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Khmer printed character recognition using attention-based Seq2Seq network 高棉打印字符识别使用基于注意力的Seq2Seq网络
Pub Date : 2022-04-20 DOI: 10.46223/hcmcoujs.tech.en.12.1.2217.2022
R. Buoy, Nguonly Taing, Sovisal Chenda, Sokchea Kor
This paper presents an end-to-end deep convolutional recurrent neural network solution for Khmer optical character recognition (OCR) task. The proposed solution uses a sequence-to-sequence (Seq2Seq) architecture with attention mechanism. The encoder extracts visual features from an input text-line image via layers of convolutional blocks and a layer of gated recurrent units (GRU). The features are encoded in a single context vector and a sequence of hidden states which are fed to the decoder for decoding one character at a time until a special end-of-sentence (EOS) token is reached. The attention mechanism allows the decoder network to adaptively select relevant parts of the input image while predicting a target character. The Seq2Seq Khmer OCR network is trained on a large collection of computer-generated text-line images for multiple common Khmer fonts. Complex data augmentation is applied on both train and validation dataset. The proposed model’s performance outperforms the state-of-art Tesseract OCR engine for Khmer language on the validation set of 6400 augmented images by achieving a character error rate (CER) of 0.7% vs 35.9%.
提出了一种端到端的深度卷积递归神经网络解决方案,用于高棉语光学字符识别(OCR)任务。提出的解决方案使用具有注意机制的序列到序列(Seq2Seq)体系结构。编码器通过多层卷积块和一层门控循环单元(GRU)从输入文本行图像中提取视觉特征。这些特征被编码为单个上下文向量和一系列隐藏状态,这些隐藏状态被馈送给解码器,以便每次解码一个字符,直到达到特殊的句子结束(EOS)令牌。注意机制允许解码器网络自适应地选择输入图像的相关部分,同时预测目标字符。Seq2Seq高棉OCR网络是在大量计算机生成的多种常见高棉字体的文本行图像上进行训练的。对训练数据集和验证数据集分别进行了复杂数据增强。在6400张增强图像的验证集上,该模型的性能优于目前最先进的高棉语Tesseract OCR引擎,字符错误率(CER)为0.7%,高于35.9%。
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引用次数: 1
Airy-based static limit analysis of structures using stabilized radial point interpolation method 基于空气的稳定径向点插值法结构静极限分析
Pub Date : 2022-03-22 DOI: 10.46223/hcmcoujs.tech.en.12.1.2020.2022
L. Canh, Ho Le Huy Phuc, N. Phuong
This paper presents a novel formulation for static limit analysis of structures, for which the Airy stress function is approximated using stabilized Radial Point Interpolation Mesh-free method (RPIM). The stress field is determined as second-order derivatives of the Airy function, and the equilibrium equations are automatically satisfied a priori. The so-called Stabilized Conforming Nodal Integration (SCNI) is employed to ensure a present method is truly a mesh-free approach, meaning that all constraints in problems are only enforced at nodes. With the use of the Airy function, SCNI, and Second-Order Cone Programming (SOCP), the size of the resulting problem is kept to be minimum. Several benchmark problems having arbitrary geometries and boundary conditions are investigated. The obtained numerical solutions are compared with those available in other studies to perform the computational aspect of the proposed method.
本文提出了一种新的结构静力极限分析公式,该公式采用稳定径向点插值无网格法(RPIM)逼近Airy应力函数。将应力场确定为Airy函数的二阶导数,并先验地自动满足平衡方程。采用所谓的稳定一致性节点集成(SCNI)来确保当前方法是真正的无网格方法,这意味着问题中的所有约束仅在节点上强制执行。通过使用Airy函数、SCNI和二阶锥规划(SOCP),所得到的问题的大小被保持在最小。研究了几种具有任意几何和边界条件的基准问题。将得到的数值解与其他研究中可用的解进行比较,以执行所提出方法的计算方面。
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引用次数: 0
Determining risks in the process construction: Analysing projects in border areas 确定过程建设中的风险:分析边境地区的项目
Pub Date : 2022-03-22 DOI: 10.46223/hcmcoujs.tech.en.12.1.2033.2022
Huỳnh Tấn Đạt, P. Trang
Currently, risk is an issue of concern in a variety areas of society. The more human society develops, the more diverse, rich and complex human activities become. Therefore, risks are increasingly complex that effect negative impacts to people’s life. It can be said that construction work is a special product, therefore there are more and more risks that are hidden in the construction process. Especially, when building and working in remote, mountainous or border areas, the risks become more complex and diverse. Hence, if risks are identified quickly and accurately, managers can reduce the level of risk in the process. Then, people can aslo suggest some solutions to reduce the risks. This paper proposed and evaluated the risk factors of the construction process in several boder districts, Quang Nam province by applying Exploratory factor analysis (EFA) method. This study tried to collect data, analyze qualitative and quantitative risk factors. The results showed that the collected survey data is meaningful.
