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Innovative Formulation and Characterisation of Grease Made from Waste Engine Oil 废机油制润滑脂的创新配方及特性研究
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-21 DOI: 10.47836/pjst.31.5.17
Muhammad Auni Hairunnaja, M. A. Abd Aziz, N. W. Abdu Rahman, M. A. Arifin, Khairuddin Md Isa, U. M. Md. Ali
Lubricating grease is usually produced from mineral oil, making the relationship between grease and mineral oil unavoidable. Formulation of grease from waste oil can reduce the dependency of the grease industry on mineral oil as well as help to reduce the waste generation of used oil. This study aims to produce fumed silica (FS) grease from waste engine oil (WEO) and analyse the properties of the formulated grease. The method started with treating WEO to remove any contaminants in the used oil. After that, the greases are produced using a weight percentage ratio before being examined for consistency, oil separation, oil bleeding, FTIR (Fourier transform infrared spectroscopy) analysis, and corrosiveness. In terms of uniformity, oil separation, and oil bleeding, WEO percentage content had a substantial impact on the findings. The FTIR demonstrated that synthetic greases had the same spectra when evaluated between 500 cm-1 and 4000 cm-1. The grease's corrosiveness is low, as determined by class 1 corrosiveness toward the copper strip. However, the grease properties differ when consistency, oil bleeding and oil separation test is done. Higher oil content in grease produced high oil bleeding and separation but low consistency. As a conclusion of the results, fumed silica grease with oil percentages of 83 and 82 have the most grease-like features, showing that the grease fits the traits' requirements. Based on the investigation's findings, it was established that WEO may be used as a base oil in grease formulation and that the grease's properties are satisfactory.
润滑脂通常是由矿物油产生的,这使得润滑脂与矿物油的关系不可避免。用废油配制润滑脂可以减少润滑脂工业对矿物油的依赖,并有助于减少废油的废物产生。本研究旨在从废发动机油(WEO)中制备气相二氧化硅(FS)润滑脂,并分析该配方润滑脂的性能。该方法首先处理WEO以去除废油中的任何污染物。之后,在进行稠度、油分离、出油、傅里叶变换红外光谱(FTIR)分析和腐蚀性检测之前,使用重量百分比比例生产润滑脂。在均匀性、油分离和油出血方面,WEO百分比含量对结果有很大影响。FTIR表明,合成润滑脂在500 cm-1和4000 cm-1范围内具有相同的光谱。润滑脂的腐蚀性较低,由对铜带的1级腐蚀性决定。但在稠度、出油量和油分离试验中,润滑脂的性能有所不同。油脂含油量高,出油率高,分离率高,稠度低。结果表明,含油量为83和82的气相硅脂类油脂特征最明显,符合性状要求。根据调查结果,确定了WEO可以作为润滑脂配方的基础油,并且润滑脂的性能令人满意。
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引用次数: 0
A Comparison of the Performance of MAPbI3 and MASnI3 as an Inverted Perovskite Structure Using NiO as HTL Through Numerical GPVDM Simulation 以NiO为HTL的MAPbI3和MASnI3作为倒钙钛矿结构的性能比较
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-21 DOI: 10.47836/pjst.31.5.22
Subathra Muniandy, M. I. Idris, Zul Atfyi Fauzan Mohammed Napiah, Zarina Baharudin Zamani, Marzaini Rashid, Luke Bradley
Perovskite solar cells (PSCs) are solar cells that have intriguing characteristics such as environmental friendliness and the capability for high power conversion efficiency, which have attracted study from both scientific investigation and analytical standpoints. However, lead toxicity has become a significant barrier to the widespread use of PSCs. Due to the serious environmental implications of lead, an environmentally compatible perovskite is required. Tin-based perovskite has a considerable impact, showing that it is a good hole extraction material with good mobility and low effective mass. In this study, we explore the impacts of perovskite and hole transporting layer (HTL) thickness, and intensity of light limitations, in inverted PSCs based on the structure of FTO/NiO/MAPbI3 /ZnO/Ag and FTO/NiO/MASnI3 /ZnO/Ag incorporating GPVDM (General-purpose Photovoltaic Device Model) to evaluate if MASnI3 is a viable substitute to MAPbI3. From the simulation results, the optimized parameters obtained for PCSs under 1 sun incorporating MASnI3 were 27.97%, 0.88 a.u., 0.92 V, and 34.45 mA/cm2. Instead, the optimized parameters obtained for PCSs incorporating MAPbI3 were 24.94%, 0.88 a.u., 0.90 V, and 31.03 mA/cm2. The thickness of the film of both PSC architectures was optimized to provide the best suitable result. The findings show that MASnI3 is employed as a promising perovskite layer in PSCs instead of MAPbI3.
