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Modified Inverse NHE Distribution: Properties and Application 修正逆NHE分布:性质及应用
Pub Date : 2022-06-30 DOI: 10.3126/jist.v27i1.46695
A. Chaudhary, L. Sapkota, Vijay Kumar
We have defined a modified form of the inverse NHE distribution in this study. The suggested distribution's hazard function might be shaped like a constant or increasing. Some of the suggested distribution's statistical properties are all clearly derived. Maximum likelihood, Least squares, and Cramer-Von-Mises methods are applied to determine the novel distribution's parameters. For estimators, the asymptotic confidence intervals have been determined as well. The fit of the new distribution is evaluated using an actual data set. We've found that the suggested distribution has proven to be effective in modeling real data set.
在本研究中,我们定义了一种修正形式的NHE逆分布。建议的分布的危险函数可能是一个常数或递增的形状。所建议的分布的一些统计性质都是清楚地推导出来的。最大似然,最小二乘法和克莱默-冯-米塞斯方法被应用于确定新分布的参数。对于估计量,也确定了渐近置信区间。使用实际数据集评估新分布的拟合性。我们发现,建议的分布已被证明是有效的建模实际数据集。
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引用次数: 1
Attention based Recurrent Neural Network for Nepali Text Summarization 基于注意的递归神经网络尼泊尔语文本摘要
Pub Date : 2022-06-30 DOI: 10.3126/jist.v27i1.46709
Bipin Timalsina, N. Paudel, T. B. Shahi
Automatic text summarization has been a challenging topic in natural language processing (NLP) as it demands preserving important information while summarizing the large text into a summary. Extractive and abstractive text summarization are widely investigated approaches for text summarization. In extractive summarization, the important sentence from the large text is extracted and combined to create a summary whereas abstractive summarization creates a summary that is more focused on meaning, rather than content. Therefore, abstractive summarization gained more attention from researchers in the recent past. However, text summarization is still an untouched topic in the Nepali language. To this end, we proposed an abstractive text summarization for Nepali text. Here, we, first, create a Nepali text dataset by scraping Nepali news from the online news portals. Second, we design a deep learning-based text summarization model based on an encoder-decoder recurrent neural network with attention. More precisely, Long Short-Term Memory (LSTM) cells are used in the encoder and decoder layer. Third, we build nine different models by selecting various hyper-parameters such as the number of hidden layers and the number of nodes. Finally, we report the Recall-Oriented Understudy for Gisting Evaluation (ROUGE) score for each model to evaluate their performance. Among nine different models created by adjusting different numbers of layers and hidden states, the model with a single-layer encoder and 256 hidden states outperformed all other models with F-Score values of 15.74, 3.29, and 15.21 for ROUGE-1 ROUGE-2 and ROUGE-L, respectively.
自动文本摘要是自然语言处理(NLP)中的一个具有挑战性的课题,因为它要求在将大量文本汇总为摘要的同时保留重要信息。摘要抽取和抽象是目前被广泛研究的文本摘要方法。在抽象化的总结中,从大量的文本中提取出重要的句子并组合成一个总结,而抽象化的总结更注重意义,而不是内容。因此,近年来抽象总结越来越受到研究者的关注。然而,文本摘要在尼泊尔语中仍然是一个未触及的话题。为此,我们提出了尼泊尔语文本的抽象摘要。在这里,我们首先通过从在线新闻门户网站上抓取尼泊尔新闻来创建一个尼泊尔文文本数据集。其次,我们设计了一个基于深度学习的文本摘要模型,该模型基于带注意的编码器-解码器递归神经网络。更准确地说,长短期记忆(LSTM)单元用于编码器和解码器层。第三,我们通过选择不同的超参数(如隐藏层数和节点数)构建了9个不同的模型。最后,我们报告了每个模型的面向回忆的注册评价(ROUGE)分数,以评估它们的性能。在调整不同层数和隐藏状态创建的9个不同模型中,采用单层编码器和256个隐藏状态的模型在ROUGE-1 ROUGE-2和ROUGE-L的F-Score值分别为15.74、3.29和15.21,优于其他所有模型。
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引用次数: 0
Electronic, Thermodynamic Properties, Nonlinear Optical Responses, and Molecular Docking Studies on Cephalexin 头孢氨苄的电子、热力学性质、非线性光学响应和分子对接研究
Pub Date : 2022-06-30 DOI: 10.3126/jist.v27i1.46361
T. Chaudhary, B. Joshi
The topology analysis of electron localization function (ELF), localized orbital locator (LOL), the study of nonlinear optical properties, thermal properties, and biological activities of cephalexin have been performed using DFT/B3LYP and employing 6-311++G(d,p) basis sets. The Mulliken atomic charge on atoms has been calculated. The quantities describing nonlinear optical (NLO) properties like molecular polarizability (α), first hyperpolarizability (β), and second hyperpolarizability (γ) were comparable to the values of urea. The computed value of the second hyperpolarizability was found to be negative, which is an important feature for the system of controllable NLO devices. The thermodynamic properties like heat capacity (S), enthalpy (H), and entropy (S) are positively correlated with the temperature. Further, the title molecule shows good potentiality for binding with the selected target protein matrix metalloproteinase-2.