目前,风险是社会各个领域关注的问题。人类社会越发展,人类活动就越多样、越丰富、越复杂。因此,对人们生活产生负面影响的风险越来越复杂。可以说,建筑工程是一种特殊的产品,因此在施工过程中隐藏的风险也越来越多。特别是在偏远山区和边境地区进行建设和工作时,风险变得更加复杂和多样。因此,如果能够快速准确地识别风险,管理人员就可以降低过程中的风险水平。然后,人们也可以提出一些降低风险的解决方案。本文采用探索性因子分析法(EFA)对广南省边境地区建设过程中的风险因素进行了分析和评价。本研究试图收集数据,分析定性和定量的危险因素。结果表明,所收集的调查数据是有意义的。
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引用次数: 0
High-class apartment selection factors in Ho Chi Minh City 胡志明市高档公寓的选择因素
Pub Date : 2022-02-15 DOI: 10.46223/hcmcoujs.tech.en.11.1.1602.2021
N. Phong, Nguyen Anh Thu, Le Thi Thuy An
This paper aims to find out the current state of the high-class apartment market. Qualitative research is done to adjust and supplement the observed variables for the scale. Quantitative research is conducted through a survey of customers who have bought a high-class apartment or are intending to buy an apartment to build a research model and test the scale. After collecting data, the study conducted the descriptive statistical analysis, testing the reliability of scale. Then, the Exploratory Factor Analysis (EFA) was performed to group the related factors into groups of factors that are independent. The research results showed that there are eight main groups of factors with 31 related observational variables that affected customers' decisions to choose high-class apartments.
本文旨在了解高档公寓市场的现状。定性研究是为了调整和补充量表的观察变量。定量研究是通过对购买高档公寓或打算购买公寓的客户进行调查,建立研究模型并测试规模。本研究收集资料后,进行描述性统计分析,检验量表的信度。然后,进行探索性因素分析(EFA),将相关因素分组为独立的因素组。研究结果表明,影响客户选择高档公寓决策的因素主要有八组,共有31个相关的观察变量。
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引用次数: 0
The Particle Swarm Optimization (PSO) algorithm in Structural Health Monitoring (SHM) application 粒子群优化算法在结构健康监测中的应用
Pub Date : 2022-02-15 DOI: 10.46223/hcmcoujs.tech.en.11.1.1446.2021
Le Thanh Cuong, To Thanh Sang
In the paper, a method of determining the structural damage using the Particle Swarm Optimization (PSO) algorithm is presented. PSO is a famous algorithm to search optimization. Damaged structural system members are detected by the PSO through the frequency change before and after the damage.
提出了一种利用粒子群优化算法确定结构损伤的方法。粒子群优化算法是一种著名的搜索优化算法。PSO通过损伤前后的频率变化来检测结构系统构件的损伤。
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引用次数: 0
Studying the consolidation settlement for multi-layered foundation concerning the change in compressibility within the settlement zones 研究多层地基固结沉降中沉降带内压缩性的变化
Pub Date : 2022-02-15 DOI: 10.46223/hcmcoujs.tech.en.11.1.1450.2021
Duong Hong Tham
This paper deals with the approach of predicting the consolidation settlement for a multi-layered foundation concerning the change in the compressibility of the settlement layers. This non-linear problem is preliminarily solved by using the Massachusetts Institute of Technology’s (MIT’s) suggestion of approximation, according to which every two layers are converted into a single layer having an equivalent coefficient of consolidation Cv. This paper aims to further the solution by considering the variation of the permeability in the settlement zones of each compressible layer as a change in the compressibility and coefficient of compression. During consolidation, the new value of k is updated, resulting in a new coefficient of consolidation Cv and mv simultaneously; then compressible layers are combined and converted into either equivalent properties or thickness of consolidation. In case the coefficient of volume compression mv is kept to be constant, and the change in the compressibility of the settling zone is taken into account as in this study, preliminary results on the settlement of the alternatives indicate that the consolidation settlement will be greater than that of the conventional approach of analysis and the numerical computation by Plaxis model. The results of the comparison between this study and those of the other models _that are assumed to yield the same time-dependent consolidation_ and numerical model Plaxis indicate that the consolidation for multi-layered foundation requires a more rigorous study. This is a more detailed modification for coming closer to a conservative prediction of the time of consolidation and final consolidation settlement.
