:(i) 基于开源 Python 算法的分析步骤的详细描述;(ii) 自动、稳健和客观检测细胞的方法,以限制用户的偏差;(iii) 细胞的分数、大小、形状和空间分布的统计描述。这项研究考虑了 12 个样本,其密度从约 400 到 600 千克/立方米不等,孔隙大小从几微米到几百微米不等。此外,获得的数据库还用于研究二维测量描述细胞微观结构统计的可靠性。
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引用次数: 0
Polystyrene carbon composite foam with enhanced insulation and fire retardancy for a sustainable future: Critical review 增强隔热和阻燃性能的聚苯乙烯碳复合泡沫塑料,实现可持续发展的未来:严格审查
IF 2.5 4区 工程技术 Q2 CHEMISTRY, APPLIED Pub Date : 2023-11-01 DOI: 10.1177/0021955X231215753
Apurv Gaidhani, Lauren Tribe, Paul Charpentier
Polystyrene (PS) composite foams are an intriguing class of materials that are well established for thermal insulation in construction and lightweight recyclable components in automotives. Research has shown the remarkable properties of these foams in terms of thermal and sound insulation and fire retardancy that can be enhanced by incorporating carbon fillers such as graphite, graphene, and biochar. Several methods have been examined by researchers to mix carbon with the polystyrene matrix and prepare PS carbon composite foams, which can broadly be categorized into suspension polymerization, solution mixing and melt blending. These methodologies along with foaming techniques for the expansion of PS using various blowing agents are reviewed. We also review the most relevant research studies in the field of PS carbon composite foams for insulation (thermal and sound) and fire retardancy. Due to its high infrared radiation absorption capacity and hetero nucleating action, expandable graphite and graphene can lead to excellent thermal and sound insulation along with fire retardancy in a PS foam, thus resulting in significant energy savings in a building. Biochar, due to its inherent low thermal conductivity and nucleating action, modifies the foam morphology, leading to enhanced heat and sound absorption and thus is a low-cost renewable carbon alternative that promotes the circular economy.
聚苯乙烯(PS)复合泡沫塑料是一类引人入胜的材料,在建筑隔热和汽车轻质可回收部件方面已得到广泛应用。研究表明,这些泡沫在隔热、隔音和阻燃方面具有卓越的性能,通过加入石墨、石墨烯和生物炭等碳填料,可以增强这些性能。研究人员已研究出多种方法将碳与聚苯乙烯基体混合并制备 PS 碳复合泡沫,这些方法大致可分为悬浮聚合法、溶液混合法和熔融混合法。我们对这些方法以及使用各种发泡剂膨胀 PS 的发泡技术进行了综述。我们还回顾了 PS 碳纤维复合泡沫在隔热(隔音)和阻燃方面最相关的研究。由于可膨胀石墨和石墨烯具有较高的红外辐射吸收能力和异质成核作用,因此可在 PS 泡沫中实现出色的隔热、隔音和阻燃效果,从而显著节约建筑能耗。生物炭因其固有的低导热性和成核作用,可改变泡沫形态,从而增强吸热和吸音效果,因此是一种促进循环经济的低成本可再生碳替代品。
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引用次数: 0
Solid-state foaming of poly(ether-ether-ketone)/hydroxyapatite composites 聚醚醚酮/羟基磷灰石复合材料的固态发泡
IF 2.5 4区 工程技术 Q2 CHEMISTRY, APPLIED Pub Date : 2023-11-01 DOI: 10.1177/0021955X231215762
Hanyu Zhu, Enrique Velasquez Morquecho, Wei Li
Poly(ether-ether-ketone) (PEEK) is a high strength and high temperature-resistant plastic with good potential for medical use. The addition of hydroxyapatite (HA) can improve the mechanical performance and biocompatibility of PEEK. However, little study has been done on solid-state foaming of PEEK or PEEK-based composites due to the semicrystalline nature and high processing temperature requirement. In this study, the solid-state foaming behavior of PEEK/HA composite is studied using supercritical C O 2 . A quenching process is applied to reduce the crystallinity and improve the gas saturation behavior. The mechanical properties of foamed PEEK/HA composite are characterized. The results show that quenching substantially improved the foamability of PEEK/HA composite. Foamed PEEK/HA regained crystallinity and exhibit a compressive strength comparable to human trabecular bone.
