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Research on E-commerce Customer Satisfaction Evaluation Method Based on PSO-LSTM and Text Mining 基于PSO-LSTM和文本挖掘的电子商务顾客满意度评价方法研究
Pub Date : 2023-03-31 DOI: 10.17993/3cemp.2023.120151.51-66
Qin Yang
With the increase of social technology, e-commerce platforms have entered a period of rapid development. Improving customer satisfaction and purchase rate is the key to the survival of e-commerce platforms. Text mining and analysis of customer evaluation data will help to grasp the focus of customers and optimize the e- commerce platform. To this end, through text mining technology, the text comment data of five e-commerce platforms such as Amazon, eBay, Alibaba, Jingdong, and Taobao are collected, and the cleaned text is analyzed by particle swarm algorithm (PSO)-long short-term memory (LSTM) model. The data is subject to time scale extraction, and the extraction results are visualized and interpreted. The research shows that the logistics, price, freshness, quality and packaging of e-commerce platform merchants are important factors that affect the evaluation of e-commerce customer satisfaction.
随着社交技术的提高,电子商务平台进入了快速发展期。提高客户满意度和购买率是电商平台生存的关键。对客户评价数据进行文本挖掘和分析,有助于把握客户关注的焦点,优化电子商务平台。为此,通过文本挖掘技术,收集亚马逊、eBay、阿里巴巴、京东、淘宝等五大电子商务平台的文本评论数据,并利用粒子群算法(PSO)长短期记忆(LSTM)模型对清理后的文本进行分析。对数据进行时间尺度提取,提取结果可视化并进行解释。研究表明,电商平台商家的物流、价格、新鲜度、质量和包装是影响电商客户满意度评价的重要因素。
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引用次数: 0
Mixed symmetry states in 96Mo and 98Ru isotones in the framework of interacting boson model 相互作用玻色子模型框架下96Mo和98Ru等色的混合对称态
Pub Date : 2023-03-31 DOI: 10.17993/3cemp.2023.120151.243-255
Heiyam Najy Hady, Ruqaya Talib Kadhim
The software package IBM code for interacting boson model-1 and Neutron Proton Boson NPBOS code for interacting boson model-2 have been used to calculate energy levels for, for by estimating a set of parameters which are used to predict the behavior of even-even isotones within the current scope of work there is clear competition between the two parameters (ε and a2) in isotones, as an inverse relationship. This means that vibrational qualities are continuous mixed with the rotational properties. In interacting boson model-2 parameters(ε, κ, χπ and χν) have been shown similarity with interacting boson model-1 expected. The Majorana parameter effect (ζ2) on the calculated excitation energy level for isotones has been accomplished by vary the ζ2 around the optimum-matches to practical data. The effect of increasing ζ2 on mixing symmetry states is the same in all isotones but different from state to another, we find the state J+ = 23+ was the lowest mixing symmetry states still approximately constant in the all. In that time,isotones have 1+, 3+1, 5+1 mixed symmetry states, rapidly increasing with increasing ζ2. The results of the calculated energy levels were in acceptable agreement with the experimental data. There is no pure vibrational property of these isotones
用于相互作用玻色子模型-1的软件包IBM代码和用于相互作用玻色子模型-2的中子质子玻色子NPBOS代码已被用于计算能级,因为通过估计一组用于预测偶偶等色的行为的参数,在当前的工作范围内,等色中的两个参数(ε和a2)之间存在明显的竞争关系,作为反比关系。这意味着振动特性与旋转特性是连续混合的。在相互作用玻色子模型-2中,参数(ε, κ, χπ和χν)与预期的相互作用玻色子模型-1相似。通过改变与实际数据最优匹配点周围的ζ2,实现了等音激发能级计算中的Majorana参数效应(ζ2)。增加ζ2对混合对称态的影响在所有等音中都是相同的,但不同的状态不同,我们发现状态J+ = 23+是最低的混合对称态,在所有等音中仍然近似恒定。在这段时间内,同色图具有1+、3+1、5+1混合对称态,随着ζ2的增加而迅速增加。计算结果与实验数据吻合较好。这些同色线没有纯粹的振动性质
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引用次数: 0