本文研究了基于沉降层压缩性变化的多层地基固结沉降预测方法。采用麻省理工学院(MIT)的近似建议,将每两层转换为具有等效固结系数Cv的单层,初步解决了这一非线性问题。将各可压缩层沉降区渗透性的变化考虑为可压缩性和压缩系数的变化,进一步求解。在固结过程中,新的k值被更新,同时产生新的固结系数Cv和mv;然后将可压缩层组合并转换为等效性质或固结厚度。在体积压缩系数mv一定的情况下,考虑沉降区压缩性的变化,对备选方案的沉降进行初步分析,结果表明,固结沉降将大于常规分析方法和Plaxis模型数值计算方法的沉降。本研究结果与其他模型(假定产生相同的随时间变化的固结)和数值模型(Plaxis)的比较结果表明,多层地基的固结需要更严格的研究。这是一个更详细的修改来接近保守的预测时间的固结和最终固结沉降。
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引用次数: 1
Cytotoxic activity related to survivin mRNA levels by Combretum quadrangulare Kurz extract against liver and breast cancer cells 四角蕨提取物对肝癌和乳腺癌细胞的细胞毒活性与survivin mRNA水平相关
Pub Date : 2021-12-08 DOI: 10.46223/hcmcoujs.tech.en.12.1.1992.2022
Nguyen Thi Truc Phuong, D. T. Huy, Nguyễn Hữu Hùng
Liver cancer and breast cancer have high death rate and increased rapidly in recent years in Vietnam and over the world. Currently, the study of bioactive compounds isolated from plants for killing cancer cells is of interest. Herein, the study aims to identify the cytotoxicity using MTT assay of Combretum quadrangulare Kurz fractions against MCF-7 cells. RT-qPCR method was used to determine the survivin mRNA levels in P12 fraction-treated HepG2 and MCF-7 in comparison to DMSO-treated cells. The results showed that P12 fraction with IC50 of 20.9 ± 0.8 µg/mL was the best cytotoxicity on MCF-7 cells amongst P fractions. P12 fraction exhibited the apoptotic effect on HepG2 and MCF-7 cells by down-regulating survivin expression levels. Thus, P12 fraction was promising for the next research for the impact of fractions assessment in vivo or bioactive compounds isolation.
肝癌和乳腺癌的死亡率高,近年来在越南和世界范围内迅速增加。目前,从植物中分离出具有生物活性的化合物来杀死癌细胞的研究备受关注。本研究旨在利用MTT法鉴定四角蕨库尔兹组分对MCF-7细胞的细胞毒性。采用RT-qPCR方法检测P12部分处理的HepG2和MCF-7细胞与dmso处理细胞的survivin mRNA水平。结果表明,在P组分中,IC50为20.9±0.8µg/mL的P12组分对MCF-7细胞的细胞毒性最强。P12部位通过下调survivin表达水平对HepG2和MCF-7细胞产生凋亡作用。因此,P12馏分在体内评价或生物活性化合物分离方面具有广阔的应用前景。
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引用次数: 0
Significant factors affecting the effect of safety program implementation on construction projects in Ho Chi Minh City, Viet Nam 影响越南胡志明市建设项目安全方案实施效果的重要因素
Pub Date : 2021-11-29 DOI: 10.46223/hcmcoujs.tech.en.12.1.1961.2022
Dong Tam Vo Thanh Son
This research indicated 16 important factors that affect the result of labor safety program performance. The research was carried out by sending survey questionnaire to both foreigners and Vietnamese who are working for a medium and large scale construction projects. Most of them said that the most critical factor which influences the effect of labor safety program implementation on construction projects is “periodic evaluation of safety programs”. In addition, MEAN is used to rank significant factors basing on two group of respondents: Safety Managers (SM) and Project Managers (PM).
本研究指出影响劳动安全计划执行结果的16个重要因素。该研究是通过向在中大型建设项目工作的外国人和越南人发送调查问卷进行的。他们大多认为,影响建设项目劳动安全方案实施效果的最关键因素是“安全方案定期评估”。此外,MEAN用于根据两组受访者(安全经理(SM)和项目经理(PM))对重要因素进行排名。
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引用次数: 0
Skin carcinogenesis in mice using UVB radiation UVB辐射对小鼠皮肤癌变的影响
Pub Date : 2021-11-29 DOI: 10.46223/hcmcoujs.tech.en.12.1.1880.2022
Nguyen Phuong Khanh, Nguyen Hoang Tan, Le Thi Hoang Uyen, Le Thi Hong Ngan
Ultraviolet B (UVB) radiation is directly related to sunburn and other visible changes on the skin surface, including discoloration and skin carcinoma. This study investigates the influence of UVB rays (wavelength from 290-320nm) on the formation of cancerous tissues and also shows the differences between abnormal and normal tissue. The mice were stimulated with DMBA chemical protocol and exposure to UVB radiation for skin carcinogenesis. Normal and cancerous skin tissue were stained with Hematoxylin and Eosin, then were measured to obtain optical properties by applying Mueller-Matrix Decomposition, which is considered as an effective skin structure analysis method. Long term exposure to UVB radiation caused skin inflammation and the appearance of crystal bumps. Histopathology results clearly indicate the increasing number of papilloma cells, and prolonged damage by UVB radiation. Skin structural analysis was specified with the optical parameters by Mueller Matrix Decomposition method. The extension of skin carcinoma significantly lessened the values of Linear Birefringence (LB) and Circular Birefringence (CB), as well as the variation of Linear Dichroism (LD) and Circular Dichroism (CD) parameters help validate the differences between normal and squamous cell skin sample.
