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RECENT DEVELOPMENTS IN SOFT COMPUTING BASED TECHNIQUES FOR FEATURE SELECTION AND DISEASE CLASSIFICATION 基于软计算的特征选择和疾病分类技术的最新进展
IF 0.2 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-05-26 DOI: 10.55766/sujst-2023-02-e01872
Naiyar Iqbal, P. Kumar
Computational prediction of diseases is vital in medical research that contributes to computer-aided diagnostics and helps doctors and medical practitioners in critical decision-making for various diseases such as bacterial and viral kinds of disease, including COVID-19 of the current pandemic situation. Feature selection techniques function as a preprocessing phase for classification and prediction algorithms. For disease prediction, these features may be the patient’s clinical profiles or genomic features such as gene expression profiles from microarray and read counts from RNA-Seq. The performance of a classifier depends primarily on the selected features. In addition, genomic features are too large in numbers, resulting in the curse of dimensionality problem. In the last few years, several feature selection algorithms have been developed to overcome the existing problems to get rid of eliminating chronic diseases, such as various cancers, Zika virus, Ebola virus, and the COVID-19 pandemic. In this review article, we systematically associate soft computing-based approaches for feature selection and disease prediction by applying three data types: patients’ clinical profiles, microarray gene expression profiles, and RNA-Seq sample profiles. According to related work, when the discussion took place, the percentage of medical data types highlighted through pictorial representation and the respective ratio of percentages mentioned were 52%, 27%, 9% and 12% for clinical symptoms, gene expression, MRI-Image and other data types such as signal or text-based utilized, respectively. We also highlight the significant challenges and future directions in this research domain.  
疾病的计算预测在医学研究中至关重要,有助于计算机辅助诊断,并帮助医生和医疗从业者对各种疾病(如细菌和病毒性疾病,包括当前大流行的COVID-19)进行关键决策。特征选择技术是分类和预测算法的预处理阶段。对于疾病预测,这些特征可能是患者的临床特征或基因组特征,例如来自微阵列的基因表达谱和来自RNA-Seq的读取计数。分类器的性能主要取决于所选择的特征。另外,基因组特征数量过多,导致了维数问题的困扰。在过去的几年里,已经开发了几种特征选择算法来克服现有的问题,以摆脱消除慢性疾病,如各种癌症,寨卡病毒,埃博拉病毒和COVID-19大流行。在这篇综述文章中,我们通过应用三种数据类型系统地将基于软计算的方法用于特征选择和疾病预测:患者临床资料、微阵列基因表达谱和RNA-Seq样本谱。根据相关工作,在讨论进行时,临床症状、基因表达、MRI-Image以及基于信号或文本的其他数据类型的利用,通过图形表示突出显示的医疗数据类型百分比和提及的百分比分别为52%、27%、9%和12%。我们还强调了该研究领域的重大挑战和未来方向。
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引用次数: 0
DISCHARGE DUTY CYCLES EFFECTS OF 20 KHZ AIR ATMOSPHERIC PRESSURE PLASMA JET ON METHYLENE BLUE SOLUTION DEGRADATION 20khz空气常压等离子体射流放电占空比对亚甲基蓝溶液降解的影响
IF 0.2 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-05-26 DOI: 10.55766/sujst-2023-02-e01585
P. Porjai, C. Wattanawikkam, Atipong Bootchanont, Naris Barnthip, S. Pavasupree, Pinit Jitjing, D. Boonyawan, Keandtisak Kachayut
The degradation of methylene blue (MB) using air atmospheric pressure plasma jet (air APPJ) in contact with liquid was proposed. In this study, an AC-driven air APPJ using three discharge duty cycles (30%, 50%, and 80%) of a neon transformer was investigated. In each discharge duty cycle, the ignition and extinguishment phases were characterized. The constituent particles of the air APPJ in the gas phase were observed by an optical emission spectrophotometer (OES). The OES results of all discharge duty cycles found the NO (A-X) bands, •OH radical, N2 second positive system, N2 first negative system, N+, N, and O. The emission spectra produced by the discharge duty cycle of 80% were the highest relative intensity. The effects of the different discharge duty cycles on the acidity and conductivity of water with and without MB were also determined. The complete dye degradation within 30 min was obtained in the discharge duty cycle 80%, which played an essential role in carrying reactive species from the gas phase to the liquid phase, thus promoting the degradation of MB. The best reaction kinetic rate k is 0.1692 min-1, which is six times compared to discharge duty cycle 50%.
