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Development of Artificial Neural Network Model for Medical Specialty Recommendation 医学专业推荐人工神经网络模型的建立
Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-09-08 DOI: 10.47836/pjst.31.6.05
Winda Hasuki, David Agustriawan, Arli Aditya Parikesit, Muammar Sadrawi, Moch Firmansyah, Andreas Whisnu, Jacqulin Natasya, Ryan Mathew, Florensia Irena Napitupulu, Nanda Rizqia Pradana Ratnasari
Timely diagnosis is crucial for a patient’s future care and treatment. However, inadequate medical service or a global pandemic can limit physical contact between patients and healthcare providers. Combining the available healthcare data and artificial intelligence methods might offer solutions that can support both patients and healthcare providers. This study developed one of the artificial intelligence methods, artificial neural network (ANN), the multilayer perceptron (MLP), for medical specialist recommendation systems. The input of the system is symptoms and comorbidities. Meanwhile, the output is the medical specialist. Leave one out cross-validation technique was used. As a result, this study’s F1 score of the model was about 0.84. In conclusion, the ANN system can be an alternative to the medical specialist recommendation system.
及时诊断对患者未来的护理和治疗至关重要。然而,医疗服务不足或全球大流行可能限制患者与卫生保健提供者之间的身体接触。将可用的医疗保健数据和人工智能方法相结合,可以提供既支持患者又支持医疗保健提供者的解决方案。本研究开发了一种人工智能方法,人工神经网络(ANN),多层感知器(MLP),用于医学专家推荐系统。系统的输入是症状和合并症。同时,产出的是医学专家。留用交叉验证技术。因此,本研究模型的F1得分约为0.84。总之,人工神经网络系统可以替代医学专家推荐系统。
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引用次数: 0
The Grease Formulation Using Waste Substances from Palm Oil Refinery and Other Industrial Wastes: A Review 利用棕榈油炼制废液及其它工业废液配制油脂的研究进展
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-27 DOI: 10.47836/pjst.31.5.25
Muhammad Auni Hairunnaja, M. A. Abd Aziz, Nur Amira Fatihah Bashari, M. A. Arifin, Navinash Nedumaran, Khairuddin Md Isa, U. M. Md. Ali
Many applications use Spent Bleaching Earth (SBE) despite being considered hazardous waste from the palm oil refinery process. Its production increases yearly, similar to waste cooking oil (WCO). The SBE is known as a thickener in grease formulation. The same goes for red gypsum, waste motor oil, stearic acid, and lithium hydroxide monohydrate. They are all considered thickeners but have different durability in protecting base oil in grease. Then, previous studies revealed their performances with side effects detection against the environment and human bodies. Cooking oil is a heat transfer medium for serving foods with higher amounts of unsaturated fatty acids. The number of fatty acids might change after cooking oil consumption and become highly demanded due to the chemical properties of density, viscosity and fatty acids. Nowadays, people lack awareness of the importance of recycling palm oil waste. They intend to dispose of it instead of recycling it for sustainable energy resources. Therefore, this paper will discuss the grease formulation, contaminant available in WCO, its treatment, issues regarding different thickener consumption, treatment against Spent Bleaching Earth (SBE), and propose the safe thickener and additives for future intakes. This study found that adding Fume Silica (F.S.) as a thickener and Molybdenum Disulfide (MoS2) enhanced the grease stability. Further treatment against SBE (remove residue oil) and WCO (metal elements, undesired impurities and water content) is necessary for providing good quality formulated grease.
