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Novel Routing Algorithm for Autonomous Vehicles in Smart Transportation System 智能交通系统中自动驾驶车辆路由算法研究
Pub Date : 2021-10-11 DOI: 10.36548/jucct.2021.3.002
Haoxiang Wang
In recent times Automation is emerging every day and bloomed in every sector. Intelligent Transportation System (ITS) is one of the important branches of Automation. The major constrain in the transportation system is traffic congestion. This slurps the individual’s time and consequently pollutes the environment. A centralized management is required for optimizing the transportation system. The current traffic condition is predicted by evaluating the historical data and thereby it reduces the traffic congestion. The periodic update of traffic condition in each and every street of the city is obtained and the data is transferred to the autonomous vehicle. These data are obtained from the simulation results of transportation prediction tool SUMO. It is proved that our proposed work reduces the traffic congestion and maintains ease traffic flow and preserves the fleet management.
近年来,自动化每天都在出现,并在各个领域蓬勃发展。智能交通系统(ITS)是自动化的一个重要分支。交通系统的主要制约因素是交通拥堵。这浪费了个人的时间,从而污染了环境。优化运输系统需要集中管理。通过对历史数据的评估来预测当前的交通状况,从而减少交通拥堵。获取城市每条街道的周期性交通状况更新,并将数据传输给自动驾驶汽车。这些数据来自交通预测工具SUMO的模拟结果。实践证明,本文提出的方法在减少交通拥堵的同时,保持了交通流量的缓解,并保留了车队的管理。
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引用次数: 0
Computation of Constant Gain and NF Circles for 60 GHz Ultra-low noise Amplifiers 60 GHz超低噪声放大器恒增益和NF圆的计算
Pub Date : 2021-10-11 DOI: 10.36548/jsws.2021.3.002
Christina Gnanamani, S. Pandiaraj
Wireless communication is a constantly evolving and forging domain. The action of the RF input module is critical in the radio frequency signal communication link. This paper discusses the design of a RF high frequency transistor amplifier for unlicensed 60 GHz applications. The Transistor used for analysis is a FET amplifier, operated at 60GHz with 10 mA at 6.0 V. The simulation of the amplifier is made with the Open Source Scilab 6.0.1 console software. The MESFET is biased such that Sll = 0.9<30°, S12 = 0.21<-60°, S21= 2.51<-80°, and S22 = 0.21<-15o. It is found that the transistor is unconditionally stable and hence unilateral approximation can be employed. With these assumptions, the maximum value of source gain of the amplifier is found to be at 7.212 dB and the various constant source gain circles and noise figure circles are computed. The transistor has the following noise parameters: Fmin = 3 dB, Rn = 4 Ω, and Γopt = 0.485<155°. The amplifier is designed to have an input and output impedance of 50 ohms which is considered as the reference impedance.
无线通信是一个不断发展和锻造的领域。在射频信号通信链路中,射频输入模块的作用是至关重要的。本文讨论了一种适用于60ghz免授权应用的射频高频晶体管放大器的设计。用于分析的晶体管是一个FET放大器,工作频率为60GHz,电压为6.0 V,电压为10 mA。利用开源Scilab 6.0.1控制台软件对放大器进行仿真。MESFET偏置使得Sll = 0.9<30°,S12 = 0.21<-60°,S21= 2.51<-80°,S22 = 0.21<- 150°。发现晶体管是无条件稳定的,因此可以采用单边近似。根据这些假设,发现放大器的源增益最大值为7.212 dB,并计算了各种恒定源增益圆和噪声图圆。晶体管具有以下噪声参数:Fmin = 3db, Rn = 4 Ω, Γopt = 0.485<155°。放大器的输入和输出阻抗为50欧姆,作为参考阻抗。
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引用次数: 1
Identification of Covid’19 Vaccinator by Deep Learning Approach Using Contactless Palmprints 基于非接触式掌纹的深度学习方法识别Covid - 19疫苗接种者
Pub Date : 2021-10-09 DOI: 10.36548/jei.2021.3.003
B. Vivekanandam
The invention of the first vaccine has also raised several anti-vaccination views among people. Vaccine reluctance may be exacerbated by the growing reliance on social media, which is considered as a source of health information. During this COVID'19 scenario, the verification of non-vaccinators via the use of biometric characteristics has received greater attention, especially in areas such as vaccination monitoring and other emergency medical services, among other things. The traditional digital camera utilizes the middle-resolution images for commercial applications in a regulated or contact-based environment with user participation, while the latter uses high-resolution latent palmprints. This research study attempts to utilize convolutional neural networks (CNN) for the first time to perform contactless recognition. To identify the COVID '19 vaccine using the CNN technique, this research work has used the contactless palmprint method. Further, this research study utilizes the PalmNet structure of convolutional neural network to resolve the issue. First, the ROI region of the palmprint was extracted from the input picture based on the geometric form of the print. After image registration, the ROI region is sent into a convolutional neural network as an input. The softmax activation function is then used to train the network so that it can choose the optimal learning rate and super parameters for the given learning scenario. The neural networks of the deep learning platform were then compared and summarized.