利用DFT/B3LYP,采用6-311++G(d,p)基集,对头孢氨嘧啶的电子定位函数(ELF)、定域轨道定位器(LOL)的拓扑结构进行了分析,并对头孢氨嘧啶的非线性光学性质、热性质和生物活性进行了研究。已经计算出了原子上的Mulliken原子电荷。描述非线性光学性质的量如分子极化率(α)、第一超极化率(β)和第二超极化率(γ)与尿素的值相当。第二次超极化率的计算值为负,这是可控NLO器件系统的一个重要特征。热容(S)、焓(H)和熵(S)等热力学性质与温度呈正相关。此外,标题分子显示出与选定的靶蛋白基质金属蛋白酶-2结合的良好潜力。
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引用次数: 1
An FPTAS for Quickest Multi-commodity Contraflow Problem with Asymmetric Transit Times 非对称运输时间下最快速多商品逆向流动问题的FPTAS
Pub Date : 2022-06-30 DOI: 10.3126/jist.v27i1.46666
S. Gupta, T. N. Dhamala
One of the challenges in operations research is to route numerous commodities from particular supply locations to the corresponding demand points across the lanes of a network infrastructure while maintaining capacity restrictions. The quickest multi-commodity flow problem would be one of those that reduces the time it takes to complete the process. Reorienting lanes toward demand sites can increase outbound lane capacity. The quickest multi-commodity contraflow problem is NP-hard computationally. We use a ∆-condensed time-expanded graph to propose an FPTAS for this problem by including the lane reversal technique. We look into asymmetric transit times on anti-parallel arcs to address the unequal road conditions and flow dependency.
运筹学的挑战之一是在保持容量限制的情况下,通过网络基础设施的通道将大量商品从特定的供应地点运送到相应的需求点。最快的多商品流问题将是那些减少完成该过程所需时间的问题之一。向需求站点重新定向车道可以增加出站车道的容量。最快的多商品流动问题在计算上是np困难的。我们使用一个∆浓缩的时间扩展图,通过包括车道反转技术来提出这个问题的FPTAS。我们研究了反平行弧线上的不对称过境时间,以解决不平等的道路条件和流量依赖性。
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引用次数: 0
Statistical Properties and Applications of Exponentiated Inverse Power Cauchy Distribution 指数逆幂柯西分布的统计性质及应用
Pub Date : 2022-06-30 DOI: 10.3126/jist.v27i1.46685
L. Sapkota
In this article, we have introduced the new distribution named exponentiated inverse power Cauchy distribution, which presents more flexibility in modeling a real lifetime dataset. The proposed distribution is analytically appealing and easy to work with and can be used efficiently to analyze the real data sets. Its probability density function can include various shapes according to the value of the parameters. Different explicit expressions for its quantile, survival, hazard and generating function, density function of the order statistics, cumulative hazard function, and failure rate function are provided. The model’s parameters are estimated by using the maximum likelihood estimation method, and we also obtained the observed information matrix. We have also constructed the asymptotic confidence intervals for the estimated parameters of the proposed distribution. We have illustrated the goodness-of-fit test and the application of the purposed distribution empirically through a real-life data set. All the computations are performed in R software (version 4.1.1). It is observed that the proposed distribution gets at least similar or a better fit than some selected distributions taken for comparison.