Artificial Neural Networks Modelling For AL-Rustumiya Wastwater Treatment Plant in Baghdad 巴格达AL-Rustumiya污水处理厂的人工神经网络建模
Pub Date : 2023-03-31 DOI: 10.17993/3cemp.2023.120151.257-271
Dalia H. aldahy, Mohammed A. Ibrahim
In the present research, Artificial Neural Networks (ANNs) were developed for modelling the performance of Al-Rustamiya wastewater treatment plant, Baghdad, Iraq. There were created two models and the outputs were the removal efficiency of BOD and COD parameters. Four main input parameters were selected for modelling, namely Total suspended solids (TSS), Total dissolved solids (TDS), chloride ion (Cl-), and pH. Influent and effluent concentrations of the parameters were collected from Mayoralty of Baghdad for the period from 2011 to 2021. The results of the modelling were in terms of mean square error (MSE) and correlation coefficient (R). The results indicated that the ANNs models were accurately able to predict the removal of the BOD, and COD, and the optimum topology of the ANNs is obtained at 13 neurons in the hidden layer for both with 3.09 MSE, 0.96 and 4.28 MSE, 0.96 R for BOD and COD respectively.
在本研究中,人工神经网络(ann)被开发用于模拟伊拉克巴格达Al-Rustamiya污水处理厂的性能。建立了两个模型,输出BOD去除率和COD参数。建模选择了四个主要输入参数,即总悬浮固体(TSS)、总溶解固体(TDS)、氯离子(Cl-)和ph。收集了2011年至2021年期间巴格达市长区(Mayoralty)的进水和出水浓度。结果表明,人工神经网络模型能够准确预测BOD和COD的去除,并且在隐含层的13个神经元上获得了最优拓扑结构,分别为3.09、0.96和4.28 MSE, BOD和COD的R分别为0.96。
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引用次数: 0
Upgrading The Environmental Properties Of Kirkuk Kerosene Using Glacial Acetic Acid 用冰醋酸改善基尔库克煤油的环境性能
Pub Date : 2023-03-31 DOI: 10.17993/3cemp.2023.120151.382-390
Serwan Ibrahem Abdulkhader, Mohammed Jawdat Barzanjy
Glacial acetic acid was used to improve Kirkuk kerosene samples and decrease their aromatics contents. Two sets of experimental processes were performed: the first set included more process steps (mixing by orbital shaker, heating, centrifugation, and stabilization over many days). This set of experiments showed its maximum improvement when 1 mL of glacial acetic acid was added to 10 mL of Kirkuk kerosene sample to get a 42% improvement in the aniline point and a 12.5% improvement in the smoke point. The smoke point test values gave confusing results when the stabilization was increased to 4 days; the reason may be the chemical cracking of single-ring aromatic components into polyromantic components like naphthalene, which reduced the quality of the kerosene samples. The second set of experiments included only mixing and leaving the processed kerosene sample with 2 mL mixtures of glacial acetic acid and distilled water to set for 5 minutes. The greatest improvement was obtained when 1.8 mL of water containing 0.2 mL of glacial acetic acid was mixed with 10 mL of kerosene samples, resulting in a 19% improvement in aniline point and a 45% improvement in smoke point. The total sulfur percent and flashpoint tests revealed that the second set also had an acceptable chemical effect on kerosene samples by reducing 4.8% for the total sulfur test and increasing 11.7% for the flashpoint test. As a number, the first set of experiments showed better improvements in comparison with the second set, but to scale up these experiments and apply them industrially will be very difficult and expensive, and some steps are difficult to apply like centrifugation because of its high cost and because the stabilization step consumes a lot of time. Therefore, the second set of results will be more acceptable from an engineering point of view.