第一种疫苗的发明也在人们中引起了一些反对接种疫苗的观点。越来越多地依赖被视为卫生信息来源的社交媒体,可能会加剧人们不愿接种疫苗的情况。在COVID - 19疫情期间,通过使用生物特征对非接种者进行验证受到了更多关注,特别是在疫苗接种监测和其他紧急医疗服务等领域。传统数码相机利用中分辨率图像用于商业应用,在规范或基于用户参与的接触环境中,而后者使用高分辨率的潜在掌纹。本研究首次尝试利用卷积神经网络(CNN)进行非接触式识别。为了使用CNN技术识别COVID - 19疫苗,本研究使用了非接触式掌纹法。进一步,本研究利用卷积神经网络的棕榈网结构来解决这一问题。首先,根据掌纹的几何形状,从输入图像中提取掌纹的感兴趣区域;图像配准后,将感兴趣区域作为输入送入卷积神经网络。然后使用softmax激活函数对网络进行训练,使其能够为给定的学习场景选择最优学习率和超参数。然后对深度学习平台的神经网络进行了比较和总结。
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引用次数: 0
Fault Diagnosis in Hybrid Renewable Energy Sources with Machine Learning Approach 基于机器学习方法的混合可再生能源故障诊断
Pub Date : 2021-10-02 DOI: 10.36548/jtcsst.2021.3.005
Haoxiang Wang
In recent days the need for energy resources is dramatically increasing world-wide. Overall 80% of the energy resource is supplied in the form of fuel based energy source and nuclear based energy source. Where fuel based energy resources are very essential in day-to-day life. Fossil fuel is also one among the energy resource and due to the high demand we face shortage in these resources. Providing electricity in rural areas is still a difficult process because of the shortage of energy resources. This issue can be rectified by choosing an alternate to electricity. To achieve this we have integrated many renewable energy sources to form a hybrid-renewable energy source system and this is capable of providing power supply to these areas. We have adopted artificial neural networks (ANN) technique based on machine learning to accomplish this process. For short-term prediction other techniques such as MLP, CNN, RNN and LSTM are used. These values are used as reference value in final execution.
最近几天,全世界对能源的需求急剧增加。总的来说,80%的能源是以燃料能源和核能源的形式提供的。以燃料为基础的能源在日常生活中是非常重要的。化石燃料也是能源资源之一,由于需求量大,我们面临着这些资源的短缺。由于能源短缺,向农村地区供电仍然是一个困难的过程。这个问题可以通过选择电力的替代品来解决。为了实现这一目标,我们整合了许多可再生能源,形成了一个混合可再生能源系统,能够为这些地区提供电力供应。我们采用了基于机器学习的人工神经网络(ANN)技术来完成这一过程。对于短期预测,使用其他技术,如MLP, CNN, RNN和LSTM。这些值在最终执行时用作参考值。
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引用次数: 11
Efficient Routing Algorithm using MLP and RBX in a Four Model Neural Networks 基于MLP和RBX的四模型神经网络高效路由算法
Pub Date : 2021-10-02 DOI: 10.36548/jtcsst.2021.3.006
C. Anand
Two important paradigms which are contradicting by nature namely: the efficient routing information diffusion and adaptability to dynamic network conditions using wireless routing protocols have been researched in recent years. One way of solving this issue is by using the past experiences of a node in network traffic condition through intelligent algorithm to predict the network traffic condition in the future. In this methodology we propose an algorithm which is used to to predict one hop delay per packet during routing process using neural networking. The one hop delay that is predicted is then further used by the participating nodes for information diffusion during routing. Experimental analysis indicate that using tapped delay line radial basis function and tapped delay line multilayer perceptron, it is possible to predict mean delays as a time series. The inputs used for prediction are mean delay time series with traffic loads and mean delay time series itself. The pros and cons of the proposed work are also present in this paper.