许多应用使用废漂白土(SBE),尽管它被认为是棕榈油精炼过程中的危险废物。其产量逐年增加,类似于废食用油(WCO)。SBE被称为润滑脂配方中的增稠剂。红色石膏、废机油、硬脂酸和一水氢氧化锂也是如此。它们都被认为是增稠剂,但在润滑脂中保护基础油的耐久性不同。然后,先前的研究揭示了它们对环境和人体的副作用检测的性能。食用油是一种热传递介质,用于食用含有大量不饱和脂肪酸的食物。由于食用油的密度、粘度和脂肪酸的化学性质,食用后脂肪酸的数量会发生变化,需求量很大。现在,人们对回收棕榈油废料的重要性缺乏认识。他们打算把它处理掉,而不是回收利用,作为可持续能源。因此,本文将讨论润滑脂的配方、WCO中可用的污染物、处理方法、不同增稠剂用量的问题、废漂白土(SBE)的处理方法,并提出未来摄入的安全增稠剂和添加剂。本研究发现,添加硅粉(F.S.)作为增稠剂和二硫化钼(MoS2)增强了润滑脂的稳定性。进一步处理SBE(去除残留油)和WCO(金属元素,不需要的杂质和水分含量)是提供高质量配方润滑脂的必要条件。
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引用次数: 0
The Unified Model of Electronic Government Adoption (UMEGA): A Systematic Literature Review with Meta-Analysis 电子政务统一模型:基于元分析的系统文献综述
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-27 DOI: 10.47836/pjst.31.5.26
Rakib Ahmed Saleh, Rozi Nor Haizan Nor, Md. Tariqul Islam, Y. Y. Jusoh, Salfarina Abdullah
The unified Model of Electronic Government Adoption (UMEGA) was developed to bring novel insight into the context of citizen adoption of e-government services. As UMEGA is a recently evolved model, it demonstrates unequivocally the necessity for evaluating this model tailored to adopting e-government from the citizens’ perspective. The current study aims to perform a systematic literature review on the empirical validation of the UMEGA accomplished in several countries since its inception in 2017 by following Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. PRISMA is performed to synthesize the findings and analyze the performance of the constructs of the UMEGA. The systematic literature review encompassed the general characteristics, overall descriptive statistics, and synthesis of the constructs, analytical tools, and findings of the selected empirical articles. In the present study, the meta-analysis offered a strong confidence and prediction interval and significant combined effect size, suggesting that the constructs of the UMEGA, namely, performance expectancy, social influence, perceived risk, and facilitating conditions, significantly influenced attitude and behavioral intention to use e-government services. The association between attitude and behavioral intention is also found to be significant. The heterogeneity of the true effect of behavioral intention among empirical studies was partially explained by subgrouping in terms of sampling techniques, and E-government Development Index (EGDI) moderated the association between attitude and behavioral intention. The current study’s findings can serve as a solid foundation for knowledge expansion, easing the way for theoretical development and helping the government understand what aspects need to be considered while establishing initiatives to enhance the utilization of e-government services.
电子政务采用统一模型(UMEGA)的开发是为了对公民采用电子政务服务的背景提出新的见解。由于UMEGA是一个最近才发展起来的模式,它明确地表明了从公民的角度来评估这种适合于采用电子政务的模式的必要性。本研究旨在按照系统评价和荟萃分析(PRISMA)指南的首选报告项目,对自2017年启动以来在几个国家完成的UMEGA的实证验证进行系统的文献综述。进行PRISMA以综合研究结果并分析UMEGA构建体的性能。系统的文献综述包括一般特征、总体描述性统计、结构综合、分析工具和所选实证文章的发现。在本研究中,meta分析提供了较强的置信区间和预测区间,并提供了显著的联合效应量,表明UMEGA的构式即绩效期望、社会影响、感知风险和便利条件显著影响电子政务服务的态度和行为意愿。态度和行为意向之间的关联也被发现是显著的。实证研究中行为意向真实效果的异质性可以通过抽样技术的亚分组得到部分解释,电子政务发展指数(EGDI)调节了态度与行为意向之间的关联。本研究结果可作为知识拓展的坚实基础,为理论发展铺平道路,并帮助政府了解在制定提高电子政务服务利用率的举措时需要考虑哪些方面。
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引用次数: 0
Reactivity Enhancement of Lignin Extracted from Preconditioning Refiner Chemical-Recycle Bleached Mechanized Pulp (PRC-RBMP) Black Liquor by Phenolation 苯酚法提高预处理精炼厂化学循环漂白机械浆黑液中木质素的反应性
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-27 DOI: 10.47836/pjst.31.5.28
Lim Kah Yen, Tengku Arisyah Tengku Yasim-Anuar, F. A. Ujang, H. Husin, H. Ariffin, Paridah Md Tahir, Li Xin Ping, M. Yusof
Despite black liquor’s (BL) renown as a difficult-to-manage contaminant in the pulp and paper industry, BL has been found as a viable alternative material for adhesive formulation due to its high lignin content. Nevertheless, modification is required to enhance lignin’s reactivity, and there is currently a lack of study focusing on this aspect for BL-lignin. This study aims to increase the phenolic hydroxyl content of BL-lignin by phenolation. After being phenolated at lignin to phenol ratio of 1:1, at a temperature of 100°C for 110 minutes, and with the addition of 8% sulfuric acid (H2SO4) as a catalyst, the phenolic hydroxyl content improved by 51.5%. The results of Fourier transform infrared spectroscopy (FTIR), UV/Vis spectrophotometry, proton nuclear magnetic resonance (1H-NMR), thermogravimetry-differential scanning calorimetry (TG-DSC), and its differential curve showed that the structural change in phenolated lignin opened up more active sites, implying that this lignin could be a good substitute for phenol in phenol-formaldehyde resin manufacturing.