冰醋酸对基尔库克煤油样品进行改良,降低其芳烃含量。进行了两组实验过程:第一组包括更多的工艺步骤(通过轨道振动筛混合,加热,离心和稳定许多天)。本组实验表明,在10 mL基尔库克煤油样品中加入1 mL冰醋酸,苯胺点提高42%,烟点提高12.5%,改善效果最大。稳定化时间延长至4天,烟点试验结果混乱;其原因可能是单环芳香族组分发生化学裂解,形成萘等多环芳香族组分,降低了煤油样品的质量。第二组实验只将处理后的煤油样品与2 mL冰醋酸和蒸馏水的混合物混合,静置5分钟。将1.8 mL含0.2 mL冰醋酸的水与10 mL煤油样品混合后,苯胺点提高19%,烟点提高45%,改善效果最大。总硫含量和闪点测试表明,第二套对煤油样品的化学效果也可以接受,总硫含量测试降低4.8%,闪点测试增加11.7%。作为一个数字,第一组实验与第二组相比显示出更好的改进,但要扩大这些实验并将其应用于工业将是非常困难和昂贵的,有些步骤很难应用,比如离心,因为它的高成本,因为稳定步骤消耗大量时间。因此,从工程的角度来看,第二组结果将更容易被接受。
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引用次数: 0
An Experimental Study On Friction Stir Welding Of Aluminum-Magnesium Alloys For Improved Mechanical Properties Of Tailor Welded Blanks. 铝镁合金搅拌摩擦焊改善拼焊板力学性能的试验研究。
Pub Date : 2023-03-31 DOI: 10.17993/3cemp.2023.120151.346-359
Manoj M. Joshi, A. Ubale
Tailor welded blanks (TWB) are used in automotive and aerospace industries as they offer weight saving followed by cost saving and improved fuel economy. Being light in weight and having low cost, Aluminum alloys have piqued the interest of scientists. Friction Stir Welding (FSW) is a well-known accepted technique used since 1991 worldwide for Aluminum and its alloys. Due to friction stir welding, mechanical changes occur due to stirring action at the joint. Also the inter-metallic compounds, kissing bond formation, onion ring formation etc. are defects encountered in the nugget zone of welding. Hence, a novel technique is suggested to carry out the friction stir welding using a blend of techniques viz. double sided friction stir welding and multi objective optimization of process parameters. For experimentation, AA 5182 and AA 5754-Aluminum Magnesium alloys of 5000 series are used with sheet size of 1.5 mm thickness. Experimentation was carried out on a vertical machining center, with circular, square, and triangular tool pin profiles with a tool rotational speed range between 1500 -1800 rpm and a welding speed range of 40 mm/min.-60 mm/min. For the analysis purpose, L9 orthogonal array was used and Grey Relational Analysis(GRA) was employed and ASTM standards were used for tensile testing. Base sample materials of AA 5182 and AA5754 are having ultimate tensile strengths of 289.58 N/mm2 and 220.75N/mm2respectively. The designed welded blank of the two materials recorded maximum ultimate tensile strength of 268.11N/mm2which was remarkable for FSW. Welded joint efficiency was found to be 92.73% and percentage elongation of TWB was found to be 44% as compared to the base metals.