提出了空气常压等离子体射流(air APPJ)与液体接触降解亚甲基蓝(MB)的方法。在本研究中,研究了采用霓虹灯变压器三个放电占空比(30%,50%和80%)的交流驱动空气APPJ。在每个放电占空比中,对点火和熄灭阶段进行了表征。用光学发射分光光度计(OES)对空气中APPJ的气相组成粒子进行了观测。各放电占空比的OES结果发现NO (A-X)波段、•OH自由基、N2第二正体系、N2第一负体系、N+、N和o。放电占空比为80%时产生的发射光谱相对强度最高。测定了不同放电占空比对含和不含MB水的酸度和电导率的影响。在80%的放电占空比下,染料在30 min内完全降解,这对将活性物质从气相转移到液相起到了至关重要的作用,从而促进了MB的降解。最佳反应动力学速率k为0.1692 min-1,是50%的放电占空比的6倍。
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引用次数: 0
PERFORMANCE EVALUATION OF SA-LA ROUTING PROTOCOL FOR WSN INTEGRATED IOT WSN集成物联网的sa-la路由协议性能评估
IF 0.2 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-05-26 DOI: 10.55766/sujst-2023-02-e01875
Chettan Rajan Dongarsane, Mahesh Kumar, S. Sankpal
WSN is considered one of the prominent technology due to the different kinds of operations they are involved in. Secured and energy-efficient data routing is very important in the WSN framework. The main aim of this research is to evaluate the performance of a secured and energy-efficient routing protocol named Self Adaptive-Lion Algorithm (SA-LA) in WSN, as well as in WSN assisted IoT framework. This protocol is evaluated by means of different parameters like residual energy, delay, network lifetime, Node Trust Factor (NTF), Interference factor (IF), throughput and security risk probability. Achieved improved outcomes as network lifetime rose up to 14% also risk probability decreased marginally through 18% compared to previous methods.
无线传感器网络由于涉及不同类型的操作而被认为是一种突出的技术。在无线传感器网络框架中,安全高效的数据路由是非常重要的。本研究的主要目的是评估一种名为自适应狮子算法(SA-LA)的安全节能路由协议在WSN以及WSN辅助物联网框架中的性能。该协议通过剩余能量、延迟、网络生存期、节点信任系数(NTF)、干扰系数(IF)、吞吐量和安全风险概率等参数进行评估。与以前的方法相比,网络寿命提高了14%,风险概率也略微降低了18%。
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引用次数: 0
EVOLUTIONARY POLYNOMIAL REGRESSION FOR PREDICTING THE UNCONFINED COMPRESSIVE STRENGTH OF LIME-STABILIZED 演化多项式回归预测石灰稳定土无侧限抗压强度
IF 0.2 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-05-26 DOI: 10.55766/sujst-2023-02-e01865
Rufaizal Che Mamat, A. Ramli
Peat has a lack of strength, making it unsuitable for foundations or road construction. The results of 104 unconfined compressive strength (UCS) on peat stabilized with various lime percentages are presented in this article. The strength performance of peat soils stabilized with lime in soaked and unsoaked conditions was also evaluated. Evolutionary Polynomial Regression (EPR) models are constructed to predict the UCS values using the data obtained from the tests. After evaluating the various functions, the EPR model with a hyperbolic tangent function is the best model for predicting the UCS. The proposed EPR models may benefit practitioners when determining the optimal amount of stabilizers to utilize in soft-ground improvement projects. In this section, we show and expand on applying the suggested models to the design of soft ground mixing. Additionally, by applying the created relationships to a new instance, the comprehensiveness of the established relationships is shown, as is the practicality of the suggested relationships for usage during the preliminary design stage. The findings of this study have important implications for estimating the quantity of lime required in ground peat improvement work.