尽管黑液(BL)在纸浆和造纸工业中被认为是一种难以管理的污染物,但由于其高木质素含量,BL已被发现是粘合剂配方的可行替代材料。然而,为了提高木质素的反应性,需要对其进行改性,目前缺乏针对bl -木质素这方面的研究。本研究旨在通过酚化提高bl -木质素的酚羟基含量。在木质素与苯酚比为1:1的条件下,在100℃条件下,添加8%硫酸(H2SO4)作为催化剂,焙烧110 min后,酚羟基含量提高51.5%。傅里叶变换红外光谱(FTIR)、紫外/可见分光光度法(UV/Vis)、质子核磁共振(1H-NMR)、热重-差示扫描量热法(TG-DSC)及其差示曲线结果表明,酚醛木质素的结构变化开辟了更多的活性位点,表明该木质素可以很好地替代苯酚用于酚醛树脂的制造。
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引用次数: 0
Workload Characterization and Classification: A Step Towards Better Resource Utilization in a Cloud Data Center 工作负载表征和分类:云数据中心迈向更好资源利用的一步
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-27 DOI: 10.47836/pjst.31.5.27
Avita Katal, Susheela Dahiya, T. Choudhury
Advancements in virtualization technology have led to better utilization of existing infrastructure. It allows numerous virtual machines with different workloads to coexist on the same physical server, resulting in a pool of server resources. It is critical to understand enterprise workloads to correctly create and configure existing and future support in such pools. Managing resources in a cloud data center is one of the most difficult tasks. The dynamic nature of the cloud environment, as well as the high level of uncertainty, has created these challenges. These applications’ diverse Quality of Service (QoS) requirements make data center management difficult. Accurate forecasting of future resource demand is required to meet QoS needs and ensure better resource utilization. Consequently, data center workload modeling and categorization are needed to meet software quality solutions cost-effectively. This paper uses traces of Bitbrain’s data to characterize and categorize workload. Clustering (K Means and Gaussian mixture model) and Classification strategies (K Nearest Neighbors, Logistic Regression, Decision Trees, Random Forest, and Support Vector Machine) characterize and model the workload traces. K Means shows better results as compared to GMM when compared to the Calinski Harabasz index and Davies-Bouldin score. The results showed that the Decision Tree achieves the maximum accuracy of 99.18%, followed by K Nearest Neighbor (KNN), Random Forest (RF), Support Vector Machine (SVM) Logistic Regression (LR), Multi-Layer Perceptron (MLP), and Back Propagation Neural Networks.