在本文中,我们介绍了一种新的分布,称为指数逆幂Cauchy分布,它在建模真实生命周期数据集时提供了更大的灵活性。所提出的分布在分析上具有吸引力,易于使用,并且可以有效地用于分析实际数据集。根据参数的取值,其概率密度函数可以包含各种形状。给出了其分位数、生存、危害和生成函数、阶统计量密度函数、累积危害函数和故障率函数的不同显式表达式。利用极大似然估计法对模型参数进行估计,并得到观测信息矩阵。我们还构造了所提出分布的估计参数的渐近置信区间。我们通过一个实际数据集实证地说明了拟合优度检验和目的分布的应用。所有计算均在R软件(版本4.1.1)中完成。可以观察到,所提出的分布至少与用于比较的某些选定分布相似或更好地拟合。
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引用次数: 1
On the Partition of Fast Escaping Sets of a Transcendental Entire Function 关于超越整函数的快速转义集的划分
Pub Date : 2022-06-30 DOI: 10.3126/jist.v27i1.46683
Bishnu H Subedi
For a transcendental entire function f, the set of form I ( f ) = {z ∈  : (z) → ∞  as n → ∞} is called an escaping set. The major open question in transcendental dynamics is the conjecture of Eremenko, which states that for any transcendental entire function f, the escaping set I ( f ) has no bounded component. This conjecture in a special case has been proved by defining the fast escaping set A ( f ), which consists of points that move to infinity as fast as possible. Very recent studies in the field of transcendental dynamics have concentrated on the partition of fast escaping sets into maximally and non-maximally fast escaping sets. It is well known that a fast escaping set has no bounded component, but in contrast, there are entire transcendental functions for which each maximally and non-maximally fast escaping set has uncountably many singleton components.
对于超越整函数f,形式为I (f) = {z∈:(z)→∞as n→∞}的集合称为转义集。先验动力学中主要的开放问题是Eremenko的猜想,该猜想指出,对于任何先验整个函数f,转义集I (f)没有有界分量。通过定义快速转义集a (f),在一个特殊情况下证明了这个猜想,它由尽可能快地移动到无穷远的点组成。最近在先验动力学领域的研究主要集中在快速转义集划分为最大和非最大快速转义集。众所周知,快速转义集没有有界组件,但相反,存在整个超越函数,其中每个最大和非最大快速转义集具有无数个单例组件。
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引用次数: 0
Sensing Characteristics of ZnO Nanoparticle Film towards Acetone 氧化锌纳米颗粒膜对丙酮的传感特性
Pub Date : 2022-06-30 DOI: 10.3126/jist.v27i1.40866
D. K. Chaudhary, Yogesh Singh Maharjan, Sharmila Pradhan Amatya, S. Shrestha, R. Parajuli, Pitamber Shrestha, Leela Pradhan Joshi
Over the past few decades, nanomaterials of metal oxide such as zinc oxide (ZnO) have been significantly researched for sensing various toxic gases like ethanol, acetone and ammonia.  The sensing performance of semiconducting materials depends primarily on their surface structure and the interaction behavior with target gas molecules. The surface quality of ZnO is highly influenced by deposition methods.  Although several ZnO surfaces have been rigorously studied for detecting gas leakages, it still possesses drawbacks such as high operating temperature, slow response and recovery times. Henceforth, this investigation was carried out to resolve these issues in the fabrication of future ZnO-based gas sensors. In this work, we report the major findings of the ZnO-based nanoparticle film gas sensor prepared by a doctor blade method to gain insight towards detecting various concentrations of acetone gas at different temperatures. The XRD and FTIR results confirmed the phase purity of ZnO. The results showed the highest response ratio of 25.697 0.012 at 285 oC with an exposure of 800 ppm of acetone along with the quick response and recovery times of 39 sec and 79 sec, respectively. This operating temperature was found to be lower than the reported value for a similar system than that prepared via different methods.