利用无线路由协议进行路由信息的有效扩散和对动态网络条件的适应性这两个本质上矛盾的重要范式,是近年来研究的热点。解决这一问题的一种方法是利用节点过去在网络流量状况下的经验,通过智能算法来预测未来的网络流量状况。在这种方法中,我们提出了一种算法,用于预测路由过程中每个数据包的一跳延迟。预测的一跳延迟随后被参与节点进一步用于路由期间的信息扩散。实验分析表明,利用抽头延迟线径向基函数和抽头延迟线多层感知器可以将平均时延作为时间序列进行预测。用于预测的输入是包含交通负载的平均延迟时间序列和平均延迟时间序列本身。本文还提出了所建议工作的优点和缺点。
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引用次数: 0
Design of an Intelligent Approach on Capsule Networks to Detect Forged Images 一种基于胶囊网络的伪造图像检测方法设计
Pub Date : 2021-10-02 DOI: 10.36548/jtcsst.2021.3.004
J. Manoharan
Forgeries have recently become more prevalent in the society as a result of recent improvements in media generation technologies. In real-time, modern technology allows for the creation of a forged version of a single image obtained from a social network. Forgery detection algorithms have been created for a variety of areas; however they quickly become obsolete as new attack types exist. This paper presents a unique image forgery detection strategy based on deep learning algorithms. The proposed approach employs a convolutional neural network (CNN) to produce histogram representations from input RGB color images, which are then utilized to detect image forgeries. With the image separation method and copy-move detection applications in mind, the proposed CNN is combined with an intelligent approach and histogram mapping. It is used to detect fake or true images at the initial stage of our proposed work. Besides, it is specially designed for performing feature extraction in image layer separation with the help of CNN model. To capture both geographical and histogram information and the likelihood of presence at the same time, we use vectors in our dynamic capsule networks to detect the forgery kernels from reference images. The proposed research work integrates the intelligence with a feature engineering approach in an efficient manner. They are well-known and efficient in the identification of forged images. The performance metrics such as accuracy, recall, precision, and half total error rate (HTER) are computed and tabulated with the graph plot.