紫外线B (UVB)辐射与晒伤和皮肤表面的其他可见变化直接相关,包括变色和皮肤癌。本研究探讨了UVB射线(波长290-320nm)对癌组织形成的影响,并显示了异常组织与正常组织之间的差异。小鼠用DMBA化学方案和暴露于UVB辐射刺激皮肤致癌。用苏木精和伊红染色正常和癌变皮肤组织,然后用Mueller-Matrix Decomposition测量光学性质,这被认为是一种有效的皮肤结构分析方法。长期暴露在UVB辐射下会引起皮肤炎症和晶体肿块的出现。组织病理学结果清楚地显示乳头状瘤细胞数量增加,UVB辐射造成的损伤延长。采用Mueller矩阵分解法对蒙皮结构进行了光学参数化分析。皮肤癌的扩展显著降低了线性双折射(LB)和圆形双折射(CB)值,线性二色性(LD)和圆形二色性(CD)参数的变化有助于验证正常和鳞状细胞皮肤样本之间的差异。
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引用次数: 0
Spray-drying microencapsulation of polyphenols by polysaccharide from yeast cell walls 酵母细胞壁多糖喷雾干燥微囊化多酚
Pub Date : 2021-11-29 DOI: 10.46223/hcmcoujs.tech.en.12.1.2028.2022
Do Thi Thu Hien, Kha Chan Tuyen, H. Trang
This study used polysaccharide (PS) from yeast cell walls to encapsulate polyphenols (PP) extracted from green tea (a good antioxidant substance) to avoid the effects of sensitive factors such as temperature, light and oxygen, and to preserve its stability and bioactivities. The objective of this study was to investigate the effects of four types of wall material (PS-MD (maltodextrin), PS-whey, whey, and MD). After selecting the most appropriate wall material, the study continued to investigate the effects of the ratios of the core to the wall material (1:1, 1:2, 1:3 and 1:4, w/w); the inlet air temperatures of spray-drying (130, 140, 150 and 160 °C); and the feed flow rates (04, 05, 06 and 07mL/min) on the microencapsulation yield (MEY) and the microencapsulation efficiency (MEE). The results showed the best settings as follows the wall material being PS-MD, the ratio of PP to the wall material as 1:3 (w/w), the inlet air temperatures at 140 °C, and the feed flow rate at 05mL/min. Under those conditions, the MEY and the MEE were found to be highest as 31.118mg/g and 86.73%, respectively. When examined by scanning electron microscopy (SEM), they had various sizes and spherical shapes and some of them had smooth or concave surfaces. As a result, it could be concluded that polyphenols were successfully encapsulated in the PS-MD matrix by spray-drying and the application to some food products could be further studied.
本研究利用酵母细胞壁多糖(PS)包裹绿茶中提取的多酚(PP)(一种良好的抗氧化物质),以避免温度、光、氧等敏感因素的影响,保持其稳定性和生物活性。本研究的目的是研究四种壁材(PS-MD(麦芽糊精),ps -乳清,乳清和MD)的影响。在选择最合适的壁材后,继续研究芯材与壁材比例(1:1,1:2,1:3和1:4,w/w)的影响;喷雾干燥的进风温度(130、140、150、160℃);进料流量(04,05,06和07mL/min)对微囊化率(MEY)和微囊化效率(MEE)的影响。结果表明,最佳设置为壁材为PS-MD, PP与壁材的比例为1:3 (w/w),进风温度为140℃,进料流量为05mL/min。在此条件下,MEY和MEE最高,分别为31.118mg/g和86.73%。通过扫描电子显微镜(SEM)观察,它们具有各种大小和球形,其中一些表面光滑或凹。结果表明,多酚类物质经喷雾干燥成功地包封在PS-MD基质中,可进一步研究其在某些食品中的应用。
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引用次数: 0
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Ho Chi Minh City Open University Journal of Science Engineering and Technology
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