虚拟化技术的进步使现有基础设施得到了更好的利用。它允许具有不同工作负载的多个虚拟机在同一物理服务器上共存,从而形成服务器资源池。理解企业工作负载对于正确创建和配置此类池中的现有和未来支持至关重要。管理云数据中心中的资源是最困难的任务之一。云环境的动态性以及高度的不确定性造成了这些挑战。这些应用程序不同的服务质量(QoS)需求使得数据中心管理变得困难。为了满足QoS需求,确保更好地利用资源,需要对未来的资源需求进行准确的预测。因此,需要对数据中心工作负载进行建模和分类,以经济有效地满足软件质量解决方案。本文使用Bitbrain的数据痕迹来描述和分类工作负载。聚类(K均值和高斯混合模型)和分类策略(K近邻、逻辑回归、决策树、随机森林和支持向量机)表征和建模工作负载轨迹。与Calinski Harabasz指数和Davies-Bouldin评分相比,K均值显示出比GMM更好的结果。结果表明,决策树的准确率最高,达到99.18%,其次是K近邻(KNN)、随机森林(RF)、支持向量机(SVM)、逻辑回归(LR)、多层感知器(MLP)和反向传播神经网络。
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引用次数: 0
Progress, Trends and Development of Drying Studies on Coconut Kernel Products: A Review 椰子仁制品干燥研究进展、趋势及发展
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-27 DOI: 10.47836/pjst.31.5.30
Yahya Sahari, M. S. Anuar, M. Z. Mohd Nor, N. A. Abdul Ghani, S. Mohd Tahir
There are several different forms of coconut kernel products, such as copra, desiccated coconut, coconut chips, strips, and flakes, each with its identity, industrial standard, and use in the food sector. In view of this, many studies concentrate on drying kinetics and the quality of the final dried product and extend from laboratory-scale research to industrial operations. This article discusses the application of various drying processes for various types of coconut kernel products, the pre-treatment involved prior to drying and some qualitative aspects associated with the final product. The use of mathematical modelling in various drying techniques was also examined and compared in this article. The effects of drying parameters such as air temperature, velocity, and pre-treatment on drying rate, time, colour quality, energy consumption, and yield are particularly interesting. Future suggestions and directions are emphasised and featured to fill the research gap in this product and sector.
椰子仁产品有几种不同的形式,如椰干、椰干、椰片、椰条和椰片,每一种都有自己的特点、工业标准和在食品领域的用途。鉴于此,许多研究集中在干燥动力学和最终干燥产品的质量上,并从实验室规模的研究扩展到工业操作。本文讨论了各种干燥工艺在不同类型椰子仁产品中的应用,干燥前的预处理以及与最终产品相关的一些定性方面。数学模型在各种干燥技术中的应用也在本文中进行了检验和比较。干燥参数如空气温度、速度和预处理对干燥速度、时间、颜色质量、能量消耗和产量的影响特别有趣。强调未来的建议和方向,以填补该产品和领域的研究空白。
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引用次数: 0
The Influence of Abiotic Factors on the Occurrence of Jackfruit Dieback Disease 非生物因素对菠萝蜜枯死病发生的影响
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-27 DOI: 10.47836/pjst.31.5.24
N. H. Idris, Erneeza Mohd Hata, Norliza Adnan, S. S. Teri, M. J. Osman, Ami Hassan MD DIN, M. Ishak
The jackfruit (Artocarpus heterophyllus) is one of six high-value non-seasonal tropical fruits identified as a target for export fruit products in the Malaysia National Key Economic Area (NKEA) report. It is challenging to sustain the jackfruit crop’s productivity and achieve the targets for the growth of premium fruits because of the emergence of plant diseases that can affect yields. This paper discusses the influence of abiotic factors, including landscape and weather, on the occurrence of Erwinia carotovora disease. This paper applied Ordinary Least Square (OLS) and hotspot analysis to understand the occurrence of the disease from the landscape and spatial perspective. The findings suggest that the rate of E. carotovora in jackfruit trees (based on a percentage of the area affected) is significantly affected by the proximity of the trees to roads, rivers, and irrigation. At the same time, the frequency of E. carotovora is substantially dependent on rainfall levels. The Koenker (BP) statistic provides a consistent set of results that explain the relationship between variables that impact the occurrence of dieback jackfruit disease remains the same over the study area. This study helps us understand how specific landscape characteristics and climatic variables influence jackfruit dieback disease. This area of research is essential so that the best land management practices can be adapted to prevent future disease occurrences.