定制焊接板(TWB)用于汽车和航空航天工业,因为它们可以减轻重量,从而节省成本并提高燃油经济性。由于重量轻、成本低,铝合金引起了科学家们的兴趣。自1991年以来,搅拌摩擦焊(FSW)是一种公认的铝及其合金焊接技术。由于搅拌摩擦焊,由于接头处的搅拌作用而发生力学变化。金属间化合物、亲和键的形成、洋葱环的形成等是焊接熔核区经常遇到的缺陷。为此,提出了一种双面搅拌摩擦焊接和工艺参数多目标优化相结合的搅拌摩擦焊接新技术。实验选用5000系列的AA 5182和AA 5754-铝镁合金,板材厚度为1.5 mm。实验在立式加工中心进行,采用圆形、方形和三角形三种刀具销型,刀具转速范围为1500 -1800 rpm,焊接速度范围为40 mm/min。-60毫米/分钟。分析采用L9正交阵列,灰色关联分析(GRA),拉伸试验采用ASTM标准。AA 5182和AA5754基样材料的极限抗拉强度分别为289.58 N/mm2和220.75N/mm2。设计的两种材料焊接坯的最大极限抗拉强度为268.11N/mm2,在FSW中表现优异。与母材相比,焊头效率为92.73%,伸长率为44%。
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引用次数: 2
Problems of online mathematics teaching and learning during the pandemic: A reverberation in to the perception of prospective teachers. 大流行期间在线数学教学的问题:对未来教师看法的影响
Pub Date : 2022-12-29 DOI: 10.17993/3cemp.2022.110250.153-162
Roshni K. S., M. N. Mohamedunni
Mathematics teaching and learning has been a special focus in the academic discourse due to its felt complexity in teaching and learning. This felt complexity originate from the teacher preparation process itself. Covid 19 pandemic had given a drastic blow to all the educational activities. This has affected the curricular practices in an unimaginable way. An attempt is made here to examine the various problems faced by prospective teachers in online mathematics teaching and learning during the pandemic period. Samples were selected from government/aided/unaided colleges using stratified random sampling technique with the help of a questionnaire developed for the purpose. Analysis of the data has been carried out by using techniques such as percentage, t test and ANOVA. It is concluded from the study that the several hurdles and difficulties has been there specific to mathematics teaching and learning and majority of them were unhappy with the online mathematics teaching and learning.
由于数学教与学的复杂性,数学教与学一直是学术界关注的焦点。这种感觉的复杂性源于教师准备过程本身。新冠疫情给所有教育活动带来了巨大打击。这对课程实践产生了难以想象的影响。本文试图探讨在疫情期间,准教师在网络数学教学中面临的各种问题。样本采用分层随机抽样技术,从政府/资助/非资助大学中选择,并为此目的制定了问卷调查。使用百分比、t检验和方差分析等技术对数据进行了分析。从研究中得出结论,数学教学中存在着一些障碍和困难,大多数人对在线数学教学不满意。
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引用次数: 3
Fixed point theorems in the generalized rational type of C-class functions in b-metric spaces with Application to Integral Equation b-度量空间中c类函数的广义有理型不动点定理及其在积分方程中的应用
Pub Date : 2022-12-29 DOI: 10.17993/3cemp.2022.110250.64-74
Asadi Mehdi, Afshar Mehdi
In this paper, we study some results of existence and uniqueness of fixed points for a C-class of mappings satisfying an inequality of rational type in b-metric spaces. After definition of C-class functions covering a large class of contractive conditions by Ansari [2]. Our results extend very recent results in the literature; as well as Khan in [14] and later Fisher in [9] gave a revised improved version of Khan’s result and Piri in [17] a new generalization of Khan’s Theorem. At the end, we present an example of finding solutions for an integral equation.