由于最近媒体生成技术的改进,伪造最近在社会上变得更加普遍。在实时情况下,现代技术允许创建从社交网络获得的单个图像的伪造版本。伪造检测算法已经为各种领域创建;然而,随着新的攻击类型的出现,它们很快就会过时。提出了一种独特的基于深度学习算法的图像伪造检测策略。该方法采用卷积神经网络(CNN)从输入的RGB彩色图像中生成直方图表示,然后用于检测图像伪造。考虑到图像分离方法和复制-移动检测应用,本文提出的CNN结合了智能方法和直方图映射。在我们提出的工作的初始阶段,它用于检测假或真图像。此外,它还专门用于利用CNN模型进行图像层分离中的特征提取。为了同时捕获地理和直方图信息以及存在的可能性,我们在动态胶囊网络中使用向量从参考图像中检测伪造核。提出的研究工作有效地将智能与特征工程方法相结合。它们在识别伪造图像方面是众所周知的和有效的。计算性能指标,如准确性、召回率、精度和总错误率(HTER),并将其制成图表。
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引用次数: 0
Effects of phosphogypsum whiskers modification with calcium stearate and their impacts on properties of bleached softwood paper sheets 硬脂酸钙改性磷石膏晶须对漂白软木纸性能的影响
Pub Date : 2021-10-01 DOI: 10.32964/tj20.9.567
Haitang Liu, Xin Jin, Lin Chen, Xiaochen Chang, Jie Li, Yongzhen An, Jing Liu, Chunxia Pang, Yujie Gao
By combining the structural properties and characteristics of phosphogypsum whiskers, a preliminary study on the modification of phosphogypsum whiskers and their application in papermaking was carried out. The effects of reaction temperature, reaction time, and reaction concentration on the solubility and retention of modified phosphogypsum whiskers and the effects of phosphogypsum whiskers on the physical properties of paper under different modified conditions were explored. The research results show that, after the phosphogypsum whiskers are modified with calcium stearate, a coating layer will be formed on the surface of the whiskers, which effectively reduces the solubility of the phosphogypsum whiskers. The best modification conditions are: the amount of calcium stearate relative to the absolute dry mass of the phosphogypsum whisker is 2.00%; the modification time is 30 min, and the modification temperature is 60°C. The use of modified phosphogypsum whiskers for paper filling will slightly reduce the whiteness, folding resistance, burst resistance, and tensile strength of the paper, but the tearing degree and retention of the filler will be increased to some extent.
结合磷石膏晶须的结构特性和特点,对磷石膏晶须的改性及其在造纸中的应用进行了初步研究。考察了反应温度、反应时间和反应浓度对改性磷石膏晶须溶解度和保留率的影响,以及不同改性条件下磷石膏晶须对纸张物理性能的影响。研究结果表明,用硬脂酸钙对磷石膏晶须进行改性后,会在晶须表面形成一层涂层,有效降低了磷石膏晶须的溶解度。最佳改性条件为:硬脂酸钙相对于磷石膏晶须绝对干质量的量为2.00%;改性时间为30min,改性温度为60℃。使用改性磷石膏晶须进行纸张填充,会使纸张的白度、抗折性、抗破裂性和抗拉强度略有降低,但填料的撕裂度和保持性会有所提高。
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引用次数: 2
Displacement washing of softwood pulp cooked to various levels of residual lignin content 置换洗涤的软木浆煮熟到不同水平的残余木质素含量
Pub Date : 2021-10-01 DOI: 10.32964/tj20.9.553
Md. Mostafizur Rahman, F. Potůček
This study investigates the influence of the degree of delignification of kraft spruce pulp cooked at seven different kappa numbers, ranging from 18.1 to 50.1, on the efficiency of displacement washing under laboratory conditions. Although the pulp bed is a polydispersive and heterogeneous system, the correlation dependence of the wash yield and bed efficiency on the Péclet number and the kappa number of the pulp showed that washing efficiency increased not only with an increasing Péclet number, but also with an increasing kappa number. The linear dependence between the mean residence time of the solute lignin in the bed and the space time, which reflects the residence time of the wash liquid in the pulp bed, was found for all levels of the kappa number. Washing also reduced the kappa number and the residual lignin content in the pulp fibers.
在实验室条件下,研究了7种不同kappa值(18.1 ~ 50.1)下硫酸盐云杉纸浆脱木质素程度对置换洗涤效率的影响。虽然纸浆床是一个多分散的非均相体系,但洗涤得率和床层效率与纸浆的psamclet数和kappa数的相关关系表明,洗涤效率不仅随着psamclet数的增加而增加,而且随着kappa数的增加而增加。溶质木质素在纸浆床中的平均停留时间与反映浆液在纸浆床中停留时间的空间时间之间存在线性关系。洗涤也降低了纸浆纤维中的卡氏数和残余木质素含量。
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引用次数: 0
Commercially relevant water vapor barrier properties of high amylose starch acetates: Fact or fiction? 高直链淀粉醋酸酯的商业相关水蒸气阻隔性能:事实还是虚构?