菠萝蜜(Artocarpus heterophyllus)是马来西亚国家重点经济区(NKEA)报告中确定为出口水果产品目标的六种高价值非季节性热带水果之一。由于影响产量的植物病害的出现,维持菠萝蜜作物的生产力和实现优质果实的生长目标具有挑战性。本文讨论了景观、气候等非生物因素对鹿角菌病发生的影响。本文运用普通最小二乘法(OLS)和热点分析,从景观和空间的角度了解病害的发生。研究结果表明,菠萝蜜树上的胡萝卜芽孢杆菌率(基于受影响面积的百分比)受到树木靠近道路、河流和灌溉的显著影响。与此同时,胡萝卜纵蝽的发生频率在很大程度上取决于降雨量。Koenker (BP)统计提供了一组一致的结果,解释了影响菠萝蜜枯死病发生的变量之间的关系在研究区域保持不变。这项研究有助于我们了解特定的景观特征和气候变量如何影响菠萝蜜枯死病。这一领域的研究是必不可少的,以便能够采用最佳的土地管理做法来预防未来的疾病发生。
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引用次数: 0
Fusarium solani Species Complex (FSSC) in Nests of Hawksbill Turtles (Eretmochelys imbricata) with High Hatching Success in Melaka, Malaysia 马来西亚马六甲地区高孵化成功率玳瑁海龟巢中的茄枯萎菌物种复合体(FSSC)
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-27 DOI: 10.47836/pjst.31.5.29
Khai Wei See, Nurul Salmi Abdul Latip
Hatching failure is one of the threats to the declining sea turtle population. Sea turtle egg fusariosis, an emerging fungal disease, has been linked to lower hatching success in sea turtle nests. The disease is associated with the presence of members of the (Fusarium solani species complex (FSSC). Samples of cloacal mucus, nest sand, eggshells, and eggs were collected from seven hawksbill turtles and their corresponding nests at Melaka’s nesting beaches and hatchery site. FSSC was prevalent in the unhatched eggs (n = 32) from the seven study nests, colonising 96.9%. The remaining eggs from the study nests were found to have high hatching success, with a mean of 85.8 ± 10.5% (n = 7). It is unknown if the presence of FSSC contributed directly to embryonic mortality in this study. There are two possible roles of FSSC in sea turtle eggs: as a saprophyte or a primary pathogen. The presence of FSSC in the nest did not always compromise the hatching success of the entire egg clutch. FSSC was not detected in the sand samples of all nests, even though all nests contained Fusarium-colonised eggs. The concentration of FSSC in the sand might influence the infection rate of sea turtle eggs and their hatching success. Best practices for hatchery must be in place to achieve high hatching success for sea turtle conservation.
孵化失败是海龟数量下降的威胁之一。海龟卵镰孢病是一种新兴的真菌疾病,与海龟巢孵化成功率较低有关。该疾病与番茄镰刀菌物种复合体(FSSC)成员的存在有关。在马六甲的筑巢海滩和孵化场,采集了7只玳瑁及其相应的巢的肛肠粘液、巢砂、蛋壳和蛋的样本。FSSC普遍存在于7个研究巢的未孵化蛋中(n = 32),占96.9%。从研究巢中发现的剩余蛋的孵化成功率很高,平均为85.8±10.5% (n = 7)。尚不清楚FSSC的存在是否直接导致了本研究中的胚胎死亡率。FSSC在海龟卵中有两种可能的作用:腐生菌或主要病原体。巢中FSSC的存在并不总是影响整个卵群的孵化成功。在所有巢穴的沙样中未检测到FSSC,即使所有巢穴都含有镰刀菌的卵。沙中FSSC的浓度可能影响海龟卵的感染率和孵化成功率。为保护海龟,必须制定最佳的孵化场措施,以取得较高的孵化成功率。
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引用次数: 0
Occupational Formaldehyde Exposure and the Health Symptoms Among Histopathology Laboratory Workers in North Borneo 北婆罗洲组织病理学实验室工作人员职业性甲醛暴露与健康症状
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-21 DOI: 10.47836/pjst.31.5.19
A. Ramli, Shamsul Bahari Shamsudin, Jac Fang Lim, Mei Ching Lim
In hospitals, the chemical formaldehyde is commonly utilised to preserve tissues. The healthcare personnel exposed to formaldehyde the most work in histopathology laboratories. This study aims to determine the health effects of everyday formaldehyde exposure on healthcare professionals in the histopathology laboratory. Cross-sectional comparative research was used for the study design. The 8-hour time-weighted-average (TWA8) formaldehyde level was measured at the histopathology laboratory at Hospital Queen Elizabeth in Sabah and the administration office (control) using the real-time colorimetric tube method. Workers in both places were required to answer a questionnaire on their health status. The TWA8 formaldehyde level was higher in the exposed area (0.113 ppm) than in the unexposed area (0.031 ppm). Air samplings showed that formaldehyde exposure levels in the exposed area (0.108 ± 0.026 ppm) were significantly higher than in an unexposed area (0.028 ± 0.018 ppm) at p < 0.001. Symptoms closely related to formaldehyde exposure were 51% in the histopathology laboratory workers, greater than 35% in the control group (p < 0.05). The workers showed six symptoms: irritated eyes, sore throat, cough, runny nose, sneezing and headache. Although the level of occupational workplace exposure to formaldehyde in the histopathology laboratory was below the recommended limit, the health symptoms related to formaldehyde among the exposed group were detected. Enhancing control measures for indoor air quality improvement in the working area is required to minimise the health risk among laboratory workers.