在过去的几十年里,人们对氧化锌等金属氧化物纳米材料进行了大量的研究,以检测乙醇、丙酮和氨等各种有毒气体。半导体材料的传感性能主要取决于其表面结构和与目标气体分子的相互作用行为。ZnO的表面质量受沉积方法的影响很大。虽然已经对几种ZnO表面进行了严格的气体泄漏检测研究,但它仍然存在工作温度高、响应速度慢和恢复时间短等缺点。因此,本研究旨在解决未来zno基气体传感器制造中的这些问题。在这项工作中,我们报告了用医生刀片方法制备的zno基纳米颗粒膜气体传感器的主要发现,以了解在不同温度下检测不同浓度的丙酮气体。XRD和FTIR结果证实了ZnO的相纯度。结果表明,当丙酮浓度为800 ppm时,285℃下的响应比为25.697 0.012,响应速度快,恢复时间为39秒,恢复时间为79秒。该操作温度被发现低于通过不同方法制备的类似系统的报告值。
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引用次数: 0
Ant Genus Tetraponera SMITH, 1852 In Nepal, with Two New Records and Keys to Workers (Formicidae: Psueudomyrmecinae) 蚂蚁属(Tetraponera SMITH), 1852年在尼泊尔,有两个新记录和工蚁的钥匙(蚁科:假甲螨科)
Pub Date : 2022-06-30 DOI: 10.3126/jist.v27i1.46661
I. Subedi, P. Budha, V. K. Thapa
Tetraponera Smith, 1852 is one of the least studied ant genera in Nepal, with only four known species. A taxonomic study was carried out on Nepalese Tetraponera collected mostly from forested habitats ranging in elevation from 98 to 1400 m above sea level using pitfall trapping, baiting, beating low vegetation and hand collecting. The study reports four species – Tetraponera aitkenii (Forel, 1902) and T. difficilis (Emery, 1900) of nigra group as the first record, and T. allaborans (Walker, 1859) of allaborans group, and T. rufonigra (Jerdon, 1851) of rufonigra group as new distribution records for Nepal bringing the total number of known species to six. Taxonomic as well as distribution notes for all four species recorded in this study, and a distribution map of all Nepalese species, are provided. An identification key for Nepalese Tetraponera workers is also presented.
1852年的Tetraponera Smith是尼泊尔研究最少的蚂蚁属之一,只有四个已知的物种。采用陷阱诱捕法、诱饵法、击打低植被法和人工采集法,对主要采自海拔98 ~ 1400 m的森林生境的尼泊尔四爪虫进行了分类研究。本研究报告了尼格拉组的aitkentetraponera (Forel, 1902)和T. difficilis (Emery, 1900) 4种,以及allaborans组的T. allaborans (Walker, 1859)和rufonigra组的T. rufonigra (Jerdon, 1851)为尼泊尔的新分布记录,使已知物种总数达到6种。提供了本研究记录的所有4种物种的分类和分布笔记,以及所有尼泊尔物种的分布图。此外,还提供了尼泊尔Tetraponera工人的识别密钥。
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引用次数: 1
Box Counting Fractal Dimension and Frequency Size Distributon of Earthquakes in the Central Himalaya Region 喜马拉雅中部地区地震的盒计数分形维数与频率大小分布
Pub Date : 2021-12-29 DOI: 10.3126/jist.v26i2.41664
Rambooshan Tiwari, H. Paudyal
To establish the relations between b-value and fractal dimension (D0) for the earthquake distribution, we study the regional variations of those parameters in the central Himalaya region. The earthquake catalog of 989 events (Mc = 4.0) from 1994.01.31 to 2020.10.28 was analyzed in the study. The study region is divided into two sub-regions (I) Region A: 27.3°N -30.3°N and 80°E -84.8°E (western Nepal and vicinity) and (II) Region B: 26.4°N -28.6°N and 84.8°E -88.4°E (eastern Nepal and vicinity). The b-value observed is within the range between 0.92 to 1.02 for region A and 0.64 to 0.74 for region B showing the homogeneous nature of the variation. The seismic a-value for those regions ranges respectively between 5.385 to 6.007 and 4.565 to 5.218. The low b-values and low seismicity noted for region B may be related with less heterogeneity and high strength in the crust. The high seismicity with average b-values obtained for region A may be related with high heterogeneity and low strength in the crust. The fractal dimension ≥1.74 for region A and ≥ 1.82 for region B indicate that the earthquakes were distributed over two-dimensional embedding space. The observed correlation between D0 and b is negative for western Nepal and positive for eastern Nepal while the correlation between D0 and a/b value is just opposite for the respective regions. The findings identify both regions as high-stress regions. The results coming from the study agree with the results of the preceding works and reveal information about the local disparity of stress and change in tectonic complexity in the central Himalaya region.