Pub Date : 2021-10-01 DOI: 10.32964/tj20.9.599
Chinmay C. Satam, Ashoka Ghosh, P. Hart
Starches have recently regained attention as ecofriendly barrier materials due to the increased demand for sustainable packaging. They are easily processable by conventional plastics processing equipment and have been utilized for oil and grease barrier applications. While starches have excellent oxygen barrier properties and decent water barrier properties at low relative humidity (RH), they are moisture sensitive, as demonstrated by the deterioration of the barrier properties at higher RH values. Starch esters are chemically modified starches where the hydroxyl group of the starch has been substituted by other moieties such as acetates. This imparts hydrophobicity to starches and has been claimed as a good way of retaining water vapor barrier properties of starches, even at high RH conditions. We studied the water vapor barrier properties of one class of starch esters, i.e., high amylose starch acetates that were assumed to have good water vapor barrier properties. Our investigations found that with a high degree of substitution of hydroxyl groups, the modified starches did indeed show improvements in water vapor response as compared to pure high amylose starch films; however, the barrier properties were orders of magnitude lower than commercially used water vapor barriers like polyethylene. Even though these materials had improved water vapor barrier response, high amylose starch acetates are likely unsuitable as water vapor barriers by themselves, as implied by previous literature studies and patents.
由于对可持续包装的需求增加,淀粉作为环保屏障材料最近重新受到关注。它们很容易被传统的塑料加工设备加工,并已用于油脂屏障应用。虽然淀粉在低相对湿度(RH)下具有优异的氧阻隔性能和良好的水阻隔性能,但它们对水分敏感,在较高的相对湿度值下,阻隔性能会恶化。淀粉酯是化学修饰的淀粉,其中淀粉的羟基已被其他部分如乙酸酯取代。这赋予了淀粉的疏水性,并被认为是保持淀粉的水蒸气阻隔性能的好方法,即使在高相对湿度条件下。我们研究了一类淀粉酯的水蒸气阻隔性能,即高直链淀粉醋酸酯,它被认为具有良好的水蒸气阻隔性能。我们的研究发现,与纯高直链淀粉薄膜相比,随着羟基的高度取代,改性淀粉确实表现出对水蒸气响应的改善;然而,屏障性能比商业上使用的水蒸气屏障(如聚乙烯)低几个数量级。尽管这些材料改善了水蒸气屏障反应,但正如以往的文献研究和专利所暗示的那样,高直链淀粉醋酸酯本身可能不适合作为水蒸气屏障。
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引用次数: 0
Tetraethyl orthosilicate-containing dispersion coating — water vapor and liquid water barrier properties 含正硅酸四乙酯分散涂层。水蒸气和液态水阻隔性能
Pub Date : 2021-10-01 DOI: 10.32964/tj20.9.583
Beko Mesic, Mathew Cairns, J. Johnston, Meeta Patel
An aqueous styrene-butadiene latex dispersion coating containing in-situ processed tetraethyl orthosilicate (TEOS) applied on paperboard demonstrated improved water barrier performance. Coatings containing TEOS equivalent to 0.8% silicon dioxide (SiO2; dry basis) exhibited water vapor performance of < 25 g/m2/day (23°C, 50% relative humidity [RH]) and liquid water barrier performance Cobb 1800 s of < 6 g/m2, when applied as a single-layer 18 g/m2 coating. Cobb 1800 s barrier performance was still good (< 11 g/m2) at coat weights of 7–10 g/m2. The use of filler materials such as kaolin improved the vapor barrier properties of the coating, but this was not critical to the liquid water barrier properties.
采用原位处理的正硅酸四乙酯(TEOS)制备的水性丁苯乳胶分散涂料应用于纸板上,其阻水性得到了改善。涂料中TEOS含量相当于0.8%的二氧化硅(SiO2;(23℃,50%相对湿度[RH])的水蒸气性能< 25 g/m2/天,当单层涂层为18 g/m2时,液液水阻隔性能Cobb 1800 s < 6 g/m2。在7 ~ 10 g/m2时,Cobb 1800 s的阻隔性能仍然良好(< 11 g/m2)。填充材料(如高岭土)的使用提高了涂层的气相阻隔性能,但这对液态水阻隔性能不是关键。
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引用次数: 0
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