在医院里,化学物质甲醛通常被用来保存组织。在组织病理学实验室工作的卫生保健人员接触甲醛最多。本研究旨在确定日常甲醛暴露对卫生保健专业人员在组织病理学实验室的健康影响。本研究设计采用横断面比较研究。在沙巴伊丽莎白女王医院的组织病理学实验室和管理办公室(对照组)使用实时比色管法测量8小时时间加权平均(TWA8)甲醛水平。这两个地方的工人都被要求回答一份关于其健康状况的调查表。暴露区TWA8甲醛含量(0.113 ppm)高于未暴露区(0.031 ppm)。空气采样结果显示,暴露区甲醛暴露量(0.108±0.026 ppm)显著高于未暴露区(0.028±0.018 ppm), p < 0.001。与甲醛接触密切相关的症状在组织病理学实验室工作人员中占51%,高于对照组的35% (p < 0.05)。这些工人表现出六种症状:眼睛不适、喉咙痛、咳嗽、流鼻涕、打喷嚏和头痛。虽然组织病理学实验室的职业工作场所甲醛暴露水平低于建议限值,但在暴露组中检测到与甲醛有关的健康症状。必须加强管制措施,改善工作区域的室内空气质素,以尽量减少实验所工作人员的健康风险。
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引用次数: 0
Fabrication of PES MMMs with Improved Separation Performances Using Two-Dimensional rGO/ZIF-8 and MoS2/ZIF-8 Nanofillers 利用二维rGO/ZIF-8和MoS2/ZIF-8纳米填充物制备分离性能提高的聚醚砜纳米材料
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-21 DOI: 10.47836/pjst.31.5.23
N. Ishak, N. Othman, N. Jamil, N. Alias, F. Marpani, M. Shahruddin, Lau Woei Jye, A. Ismail
Modifying polymeric membranes using nanofiller is a promising method to enhance gas permeability and selectivity performance. This work used two types of ZIF-8 functionalized-2D nanofillers to fabricate polyethersulfone mixed matrix membranes. The rGO/ZIF-8 and MoS2/ZIF-8 nanofillers were first synthesised and characterised using FTIR and XRD. Then, 10 wt% of each nanofillers was added to the PES solution. TGA analysis indicates that MMMs containing rGO/ZIF-8 and MoS2 /ZIF-8 exhibit improved thermal stability. No additional peaks in FTIR and XRD were observed in the MMMs, indicating that the 2D nanofillers were compatible with the PES matrix. The MMMs show significantly enhanced gas separation properties where the highest selectivity was observed for 10 wt%PRG/Pebax membrane of 35.71 with CO2 permeability of 611 barrer and CH4 permeability of 17.11 barrer. These results confirm the possibility of using 2D nanofillers to develop high-performance membranes for gas separation.
利用纳米填料对聚合物膜进行改性是一种很有前途的提高透气性和选择性的方法。本研究使用两种类型的ZIF-8功能化二维纳米填料制备聚醚砜混合基质膜。首次合成了rGO/ZIF-8和MoS2/ZIF-8纳米填料,并用FTIR和XRD对其进行了表征。然后,在PES溶液中加入10 wt%的每种纳米填料。TGA分析表明,含有rGO/ZIF-8和MoS2 /ZIF-8的MMMs具有更好的热稳定性。在MMMs中没有观察到FTIR和XRD的附加峰,表明二维纳米填料与PES基体相容。MMMs具有显著增强的气体分离性能,其中10 wt%PRG/Pebax膜的选择性最高,为35.71,CO2渗透率为611,CH4渗透率为17.11。这些结果证实了使用二维纳米填料开发用于气体分离的高性能膜的可能性。
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引用次数: 0
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