钙钛矿太阳能电池(PSCs)是一种具有环境友好和高功率转换效率等特点的太阳能电池,从科学研究和分析的角度都引起了人们的关注。然而,铅毒性已成为PSCs广泛使用的一个重要障碍。由于铅对环境的严重影响,需要一种环境相容的钙钛矿。锡基钙钛矿具有相当大的影响,表明其迁移率好,有效质量低,是一种良好的孔提取材料。在这项研究中,我们探讨了钙钛矿和空穴传输层(HTL)厚度以及光强限制对基于FTO/NiO/MAPbI3 /ZnO/Ag和FTO/NiO/MASnI3 /ZnO/Ag结构的倒置PSCs的影响,并结合GPVDM(通用光伏器件模型)来评估MASnI3是否可以替代MAPbI3。模拟结果表明,在1个太阳下,含MASnI3的PCSs的优化参数分别为27.97%、0.88 a.u、0.92 V和34.45 mA/cm2。与此相反,添加MAPbI3的PCSs的优化参数为24.94%,0.88 a.u, 0.90 V和31.03 mA/cm2。对两种PSC结构的薄膜厚度进行了优化,以获得最合适的结果。研究结果表明,MASnI3可以代替MAPbI3作为一种有前途的钙钛矿层。
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引用次数: 0
Effects of UV Irradation on Electrospun PLLA and PAN in the Production of Short Electropun Fibres Using Ultrasonication Method 超声波法生产电纺短纤维时紫外辐照对聚乳酸和聚丙烯腈的影响
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-21 DOI: 10.47836/pjst.31.5.21
M. Sawawi, Cheryl Rinnai Raja, Shirley Jonathan Tanjung, S. Hamdan, S. K. Sahari, R. Sapawi, E. Junaidi, Mahshuri Yusof, N. H. Noor Mohamed
This work showed that exposure of ductile electrospun polymers, namely poly-L-Lactide acid (PLLA) and polyacrylonitrile (PAN) to UV-Ozone, leads to the embrittlement of fibres. Young’s modulus for PLLA and PAN increased by 39% and 78%, respectively. Meanwhile, the ductility was reduced by 23% for PLLA and 40% for PAN. The SEM images show that the UV irradiation resulted in a surface pitted of PLLA and no changes in PAN surface morphology. The ATR-FTIR results indicate that this treatment did not change the chemical structure of the electrospun PLLA and PAN fibres. The as-spun polymers that failed to be scission directly using ultrasonication can now be fragmented into micron-length short fibres after the UV irradiation treatment. The minimum time to produce the short fibres is 18 mins for PAN and 29 mins for PLLA. It indicates ultrasonication is suitable for producing short electrospun fibres, even for ductile materials.