聚醚醚酮(PEEK)是一种高强度、耐高温的塑料,具有良好的医疗用途潜力。添加羟基磷灰石(HA)可以改善 PEEK 的机械性能和生物相容性。然而,由于 PEEK 或基于 PEEK 的复合材料的半结晶性和较高的加工温度要求,有关其固态发泡的研究很少。本研究使用超临界 C O 2 研究了 PEEK/HA 复合材料的固态发泡行为。淬火工艺可降低结晶度并改善气体饱和行为。对发泡 PEEK/HA 复合材料的机械性能进行了表征。结果表明,淬火大大改善了 PEEK/HA 复合材料的发泡性。发泡后的 PEEK/HA 恢复了结晶性,并表现出与人体骨小梁相当的抗压强度。
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引用次数: 0
A strategy for extending the processing temperature for polypropylene in foam extrusion and its theoretical validation 一种提高泡沫挤出聚丙烯加工温度的策略及其理论验证
IF 2.5 4区 工程技术 Q2 CHEMISTRY, APPLIED Pub Date : 2023-06-21 DOI: 10.1177/0021955x221144705
Muzhen He, Shengfei Hu
The quite narrow PP foaming temperature window is the main challenge for continuous extrusion foaming of polypropylene (PP) using supercritical CO2. In this study, high impact polystyrene (HIPS) is added to PP to widen the polypropylene foaming temperature range by reducing the temperature sensitivity of the melt strength of the blend. The behavior of crystalline, dynamic rheology, and extensional rheological of PP/HIPS blends are analyzed. The results show that the crystallinity and crystallization temperature of PP/HIPS blends decreased significantly, the temperature dependence of the blends’ extensional viscosity and melt strength became weaker, and the activation energy of extensional viscosity and melt strength activation energy decreased, while the elastic modulus and viscosity and the system relaxation time increased. It means that the addition of HIPS reduces the crystallinity of PP, improves the cell morphology and to a certain extent overcomes the problem of a sharp decrease in PP melt strength with increasing temperature. The addition of HIPS extends the foaming temperature range of the PP material from 4 K to a maximum of 12 K. Furthermore, we simply estimated the temperature window for extruded foams using the Arrhenius equation. The estimated values have the same trend as the experimental results and are analyzed.
聚丙烯(PP)超临界CO2连续挤出发泡的主要挑战是温度窗过窄。在本研究中,在PP中加入高冲击聚苯乙烯(HIPS),通过降低共混物熔体强度的温度敏感性来扩大聚丙烯发泡温度范围。分析了PP/HIPS共混物的结晶行为、动态流变性和拉伸流变性。结果表明:PP/HIPS共混物的结晶度和结晶温度显著降低,共混物的拉伸粘度和熔体强度对温度的依赖性减弱,拉伸粘度和熔体强度活化能降低,弹性模量和粘度以及体系弛豫时间增加;说明HIPS的加入降低了PP的结晶度,改善了细胞形态,在一定程度上克服了PP熔体强度随温度升高而急剧下降的问题。HIPS的加入将PP材料的发泡温度范围从4 K扩展到最高12 K。此外,我们用阿伦尼乌斯方程简单地估计了挤出泡沫的温度窗。估计值与实验结果具有相同的趋势,并进行了分析。
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引用次数: 0
Preparation of clay-supported sodium benzoate and its effect on the rheology, crystallization and foaming of long chain branched polypropylene 粘土负载苯甲酸钠的制备及其对长链支化聚丙烯流变、结晶和发泡的影响
IF 2.5 4区 工程技术 Q2 CHEMISTRY, APPLIED Pub Date : 2023-06-08 DOI: 10.1177/0021955x231162187
Jing Cao, Jingwen Zou, Siying Zheng, Na Wen, Weijie Xu, Yuying Zheng