本文研究了b-度量空间中满足有理型不等式的c类映射不动点的存在唯一性的一些结果。由Ansari[2]定义了c类函数,覆盖了一大类压缩条件。我们的结果扩展了最近文献中的结果;以及[14]中的Khan和后来的[9]中的Fisher给出了Khan结果的修正改进版本,[17]中的Piri给出了Khan定理的新推广。最后,我们给出了一个求积分方程解的例子。
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引用次数: 1
Analysis of digital information Management of product market competition under the environment of agricultural product e-commerce 农产品电子商务环境下产品市场竞争的数字化信息管理分析
Pub Date : 2022-12-29 DOI: 10.17993/3cemp.2022.110250.198-212
Zhibiao Zhu, Aimin Zheng
With the rapid development of China's regional agriculture, its consumption of energy, the squeezing and encroachment of the environment and the pollution of the ecological environment have been put on the agenda, which stems from the unreasonable management and regulation of the rapidly developing agricultural infrastructure. Aiming at the evaluation index cluster of agricultural management in Northeast China, the main structure of the digital information management platform of green ecological agriculture we built is divided into variable layer, middle layer and evaluation index layer, which is a superimposed and progressive layer structure design.The results show that compared with 2018, the use index of electronic agricultural products, per capita greening index, soil organic matter content index and per capita water content index increased by 30.34%, 6.14%, 25.34% and 30.26% respectively in 2019.The index of per capita desert land area decreased by 10.97%.The Sustainability Index experienced an unusual decrease in 2017-2018, with a drop of 0.08. Compared with 2018, the green ecological index from 2019 to 2021 increased by 5.94%, 8.58% and 12.87% respectively. This provides guidance for the structure and design of China's future agricultural development.
随着中国区域农业的快速发展,其对能源的消耗、对环境的挤压和侵占以及对生态环境的污染已经提上了议事日程,其根源在于对快速发展的农业基础设施的不合理管理和调控。针对东北地区农业经营评价指标集群,我们构建的绿色生态农业数字化信息管理平台主体结构分为变量层、中间层和评价指标层,是层叠递进的层结构设计。结果表明,与2018年相比,2019年电子农产品利用指数、人均绿化指数、土壤有机质含量指数和人均含水量指数分别增长了30.34%、6.14%、25.34%和30.26%。人均荒漠土地面积指数下降10.97%。2017-2018年,可持续发展指数出现了不寻常的下降,下降了0.08。与2018年相比,2019 - 2021年绿色生态指数分别增长5.94%、8.58%和12.87%。这为中国未来农业发展的结构和设计提供了指导。
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引用次数: 0
Concavity Method: A concise survey 凹形法:一个简明的调查
Pub Date : 2022-12-29 DOI: 10.17993/3cemp.2022.110250.94-102
Lakshmipriya Narayanan, G. Soundararajan
This short review article discusses the concavity method, one of the most effective ways to deal with parabolic equations with unbounded solutions in finite time. If the solution ceases to exist for some time, we say it blows up. The solution or some of its derivatives become singular depending on the equation. We focus on situations where the solution becomes unbounded in finite time, and our objective is to review some of the key blowup theory papers utilising the concavity method.
本文讨论了在有限时间内求解具有无界解的抛物型方程的最有效方法之一——凹性法。如果解决方案在一段时间内不存在,我们就说它爆炸了。它的解或者它的一些导数都是奇异的,这取决于方程。我们的重点是在有限时间内解变得无界的情况下,我们的目标是回顾一些利用凹性方法的关键爆破理论论文。
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引用次数: 0
Tensor products of weak hyperrigid sets 弱超刚集的张量积
Pub Date : 2022-12-29 DOI: 10.17993/3cemp.2022.110250.164-171
V. A. Anjali, Athul Augustine, P. Shankar
In this article, we show that concerning the spatial tensor product of W∗-algebras, the tensor product of two weak hyperrigid operator systems is weak hyperrigid. We prove this result by demonstrating unital completely positive maps have unique extension property for operator systems if and only if the tensor product of two unital completely positive maps has unique extension property for the tensor product of operator systems. Consequently, we prove as a corollary that the tensor product of two boundary representations for operator systems is boundary representation for the tensor product of operator systems. The corollary is an analogue result of Hopenwasser’s [9] in the setting of W∗-algebras.
本文证明了关于W * -代数的空间张量积,两个弱超刚算子系统的张量积是弱超刚的。当且仅当两个单位完全正映射的张量积对算子系统的张量积具有唯一的可拓性时,我们证明了这一结果。因此,作为一个推论,我们证明了算子系统的两个边界表示的张量积是算子系统张量积的边界表示。该推论是Hopenwasser[9]在W * -代数集合下的一个类似结果。
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引用次数: 0
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