这项工作表明,将韧性电纺丝聚合物,即聚l -乳酸(PLLA)和聚丙烯腈(PAN)暴露于uv -臭氧中,会导致纤维脆化。PLLA和PAN的杨氏模量分别提高了39%和78%。同时,pla的延展性降低23%,PAN的延展性降低40%。扫描电镜(SEM)结果表明,紫外辐照后,聚乳酸表面出现凹坑,PAN表面形貌无明显变化。ATR-FTIR结果表明,该处理没有改变静电纺PLLA和PAN纤维的化学结构。用超声波直接切割失败的纺丝聚合物,经过紫外线照射处理后,现在可以破碎成微米长度的短纤维。PAN生产短纤维的最短时间为18分钟,PLLA生产短纤维的最短时间为29分钟。说明超声波法适用于生产短纤维,甚至是韧性材料。
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引用次数: 0
Analysis of Environmental Stresses on the Mechanical Properties of Laminated Glass Composites: A Review of Experimental Results and Outlook 环境应力对夹层玻璃复合材料力学性能的影响:实验结果综述与展望
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-21 DOI: 10.47836/pjst.31.5.15
Ufuoma Joseph Udi, Mustafasanie M. Yussof, F. N. Isa, L. C. Abdullah
Laminated glass composites are composed of two or more layers of glass and a thermoplastic elastomeric interlayer securely glued together in an autoclave at high temperature and pressure. This composite material which significantly enhances the performance of glass before and after breakage, is desirable for various engineering applications. The main elastomeric interlayer comprises Polyvinyl butyral (PVB), SentryGlas (SG), Ethylene-vinyl acetate (EVA), and Thermoplastic Polyethylene (TPU). These interlayer materials have different unique features which offer a variety of performance benefits for engineering purposes. However, the structural response of laminated glass composites' elements and polymeric interlayers is typically prone to structural modifications relative to temperature applications and other environmental actions such as humidity and solar irradiation. This review compares the weathering resistance of the most common interlayers used in laminated glass composites based on available experimental literature findings. The main mechanical and accelerated ageing tests of laminates with different interlayer materials are summarised, giving evidence of the impact of these environmental actions on the viscoelastic and mechanical properties of laminated glass composites plates. This research provides valuable references for predicting the long-term behaviour and risk evaluation of laminated glass composites under diverse ageing conditions.
夹层玻璃复合材料由两层或多层玻璃和热塑性弹性体中间层组成,在高温高压下在高压灭菌器中牢固粘合在一起。这种复合材料显著提高了玻璃破碎前后的性能,是各种工程应用的理想选择。主要的弹性体中间层包括聚乙烯醇丁醛(PVB)、sentryglass (SG)、乙烯-醋酸乙烯(EVA)和热塑性聚乙烯(TPU)。这些夹层材料具有不同的独特特性,为工程目的提供了各种性能优势。然而,夹层玻璃复合材料元件和聚合物夹层的结构响应通常容易受到温度应用和其他环境行为(如湿度和太阳辐照)的影响而发生结构变化。本文在现有实验文献的基础上,比较了夹层玻璃复合材料中最常见夹层的耐候性。总结了不同夹层材料层合板的主要力学和加速老化试验,给出了这些环境作用对夹层玻璃复合板粘弹性和力学性能的影响的证据。该研究为夹层玻璃复合材料在不同老化条件下的长期行为预测和风险评估提供了有价值的参考。
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引用次数: 0
Thermal Properties of Kenaf Fiber Reinforced Polyamide 6 Composites by Melt Processing 熔融法制备红麻纤维增强聚酰胺6复合材料的热性能
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-21 DOI: 10.47836/pjst.31.5.16
Norihan Abdullah, K. Abdan, Mohd Huzaifah Mohd Roslim, M. Radzuan, Lee Ching Hao, A. R. Shafi
In recent years, there has been much effort to find cost-effective ways to replace petroleum-based commodity plastics with biodegradable polymers with comparable thermal characteristics. The 5 wt.%, 10 wt.%, and 15 wt.% kenaf fiber were melted, and blended with polyamide-6 via a Brabender mixer, followed by compression molding. To evaluate the thermal properties of composites, thermogravimetric analysis (TGA), differential scanning calorimetry (DSC), and dynamic thermomechanical analysis (DMA) were conducted. According to the TGA results, increased kenaf fiber contents decreased the composite’s thermal stability. Neat PA6 matrix decomposed rapidly at 425°C, which was comparatively higher than PA6 composites. From the DSC analysis, the addition of natural fibers resulted in quantified changes in the glass transition temperature (Tg), melting temperature (Tm), and crystallization temperature (Tc) of the PA6 composites. According to the DMA, the storage modulus of neat PA6 was 1177 MPa and decreased to 1076 MPa for 5 wt% of kenaf fiber in PA6 composite. The Kenaf fiber/polyamide 6 composites appeared to have lower thermal stability than neat PA6. This study demonstrated that the kenaf fiber/polyamide 6 composites were successfully prepared, and a detailed thermal analysis was conducted. Improving the KF/PA6 composites can be further studied to increase thermal stability.