The foaming of PP has encountered challenges because of its low melt strength and semi-crystalline characteristics. Introducing long chain branching (LCB) onto the PP backbone and the addition of particles as cell nucleating agent are the commonly used methods to improve the cell structure of PP foams. In this paper, clay-supported sodium benzoate (NaB-OMMT) was prepared from Na-montmorillonite (Na-MMT) via the partial ion exchange reaction with surfactant and subsequent reaction with benzoic acid. The as prepared NaB-OMMTs were then applied to prepare LCBPP/NaB-OMMT nanocomposites and their foams. The dispersion state of clay, crystallization behaviors and rheological properties of the nanocomposites, as well as the cell structure and compression properties of the foams were investigated. The results show that clay layers are mostly exfoliated in the nanocomposites with low NaB-OMMT content, while intercalated layers dominant with the content reaches 2% or higher. The melting temperature of the nanocomposites decreases and the crystallinity increases, while the spherulite size decreases compared to LCBPP. The melt viscosity and elasticity of nanocomposites increase significantly when the content of NaB-OMMT reaches 2% or higher. LCBPP/NaB-OMMT nanocomposites foams exhibit higher cell density, smaller cell size and its standard deviation. Therein, the foam with 1% of NaB-OMMT shows the maximum cell density and the minimum cell size. It is concluded that the cell structure of the foam is highly dependent on the content, dispersion state and structure of the cell nucleating agent. When NaB is supported on well dispersed and exfoliated clay layers, the cell nucleation efficiency is significantly enhanced. The compression properties of the foams depend on their cell structures and exhibit the similar variation trend with the latter with the content of NaB-OMMT increasing.
PP的熔融强度低、半结晶性等特点给其发泡工艺带来了挑战。在PP主链上引入长链分支和添加颗粒作为细胞成核剂是改善PP泡沫细胞结构的常用方法。以na -蒙脱土(Na-MMT)为原料,先与表面活性剂发生部分离子交换反应,再与苯甲酸反应,制备了黏土负载型苯甲酸钠(NaB-OMMT)。将所制备的NaB-OMMT应用于LCBPP/NaB-OMMT纳米复合材料及其泡沫的制备。研究了粘土的分散状态、纳米复合材料的结晶行为和流变性能,以及泡沫的胞体结构和压缩性能。结果表明:低NaB-OMMT含量的纳米复合材料中,粘土层以剥落为主,夹层层居多,NaB-OMMT含量达到2%以上;与LCBPP相比,纳米复合材料的熔融温度降低,结晶度增加,球晶尺寸减小。当NaB-OMMT含量达到2%或更高时,纳米复合材料的熔体粘度和弹性显著增加。LCBPP/NaB-OMMT纳米复合泡沫具有更高的孔密度、更小的孔尺寸和更小的标准偏差。其中,添加1% NaB-OMMT的泡沫细胞密度最大,细胞尺寸最小。结果表明,泡沫的细胞结构与成核剂的含量、分散状态和结构密切相关。当NaB被支撑在分散良好且脱落的粘土层上时,细胞成核效率显著提高。随着NaB-OMMT含量的增加,泡沫的压缩性能与泡沫的胞体结构有关,并表现出与胞体结构相似的变化趋势。
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引用次数: 0
Extrusion foaming of multiphasic polyethylene/ethylene-vinyl acetate copolymer/carbon nanotube mixtures: Tailoring foam properties by selective localization of nanoparticles 多相聚乙烯/乙烯-醋酸乙烯共聚物/碳纳米管混合物的挤出发泡:通过纳米颗粒的选择性定位来定制泡沫特性
IF 2.5 4区 工程技术 Q2 CHEMISTRY, APPLIED Pub Date : 2023-05-24 DOI: 10.1177/0021955x231177811
Reza Ghanemi, Seyed Rasoul Mousavi, Sirwan Qewami, Ali Sharifi, As’ad Zandi, Jamshid Mohammadi-Roshandeh, H. Khonakdar, Farkhondeh Hemmati
Semi-conductive foams based on low-density polyethylene/ethylene-vinyl acetate copolymer (LDPE/EVA) blends in the presence of carbon nanotubes (CNTs) were prepared using a twin-screw extrusion process. The effects of CNTs content and localization state in the binary mixture on the physical and structural properties of LDPE/EVA/CNT foams were investigated. The results confirmed that the void fraction, cell density, bubble size and cell size distribution of foams are optimal against CNT loading. The lightest LDPE/EVA/CNT foam was obtained by the CNT