泥炭缺乏强度,不适合做地基或筑路。本文介绍了不同石灰掺量稳定泥炭的104无侧限抗压强度试验结果。对石灰稳定泥炭土在浸水和未浸水条件下的强度性能进行了评价。构建进化多项式回归(EPR)模型,利用从试验中获得的数据来预测UCS值。经过对各种函数的评价,具有双曲正切函数的EPR模型是预测UCS的最佳模型。建议的EPR模型在确定软土地基改善项目中使用的稳定剂的最佳数量时,可能对从业人员有益。在本节中,我们将展示并扩展将建议的模型应用于软土地基混合设计。此外,通过将创建的关系应用于新实例,可以显示已建立关系的全面性,以及在初步设计阶段使用的建议关系的实用性。这项研究的结果对估计改善泥炭工程所需石灰的数量具有重要意义。
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引用次数: 0
THE THIRD CRITICAL FIELD (HC3) OF SINGLE-CRYSTALLINE K0.73Fe1.68Se2 BY GINZBURG-LANDAU APPROACH 用金兹堡-朗道法测定单晶K0.73Fe1.68Se2的第三临界场
IF 0.2 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-04-29 DOI: 10.55766/sujst-2023-02-e01605
A. Changjan, A. Maksuwan, P. Pramuanl, S. Meakniti, P. Udomsamuthirun
In this paper, two-band Ginzburg-Landau (GL) equations for magnetic superconductors were solved analytically to determine the temperature dependence of surface critical magnetic field (Hc3). By variation method analytically from 1st GL equations and modified to the Changjan & Udomsamuthirun’s temperature dependence model. We found that, our model could find a good agreement with the experimental data of single-crystalline K0.73Fe1.68Se2 superconductors vicinity the critical temperature scenery and the ratio Hc3/Hc2 (where Hc2 is the upper critical field of single-crystalline K0.73Fe1.68Se2) indicated powerful temperature dependence.
本文对磁性超导体的两波段Ginzburg-Landau (GL)方程进行了解析求解,以确定表面临界磁场(Hc3)的温度依赖性。用变分法分析了第一GL方程,并对Changjan & Udomsamuthirun的温度依赖模型进行了修正。我们发现,我们的模型可以很好地与K0.73Fe1.68Se2单晶超导体的实验数据吻合,并且Hc3/Hc2(其中Hc2为单晶K0.73Fe1.68Se2的上临界场)具有很强的温度依赖性。
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引用次数: 0
THE INFLUENCE OF SILICON ELEMENT-ADDED DLC FILM ON Ti-6Al-4V 添加硅元素的DLC膜对Ti-6Al-4V的影响
IF 0.2 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-04-29 DOI: 10.55766/sujst-2023-02-e01607
N. Moolsradoo, S. Watanabe
Silicon added diamond-like carbon films fabricated from C2H2:TMS mixture were used to study the influence of silicon content on the deposition and tribological properties of films prepared on Ti-6Al-4V substrate by using plasma-based ion implantation (PBII). The structure of the film was analyzed by Raman spectroscopy. Hardness and elastic modulus of the film were measured by nano-indentation hardness tester. Tribological propertiesof the film were performed by using ball-on-disk friction tester. The results indicate that with the increasing silicon content in the pure DLC film, the friction coefficient increases. The hardness and elastic modulus of Si-DLC film can increase to a value of up to 31.1 GPa and 200.1 GPa with a silicon content of 13.1 at.%. This is because the greater C content. The Si-DLC films with Si content of 13.1 at.% (C:Si/1:2) and 14.3 at.% (C:Si/1:6) shows a low friction coefficient of 0.2, which is considerable improvement in the tribological properties. This is due to the high hardness and elastic modulus.