近年来,人们一直在努力寻找具有成本效益的方法,用具有可比热特性的可生物降解聚合物取代石油基商品塑料。将5 wt.%, 10 wt.%和15 wt.%的红麻纤维熔化,并通过Brabender混频器与聚酰胺-6混合,然后进行压缩成型。为了评价复合材料的热性能,进行了热重分析(TGA)、差示扫描量热法(DSC)和动态热力学分析(DMA)。热重分析结果表明,红麻纤维含量的增加降低了复合材料的热稳定性。整齐的PA6基体在425℃时分解迅速,比PA6复合材料分解速度要快。DSC分析表明,天然纤维的加入对PA6复合材料的玻璃化转变温度(Tg)、熔融温度(Tm)和结晶温度(Tc)产生了量化的影响。根据DMA,纯PA6的存储模量为1177 MPa,当红麻纤维在PA6复合材料中添加5 wt%时,其存储模量降至1076 MPa。红麻纤维/聚酰胺6复合材料的热稳定性明显低于纯PA6。本研究成功制备了红麻纤维/聚酰胺6复合材料,并对其进行了详细的热分析。改进KF/PA6复合材料可以进一步研究以提高热稳定性。
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引用次数: 0
A Study on Bio-Stabilisation of Sub-Standard Soil by Indigenous Soil Urease-Producing Bacteria 原生土壤产脂菌对不达标土壤的生物稳定研究
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-21 DOI: 10.47836/pjst.31.5.18
A. Aliyu, Muskhazli Mustafa, Nor Azwady Abd Aziz, N. S. Hadi
Sub-standard soils are of great concern worldwide due to diverse economic losses and the possibility of severe environmental hazards ranging from catastrophic landslides, building collapse, and erosion to loss of lives and properties. This study explored the potential of urease-producing bacteria, Bacillus cereus and Bacillus paramycoides, to stabilise sub-standard soil bio-stabilisation. The maximum urease activity measured by B. cereus and B. paramycoides was 665 U/mL and 620 U/mL, respectively. B. cereus and B. paramycoides precipitated 943 ± 57 mg/L and 793 ± 51 mg/L of CaCO3 at an optical density (425 nm) of 1.01 and 1.09 and pH 8.83 and 8.59, respectively, after 96 hours of incubation. SEM microstructural analysis of the precipitated CaCO3 revealed crystals of various sizes (2.0–23.0 µm) with different morphologies. XRD analysis confirmed that the precipitated CaCO3 comprised calcite and aragonite crystals. SEM analysis of the microstructure of organic and sandy clay soils treated with B. cereus and B. paramycoides showed the formation of bio-precipitated calcium carbonate deposits on the soil particles (biocementing soil grains), with B. cereus precipitating more CaCO3 crystals with a better biocementing effect compared to B. paramycoides. Overall, the experimental results attributed CaCO3 formation to bacterial-associated processes, suggesting that soil ureolytic bacteria are potentially useful to stabilise sub-standard soil.