localization in the LDPE matrix. This foam containing 2.5 phr of CNT had smaller cells and more uniform cell size comparing to the pure blend foam. The cell density of this foam was 1.598 × 106 cells/cm3, which is much larger than that for the blend foam, 8.64 × 105 cells/cm3. However, the CNT localization state in the dispersed EVA domains resulted in lower void fractions and cell densities comparing with the LDPE/EVA blend foam. The findings clarify the profound impact of the nanofiller localization state on the foam properties of the binary polymeric systems. Light semiconductive LDPE/EVA foams with small cells, uniform cell size and high cell densities were achieved by localizing and dispersing the CNT nanoparticles in the LDPE matrix phase.
采用双螺杆挤出法制备了低密度聚乙烯/乙烯-醋酸乙烯共聚物(LDPE/EVA)共混物中含有碳纳米管的半导电泡沫材料。研究了二元混合物中CNTs含量和局部化状态对LDPE/EVA/CNT泡沫材料物理结构性能的影响。结果表明,在碳纳米管负载下,泡沫的孔隙率、孔密度、气泡大小和孔尺寸分布是最优的。通过碳纳米管在LDPE基体中的定位,获得了最轻的LDPE/EVA/CNT泡沫材料。与纯混合泡沫相比,含有2.5 phr碳纳米管的泡沫具有更小的细胞和更均匀的细胞尺寸。该泡沫的孔密度为1.598 × 106孔/cm3,远高于共混泡沫的8.64 × 105孔/cm3。然而,与LDPE/EVA共混泡沫相比,碳纳米管在分散的EVA域中的定位状态导致空隙分数和细胞密度降低。研究结果阐明了纳米填料的局部化状态对二元聚合物体系泡沫性能的深远影响。通过在LDPE基体相中定位和分散碳纳米管纳米颗粒,获得了具有小细胞、均匀尺寸和高密度的轻型半导体LDPE/EVA泡沫。
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引用次数: 0
Polyurethane foams co-blown by water and alkylated polyethylenimine-CO2 adducts: An additive or antagonistic effect? 水和烷基化聚乙烯亚胺- co2加成物共吹的聚氨酯泡沫:是添加剂还是拮抗作用?
IF 2.5 4区 工程技术 Q2 CHEMISTRY, APPLIED Pub Date : 2023-05-24 DOI: 10.1177/0021955x231177805
Zhaojian Li, Jianqiao Liu, Xingyi Xie
Recently developed CO2 adducts of alkylated polyethylenimines (PEIs) can replace traditional, ozone-depleting, and/or global warming halogen-containing blowing agents of polyurethanes (PUs). Meanwhile, water is the most common chemical blowing agent that is cheap and also environment neutral. Herein, the co-blowing performances of the two types of blowing agents were investigated. For the polyether polyol or castor oil derived polyol foaming systems, which were blended just before foaming, the consequent co-blown foams surprisingly did not possess lower densities than the control foams blown solely by water, showing an antagonistic effect in blowing performance. The relatively large particles (e.g. tens of micrometers) of the hydrophilic PEI-CO2 blowing agents absorbed water from the foaming mixtures, preventing the trapped water from chemically blowing PUs. After the foams were set, the absorbed water gradually diffused out to react with the residual isocyanate groups, which no longer contributed to PU foaming. Differently, after aging the castor oil derived polyol foaming mixtures (without water and isocyanate components that were added before PU foaming), the dispersed PEI-CO2 particles decreased in size down to nanoscale (about 20–180 nm). These nanoparticles were small enough for out-diffusion of the absorbed water, which generated foaming CO2 in time. The densities of the resultant foams could be lowered to the theoretical values. The additive effect with water could enhance the application freedom of the climate-friendly alkylated PEI-CO2 blowing agents.