采用等离子体离子注入技术(PBII)在Ti-6Al-4V衬底上制备了添加硅的类金刚石薄膜,研究了硅含量对薄膜沉积和摩擦学性能的影响。用拉曼光谱分析了膜的结构。采用纳米压痕硬度计测定薄膜的硬度和弹性模量。采用球盘式摩擦试验机对膜的摩擦学性能进行了测试。结果表明:随着纯DLC膜中硅含量的增加,摩擦系数增大;当硅含量为13.1%时,Si-DLC薄膜的硬度和弹性模量分别可达31.1 GPa和200.1 GPa。这是因为C含量更高。Si含量为13.1 at的Si- dlc薄膜。% (C:Si/1:2)和14.3 at。% (C:Si/1:6)的摩擦系数较低,为0.2,摩擦学性能有较大改善。这是由于高硬度和弹性模量。
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引用次数: 0
MODIFICATION OF GLAZE FOR LUMINESCENCE ART 发光艺术用釉料的改性
IF 0.2 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-04-28 DOI: 10.55766/sujst-2023-02-e01615
Y. Ruangtaweep, Suebpong Powthai, N. Jarucha, M. Horprathum, R. Rajaramakrishna, J. Kaewkhao
In this work, the glazed ceramic doped with Ho3+ ions were introduced to understand luminescence artwork. The glaze samples were seperated to three conditions consist of raw glaze material (GR), glaze mixing with Ho2O3 before melting (GHo), and glaze mixing with Ho2O3 after melting (GHoM). The samples were analyzed by X-ray fluorescence (XRF), X-ray diffractometry (XRD), scanning electron microscopy (SEM), optical and luminescence spectral properties. The absorption spectra in the visible and near-infrared region were being identified at 361, 419, 453, 486, 539, 646, 900, 1,157, and 1,963 nm. For luminescence spectra, the result showed a strong emission peak at 543 nm via 5F4-5I8 transition of Ho3+ under excitation at 398 nm. Moreover, the SEM images revealed homogeneous dispersion of glazed sample with Ho3+ ions. The glazed ceramic containing Ho3+ ions can be considered as luminescence artwork for ceramic materials.
本研究引入掺杂Ho3+离子的釉面陶瓷来理解发光工艺。将釉料样品分为原釉料(GR)、熔前釉料与Ho2O3混合(GHo)和熔后釉料与Ho2O3混合(GHoM)三种分离条件。采用x射线荧光(XRF)、x射线衍射(XRD)、扫描电镜(SEM)、光学光谱和发光光谱对样品进行了分析。在361、419、453、486、539、646、900、1157和1963 nm处分别确定了可见光和近红外吸收光谱。发光光谱结果表明,在398 nm激发下,Ho3+发生5F4-5I8跃迁,在543 nm处有一个强发射峰。此外,SEM图像显示釉面样品的Ho3+离子分散均匀。含Ho3+离子的釉面陶瓷可视为陶瓷材料的发光艺术品。
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引用次数: 0
STRUCTURAL AND MECHANICAL PROPERTIES OF TiAlN AND TiAlN GRADIENT FILMS DEPOSITED BY REACTIVE PULSED DC MAGNETRON SPUTTERING 反应性脉冲直流磁控溅射制备TiAlN和TiAlN梯度薄膜的结构和力学性能
IF 0.2 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-04-27 DOI: 10.55766/sujst-2023-02-e01594
K. Aiempanakit, Montri Aiempanakit, Jariyaporn Rukkun, Pimchanok Reakaukot, Witthawat Wongpisan, K. Waree
TiAlN and TiAlN gradient films were deposited on Si substrates by reactive pulsed DC magnetron sputtering. The crystal structure and morphology of TiAlN films were characterized via X-ray diffraction (XRD), and field emission scanning electron microscope (FE-SEM), respectively. Moreover, elemental composition, hardness, and adhesion of TiAlN films were analyzed by energy-dispersive X-ray spectroscopy (EDS), nanoindentation test, and scratch test, respectively. The TiAlN films and TiAlN gradient films showed columnar structure and cubic crystal structure with different orientation planes. The elemental mapping of TiAlN gradient films clearly demonstrated the TiAlN gradient films. TiAlN gradient films have slightly lower hardness compared to TiAlN films while adhesion of the films increases.