由于各种各样的经济损失和可能造成的严重环境危害,从灾难性的滑坡、建筑物倒塌、侵蚀到生命和财产损失,不合标准的土壤在世界范围内受到极大关注。本研究探索了产脲酶细菌蜡样芽孢杆菌和副芽孢杆菌稳定不合标准土壤生物稳定性的潜力。蜡样芽孢杆菌和副棒状芽孢杆菌测得的最大脲酶活性分别为665 U/mL和620 U/mL。在光密度(425 nm)为1.01和1.09,pH为8.83和8.59的条件下,蜡样芽孢杆菌和副芽孢杆菌孵卵96 h, CaCO3析出量分别为943±57 mg/L和793±51 mg/L。对CaCO3析出物的SEM微观结构分析显示,CaCO3析出物具有不同尺寸(2.0 ~ 23.0µm)和不同形貌的晶体。XRD分析证实沉淀的CaCO3由方解石和文石晶体组成。对蜡样芽孢杆菌和副棒状芽孢杆菌处理的有机和砂质粘土微观结构的SEM分析表明,蜡样芽孢杆菌在土壤颗粒上形成生物沉淀碳酸钙沉积(生物胶结土壤颗粒),蜡样芽孢杆菌沉淀的CaCO3晶体比副棒状芽孢杆菌更多,生物胶结效果更好。总的来说,实验结果将CaCO3的形成归因于细菌相关的过程,这表明土壤溶尿细菌对稳定不合格土壤有潜在的作用。
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引用次数: 0
Estimating Disability-Free Life Expectancy of Malaysian Population Using the Sullivan's Approach 用沙利文方法估计马来西亚人口的无残疾预期寿命
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-21 DOI: 10.47836/pjst.31.5.20
Khairunnisa Mokhtar, S. N. Shair, N. M. Md Lazam
As we age, the chances of becoming disabled tend to increase due to an accumulation of health risks from a lifetime of illness, injury, and disability. This research examines the increasing life expectancy of the Malaysian population in relation to their disability status from 2015 to 2019. Disability-free life expectancy (DFLE) was computed using the Sullivan's approach; subsequently, compression or expansion of disability over the two observation years, 2015 and 2019, were analysed. Malaysian disability prevalence rates by age groups for 2015 and 2019 were used to execute this research. In addition, the respective mortality rates by age were gathered from the Department of Statistics of Malaysia. Results showed that, as life expectancy increases, the number of years lived without a disability would rise significantly while the anticipated number of years with a disability will be concurrently declining, suggesting evidence of disability compression. It was also observed that the median age at which the number of years spent with a disability higher than without a disability was 55 in 2015, then delayed to 67.5 in 2019. This study informs medical practitioners and health policymakers about the average lifespan of Malaysians without disabilities, which can indicate the population's general health status.
随着年龄的增长,由于一生的疾病、伤害和残疾所带来的健康风险的积累,残疾的机会往往会增加。本研究调查了2015年至2019年马来西亚人口预期寿命与残疾状况之间的关系。使用Sullivan's方法计算无残疾预期寿命(DFLE);随后,分析了2015年和2019年两个观察年的残疾压缩或扩大情况。2015年和2019年马来西亚按年龄组的残疾患病率用于执行这项研究。此外,按年龄分列的死亡率数据来自马来西亚统计局。结果表明,随着预期寿命的增加,无残疾的生活年数将显著增加,而预期的残疾年数将同时下降,这表明残疾压缩的证据。报告还指出,2015年,残疾年龄高于无残疾年龄的中位数为55岁,2019年推迟至67.5岁。这项研究向医生和卫生政策制定者通报了马来西亚无残疾人士的平均寿命,这可以表明人口的一般健康状况。
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引用次数: 0
Image Retrieval Using Fusion of Sauvola and Thepade’s Sorted Block Truncation Coding-Based Color Features 基于Sauvola和thepage分块截断编码的颜色特征融合图像检索
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-13 DOI: 10.47836/pjst.31.5.06
Jaya H. Dewan, Sudeep D. Thepade
Because of the tremendous growth in digital imaging, enhanced communication and storage technology, billions of images are captured, stored, and exchanged daily. Finding and searching for an image in a large collection is becoming challenging. The query by reference image retrieval (IR) technique aims to close the semantic gap between the query and retrieve images while improving performance. The primary goal of the work proposed here is to develop discriminative and descriptive features of the image with the minimum possible size. Here, the weighted feature fusion-based IR technique is proposed using Sauvola local thresholding (SLT) and Thepade’s Sorted Block Truncation Coding (SBTC) methods. The proposed technique is tested using two standard datasets with mean square error (MSE) as a distance measure and average retrieval accuracy (ARA) as a performance metric. The technique has contributed to the enhancement of ARA with the small and fixed-size image feature vector. The feature vector generated is much smaller than the image dimension and is used as a feature vector to represent the image for retrieval. Results prove that the proposed technique of SBTC 8-ary with 0.1 weight and SLT with 0.9 weight feature fusion gives better ARA than other techniques studied.