为了建立地震分布的b值与分形维数(D0)之间的关系,我们研究了喜马拉雅中部地区这些参数的区域变化。对1994.01.31 ~ 2020.10.28年989次地震(Mc = 4.0)的地震目录进行了分析。研究区分为两个子区(I) A区:27.3°N -30.3°N和80°E -84.8°E(尼泊尔西部及附近)和(II) B区:26.4°N -28.6°N和84.8°E -88.4°E(尼泊尔东部及附近)。A区观测到的B值在0.92 ~ 1.02之间,B区观测到的B值在0.64 ~ 0.74之间,显示了变化的均匀性。这些地区的地震a值分别为5.385 ~ 6.007和4.565 ~ 5.218。B区的低B值和低地震活动性可能与地壳的非均质性较小和强度高有关。A区的高地震活动性和平均b值可能与地壳的高非均质性和低强度有关。A区分形维数≥1.74,B区分形维数≥1.82,表明地震分布在二维嵌入空间上。观测到的D0与b之间的相关性在尼泊尔西部为负,在尼泊尔东部为正,而D0与a/b值之间的相关性在各自地区正好相反。研究结果将这两个区域确定为高压力区域。研究结果与前人的研究结果一致,揭示了喜马拉雅中部地区局部地应力差异和构造复杂性变化的信息。
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引用次数: 2
Eccentric and Concentric Motion Motion of Hamstring during the Leg Curl 腿弯曲时腿筋的偏心和同心运动
Pub Date : 2021-12-29 DOI: 10.3126/jist.v26i2.41546
S. Thapa, S. Basnet, R. Khanal
The force experienced by the hamstring during the leg curl has been numerically investigated using the conservation theorem. The center of the meniscus is assumed to be the pivot point along with the uniform distribution of forces in the frictionless environment. The variation of force experienced by the hamstring during the concentric motion of the leg curl has been derived and graphically illustrated. It is found that the force experienced by the hamstring increases with the increase in length of the lower leg and its weight as well. The magnitude of force decreases with the increase in distance from the pivot to insertion. However, the magnitude of force increases from about 3.60 to 4.79 kN in the practically valid region 3 to 4 cm distance from the pivot to insertion with the increase in weight of lower leg from 5 to 15 kg. On the other hand, the magnitude of force increases from about 3.75 to 9.80 kN with the increase in weight suspended on the machine from 10 to 40 kg. In addition, the force decreases with the increase in upper leg dimension, but it linearly increases with the increase in the angle of suspension.
用守恒定理对腿弯曲时腿筋所受的力进行了数值研究。假定半月板的中心为支点,在无摩擦环境中力均匀分布。在腿弯曲的同心运动中,腿筋所经历的力的变化已经推导出来并图解说明。研究发现,腘绳肌所承受的力随着小腿长度和重量的增加而增加。力的大小随着从枢轴到插入点的距离的增加而减小。然而,随着小腿重量从5公斤增加到15公斤,在从枢轴到插入的实际有效区域3至4厘米距离内,力的大小从约3.60 kN增加到4.79 kN。另一方面,随着悬挂在机器上的重量从10 kg增加到40 kg,力的大小从约3.75 kN增加到9.80 kN。力随上肢尺寸的增大而减小,但随悬架角度的增大而线性增大。
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引用次数: 0
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Journal of Hunan Institute of Science and Technology
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