最近开发的烷基化聚乙烯亚胺(PEIs)的CO2加合物可以取代传统的、消耗臭氧的和/或全球变暖的含卤素的聚氨酯(pu)发泡剂。同时,水是最常见的化学发泡剂,既便宜又对环境无害。研究了两种发泡剂的共吹性能。对于在发泡前混合的聚醚多元醇或蓖麻油衍生的多元醇发泡系统,令人惊讶的是,随后的共吹泡沫的密度并不比仅用水吹制的对照泡沫低,在吹制性能上表现出拮抗作用。亲水性PEI-CO2发泡剂的相对较大的颗粒(例如几十微米)从发泡混合物中吸收水分,防止捕获的水化学吹脓。泡沫成型后,吸收的水分逐渐扩散出去,与残留的异氰酸酯基团发生反应,不再对PU发泡起作用。不同的是,蓖麻油来源的多元醇发泡混合物(不含PU发泡前添加的水和异氰酸酯成分)老化后,分散的PEI-CO2颗粒尺寸减小到纳米级(约20-180 nm)。这些纳米颗粒足够小,可以使吸收的水向外扩散,及时产生泡沫二氧化碳。所得泡沫的密度可以降低到理论值。与水的添加作用可以提高气候友好型烷基化PEI-CO2发泡剂的使用自由度。
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引用次数: 0
Modeling hysteresis in expanded polystyrene foams under compressive loads using feed-forward neural networks 用前馈神经网络模拟压缩载荷作用下膨胀聚苯乙烯泡沫的迟滞现象
IF 2.5 4区 工程技术 Q2 CHEMISTRY, APPLIED Pub Date : 2023-05-16 DOI: 10.1177/0021955x231174362
Alejandro E. Rodríguez-Sánchez, H. Plascencia-Mora
Expanded polystyrene foams are widely used materials for various applications in engineering, including their use for protective designs. For this type of application, in engineering analysis and design, it is required to know the mechanical response to compression of this type of material, since energy parameters that support the analysis of the effectiveness of a design are derived from it. One of these parameters is strain hysteresis, through which it is possible to know how capable a material is of absorbing energy. The modeling and prediction of this parameter is a challenge from the analysis point of view. This contribution presents a method based on feed-forward artificial neural network models that address a modeling approach to derive this parameter from the mechanical response of expanded polystyrene foam. From this, models are constructed that can predict the response of such material to various density and loading rate conditions. The best of a total of 30 neural network models, which are capable of deriving energy parameters such as hysteresis, is chosen. The results show that this approach is valid for the deformation energy analysis of expanded polystyrene foams since results consistent with the material phenomenology and errors of less than 3% with respect to experimental data are obtained.
膨胀聚苯乙烯泡沫是广泛应用于各种工程应用的材料,包括它们的保护设计。对于这种类型的应用,在工程分析和设计中,需要知道这类材料对压缩的机械响应,因为支持设计有效性分析的能量参数来源于此。其中一个参数是应变迟滞,通过它可以知道材料吸收能量的能力。从分析的角度来看,该参数的建模和预测是一个挑战。本文提出了一种基于前馈人工神经网络模型的方法,该方法解决了从膨胀聚苯乙烯泡沫的力学响应中导出该参数的建模方法。以此为基础,构建了能够预测这种材料在不同密度和加载速率条件下的响应的模型。在总共30个神经网络模型中选择最优的模型,这些模型能够推导出迟滞等能量参数。结果表明,该方法对膨胀聚苯乙烯泡沫塑料的变形能分析是有效的,所得结果与材料现象学基本一致,与实验数据误差小于3%。
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引用次数: 0
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Journal of Cellular Plastics
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