由于数字成像、通信和存储技术的巨大发展,每天都有数十亿张图像被捕获、存储和交换。在一个大的集合中寻找和搜索图像变得越来越具有挑战性。参考图像检索(IR)技术旨在缩小查询和检索图像之间的语义差距,同时提高性能。这里提出的工作的主要目标是开发具有最小可能尺寸的图像的判别和描述性特征。本文采用Sauvola局部阈值分割(SLT)和Thepade分块截断编码(SBTC)方法,提出了基于加权特征融合的红外技术。采用均方误差(MSE)作为距离度量,平均检索精度(ARA)作为性能度量,使用两个标准数据集对所提出的技术进行了测试。该技术有助于利用小而固定大小的图像特征向量增强ARA。生成的特征向量比图像的尺寸小得多,作为特征向量表示图像进行检索。结果表明,采用0.1权值的SBTC - 8-ary与0.9权值的SLT特征融合技术可以获得较好的ARA效果。
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引用次数: 0
Utilization of Water Hyacinth and Spent Coffee Ground as Raw Materials to Produce Bio-Compost 水葫芦和废咖啡渣作为原料生产生物堆肥的研究
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-13 DOI: 10.47836/pjst.31.5.12
Thanakorn Saengsanga, Napat Noinumsai
The study aims to utilize water hyacinth and spent coffee grounds (SGC) as raw materials to produce bio-compost and its effects on rice growth. Four different bio-compost formulations were produced. The water hyacinth (6 kg) and dried cow manure (2 kg) were thoroughly mixed and added with SGC+EM (Trial 1), SGC+water (Trial 2), EM (Trial 3), and water (Trial 4). At the end of fermentation, the 3 types of macronutrients (N, P, and K) were determined. Germination percentage and growth in response to this bio-compost were also assessed. The results found that the bio-compost consisted of N, P, and K, ranging from 311–350, 154–197, and 23–25 mg/100 g, respectively. All bio-composts had a favorable effect on the germination percentage, root and shoot lengths, and vigor index of rice seedlings in the seed germination assay. Trial 2 gave the highest root and shoot lengths of 7.32 and 4.35 cm, respectively, and the greatest value of 1051 of the vigor index. At 45 DAS, the results revealed that all trials of bio-compost had a beneficial influence on the development of rice seedlings by increasing root and shoot lengths and fresh and dried weights of rice seedlings, especially Trial 2, which consisted of SGC when compared to the controls. In this phenomenon, the presence of SGC at low concentrations could encourage rice growth.