采用反应脉冲直流磁控溅射技术在Si衬底上沉积了TiAlN和TiAlN梯度薄膜。采用x射线衍射仪(XRD)和场发射扫描电镜(FE-SEM)对TiAlN薄膜的晶体结构和形貌进行了表征。通过能谱分析、纳米压痕测试和划痕测试,分别分析了TiAlN薄膜的元素组成、硬度和附着力。TiAlN膜和TiAlN梯度膜表现为不同取向面的柱状结构和立方晶体结构。TiAlN梯度膜的元素映射清楚地证明了TiAlN梯度膜的存在。TiAlN梯度膜的硬度略低于TiAlN膜,但膜的附着力增加。
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引用次数: 0
FABRICATION OF GRANULATED FOAM GLASSES FOR LIGHTWEIGHT CONCRETE APPLIED FOR THERMAL AND SOUND INSULATION 用于隔热隔音的轻质混凝土用颗粒泡沫玻璃的研制
IF 0.2 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-04-27 DOI: 10.55766/sujst-2023-02-e01606
P. Sooksaen, Pakpum Jaiya
Granulated foam glass aggregates were fabricated and applied as fillers in lightweight concrete. Soda lime silicate based glass was used as the main raw material in the foam glass process. Firing temperatures in the range of 820-850ºC were suitable for the foaming process. Granulation was processed using a rotary granulator and heated to expand in an electric rotary furnace. Foaming at 840ºC showed overall properties suitable for applying as a filler in lightweight concrete fabrication e.g. low density, high porosity, uniform of pore size. Foam glass granules processed at 840ºC were mixed with cement paste in the ratios of 5, 10, 15, and 20 vol% to study for bulk density, compressive strength, thermal conductivity, thermal resistivity and sound absorption. Overall, increasing foam glass content in concrete caused a decrease in bulk density, compressive strength and thermal conductivity coefficient. In contrast, thermal resistance and sound absorption coefficient of the foam glass filled lightweight concretes improved significantly.
制备了颗粒状泡沫玻璃骨料,并将其作为轻质混凝土的填料。采用钠钙硅酸盐基玻璃作为泡沫玻璃的主要原料。烧结温度在820 ~ 850℃范围内比较适宜。造粒使用旋转造粒机处理,并在电旋转炉中加热膨胀。在840℃下发泡显示出适合作为轻质混凝土制造填料的整体性能,例如低密度,高孔隙率,孔径均匀。在840℃下处理的泡沫玻璃颗粒与水泥浆按5、10、15、20 vol%的比例混合,研究其体积密度、抗压强度、导热系数、热阻率和吸声性能。总体而言,混凝土中泡沫玻璃含量的增加导致混凝土容重、抗压强度和导热系数的降低。泡沫玻璃填充轻量化混凝土的热阻和吸声系数明显提高。
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引用次数: 0
DESIGN AND DEVELOPMENT OF 3D ROTATIONAL BIOREACTOR FOR 3D CELL CULTURE 用于三维细胞培养的三维旋转生物反应器的设计与开发
IF 0.2 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-04-26 DOI: 10.55766/sujst-2023-02-e01601
C. Chamroon, K. Thunsiri, S. Kumphune, W. Wattanutchariya, K. Rattanamongkhonkun
Currently, cell and tissue culture are a key to success for regenerative medicine and the pharmaceutical industry for implementing new therapeutic concepts. Cell culture is a complex process in which cells are grown under controlled conditions. Three-dimensional (3D) scaffolds provide space for cell adhesion and growth in 3D structures. However, in 3D cell culture, the ability to supply nutrients and oxygen, and the simultaneous removal of waste products and metabolites are the limiting factors for cells survival, due to nutrient starvation and metabolite toxicity. Therefore, an in-house 3D rotational bioreactor, for 3D cell culture, was designed, fabricated, and developed based on a chitosan porous scaffold. The 3D rotational bioreactor provides a continuously moving culture medium led to high rates of mass transfer throughout the scaffolds. The rotation speed and duration are programable and provide a continuous free flow during the rotating period. The results demonstrated the potential of an in-house 3D rotational bioreactor for better nutrient supply and waste transfer systems outweighs the conventional cell culture technique.
目前,细胞和组织培养是再生医学和制药行业成功实施新治疗理念的关键。细胞培养是一个复杂的过程,其中细胞在受控条件下生长。三维支架在三维结构中为细胞粘附和生长提供了空间。然而,在3D细胞培养中,由于营养饥饿和代谢物毒性,提供营养和氧气的能力以及同时去除废物和代谢物的能力是细胞存活的限制因素。因此,基于壳聚糖多孔支架,设计、制造和开发了用于三维细胞培养的室内三维旋转生物反应器。3D旋转生物反应器提供连续移动的培养基,导致整个支架的高传质率。旋转速度和持续时间是可编程的,并在旋转期间提供连续的自由流动。结果表明,在更好的营养供应和废物转移系统方面,室内3D旋转生物反应器的潜力超过了传统的细胞培养技术。
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引用次数: 0
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Suranaree Journal of Science and Technology
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