该研究旨在利用水葫芦和废咖啡渣(SGC)为原料生产生物堆肥,并研究其对水稻生长的影响。生产了四种不同的生物堆肥配方。将水葫芦(6 kg)和干牛粪(2 kg)充分混合,分别添加SGC+EM(试验1)、SGC+水(试验2)、EM(试验3)和水(试验4)。发酵结束时,测定3种常量营养元素(N、P、K)。并对其发芽率和生长情况进行了评价。结果表明,生物堆肥中N、P、K的含量分别为311 ~ 350、154 ~ 197和23 ~ 25 mg/100 g。在种子萌发试验中,所有生物堆肥对水稻幼苗发芽率、根冠长和活力指数均有较好的影响。试验2的根长和茎长最高,分别为7.32和4.35 cm,活力指数最高,为1051。在45 DAS时,结果表明,与对照相比,所有生物堆肥试验都通过增加水稻幼苗的根和茎长以及鲜重和干重对水稻幼苗的发育产生了有益的影响,特别是试验2(由SGC组成)。在这种现象下,低浓度的SGC可以促进水稻生长。
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引用次数: 0
Super-Resolution Approach to Enhance Bone Marrow Trephine Image in the Classification of Classical Myeloproliferative Neoplasms 经典骨髓增殖性肿瘤的超分辨率增强骨髓Trephine图像分类
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-07-13 DOI: 10.47836/pjst.31.5.02
Umi Kalsom Mohamad Yusof, S. Mashohor, M. Hanafi, S. Md Noor, Norsafina Zainal
Many diseases require histopathology images to characterise biological components or study cell and tissue architectures. The histopathology images are also essential in supporting disease classification, including myeloproliferative neoplasms (MPN). Despite significant developments to improve the diagnostic tools, morphological assessment from histopathology images obtained by bone marrow trephine (BMT) remains crucial to confirm MPN subtypes. However, the assessment outcome is challenging due to subjective characteristics that are hard to replicate due to its inter-observer variability. Apart from that, image processing may reduce the quality of the BMT images and affect the diagnosis result. This study has developed a classification system for classical MPN subtypes: polycythemia vera (PV), essential thrombocythemia (ET), and primary myelofibrosis (MF). It was done by reconstructing low-resolution images of BMT using a super-resolution approach to address the issue. Identified low-resolution images from calculating Laplacian variance were reconstructed using a super-resolution convolution neural network (SRCNN) to transform into rich information of high-resolution images. Original BMT images and reconstructed BMT images using the SRCNN dataset were fed into a CNN classifier, and the classifier’s output for both datasets was compared accordingly. Based on the result, the dataset consisting of the reconstructed images showed better output with 92% accuracy, while the control images gave 88% accuracy. In conclusion, the high quality of histopathology images substantially impacts disease process classification, and the reconstruction of low-resolution images has improved the classification output.
许多疾病需要组织病理学图像来表征生物成分或研究细胞和组织结构。组织病理学图像在支持疾病分类中也是必不可少的,包括骨髓增生性肿瘤(MPN)。尽管在改进诊断工具方面取得了重大进展,但骨髓穿刺术(BMT)获得的组织病理学图像的形态学评估仍然是确认MPN亚型的关键。然而,由于其观察者之间的可变性,主观特征难以复制,因此评估结果具有挑战性。此外,图像处理可能会降低BMT图像的质量,影响诊断结果。本研究建立了典型MPN亚型的分类系统:真性红细胞增多症(PV)、原发性血小板增多症(ET)和原发性骨髓纤维化(MF)。利用超分辨率方法重建BMT的低分辨率图像来解决这一问题。利用超分辨率卷积神经网络(SRCNN)对拉普拉斯方差识别出的低分辨率图像进行重构,转化为信息丰富的高分辨率图像。将SRCNN数据集的原始BMT图像和重建BMT图像输入到CNN分类器中,并对两个数据集的分类器输出进行相应的比较。结果表明,由重建图像组成的数据集显示出更好的输出,准确率为92%,而对照图像的准确率为88%。总之,组织病理学图像的高质量对疾病过程分类有很大的影响,低分辨率图像的重建提高了分类输出。
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引用次数: 0
期刊
Pertanika Journal of Science and Technology
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