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Analysis of Natural Convective Flow of Casson Fluid around an Inclined Rectangular Cylinder 卡森流体绕斜矩形圆柱自然对流流动分析
4区 工程技术 Q2 Engineering Pub Date : 2023-08-30 DOI: 10.24200/sci.2023.60747.6968
Olalekan Adebayo Olayemi, Tomisin Favour Ajide, Adebowale Martins Obalalu, Muneer A. Ismael
This paper presents the natural convection around a tilted hot cylinder immersed in Casson fluid and enclosed by a square container. The parameters of Casson fluid are set to be (0.1≤η ≤ 1.0), aspect ratio (0.1≤AR ≤ 0.7), tilt angle (0^°≤γ ≤ 90^° ) and Rayleigh number (10^3≤Ra ≤ 10^6) are inspected to reveal their influences on Casson fluid flow and heat transfer. The governing equations were solved with COMSOL Multiphysics 5.6 software. The walls of the enclosure and the cylinder are fixed as T_c and T_h. Findings are delineated as stream functions, isothermal contours, and average Nusselt numbers. The study reveals that for the range of η, AR and Ra investigated, the rate of heat transfer of the enclosure wall increases with increasing η, AR and Ra; while for the heated rectangular obstacle, the rate of heat transfer decreases with AR growth but improves with increasing η and Ra. At Ra=106, γ increment results in heat transfer enhancement for the enclosure and cylinder walls. For Ra in the interval of 10^3≤Ra ≤ 10^5, the response of the thermal profiles of both the rectangular cylinder and enclosure walls to cylinder orientation depends on the value of Ra and γ considered.
本文研究了浸没在卡森流体中并被方形容器包围的倾斜热圆柱体周围的自然对流。设置卡森流体的参数为(0.1≤η≤1.0)、长径比(0.1≤AR≤0.7)、倾角(0^°≤γ≤90°)和瑞利数(10^3≤Ra≤10^6),考察了这些参数对卡森流体流动和传热的影响。利用COMSOL Multiphysics 5.6软件求解控制方程。箱体壁和气缸壁分别固定为T_c和T_h。结果被描述为流函数、等温等高线和平均努塞尔数。研究表明:在η、AR和Ra范围内,壁面换热速率随η、AR和Ra的增大而增大;而对于加热后的矩形障碍物,传热速率随AR的增大而减小,随η和Ra的增大而增大。在Ra=106时,γ的增加导致壳体和柱壁的传热增强。当Ra在10^3≤Ra≤10^5区间内时,圆柱体和管壁的热廓线对圆柱体方向的响应取决于所考虑的Ra和γ的值。
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引用次数: 0
Analyzing the Impacts of Gasoline Price Change on Nationwide Trip Demand and Drivers’ Behavior Using Regression Discontinuity Design 用回归不连续设计分析汽油价格变动对全国出行需求和驾驶员行为的影响
4区 工程技术 Q2 Engineering Pub Date : 2023-08-30 DOI: 10.24200/sci.2023.58931.5973
Sepehr Saeidi, Zahra Amini
Gasoline is one of the essential commodities in today's societies and its price can affect different aspects of citizens' lives. This article studies the impacts of the sudden increase in gasoline price on the volume of intercity traffic at national and provincial scales, along with the changes in driving speed distribution and the percentage of speeding violations. The studied period includes four months in two consecutive years. Data was collected from more than 2400 loop detectors placed on the roads of 31 provinces of Iran. This data is used for implementing Regression Discontinuity Design (RDD) on traffic volume and speeding violation percentage. Statistical measures of speed distribution are also used to examine changes in driving speed. According to the literature, the optimal driving speed for fuel consumption is about 50 to 70 km/h. This study showed a 7.4% increase in the probability of driving in the 50 to 70 km/h range after the price increase. Also, according to research results, the volume of intercity traffic and the percentage of speeding violations has decreased due to the rise in gasoline price.
汽油是当今社会的基本商品之一,其价格可以影响公民生活的各个方面。本文研究了汽油价格突然上涨对全国和省域城际交通量的影响,以及车速分布和超速违规率的变化。研究期间为连续两年四个月。数据是从安装在伊朗31个省道路上的2400多个环路探测器收集的。该数据用于实现交通量和超速违章率的回归不连续设计(RDD)。速度分布的统计方法也用于检查驾驶速度的变化。根据文献,油耗的最佳行驶速度约为50 ~ 70 km/h。这项研究表明,价格上涨后,以50至70公里/小时的速度行驶的可能性增加了7.4%。此外,根据研究结果,由于汽油价格的上涨,城际交通量和超速违规率也有所下降。
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引用次数: 0
Numerical simulation of laminar flow and free convection heat transfer from an isothermal vertical flat plate 等温垂直平板层流和自由对流换热的数值模拟
4区 工程技术 Q2 Engineering Pub Date : 2023-08-30 DOI: 10.24200/sci.2023.61098.7139
Ali Belhocine, N. Stojanovic, O. I. Abdullah
In this modest work, we present a numerical study of the phenomenon of laminar natural convection in a vertical plate, whose wall was maintained at a constant temperature.It was assumed that the boundary layer problem was initially given in a two-dimensional flow even though the physical properties of the fluid were considered to be constant except for the density change with the temperature.The governing equations of the model have been transformed and simplified into a non-linear system of ordinary differential equations (ODE) through the use of similarity variables which we were able to solve numerically using the Runge-Kutta method. This method has better opted for the numerical resolution of this system which was developed in FORTRAN code on the computer. The numerical results of the model were presented in tabular form and the velocity and temperature profiles for various Prandtl numbers were analyzed and depicted graphically. Also, the expressions of the mean heat transfer rate and the average Nusselt number for the whole plate were obtained in the analysis. The results were compared at the end with the numerical results obtained in the literature, showing that they were in good agreement.
在这项适度的工作中,我们提出了一个垂直板的层流自然对流现象的数值研究,其壁面保持在恒定温度。假设边界层问题最初是在二维流动中给出的,即使流体的物理性质被认为是恒定的,除了密度随温度变化。利用相似变量将模型的控制方程转化为非线性常微分方程组,并利用龙格-库塔法对其进行数值求解。该方法较好地选择了该系统在计算机上用FORTRAN代码开发的数值分辨率。以表格形式给出了模型的数值计算结果,并对不同普朗特数下的速度和温度分布进行了分析和图解。得到了整个平板的平均换热率和平均努塞尔数的表达式。最后将计算结果与文献中的数值结果进行了比较,结果表明两者吻合较好。
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引用次数: 0
A novel BIM strategic plan development method for the water industry of Iran 一种新的伊朗水务行业BIM战略规划开发方法
4区 工程技术 Q2 Engineering Pub Date : 2023-08-30 DOI: 10.24200/sci.2023.60629.6903
Amin Alvanchi, Mohammad Amin Jafari, Nasim Didehvar
Cost overrun and time delays in water industry construction projects persuade the authorities to improve the project management approach by adopting building information modeling (BIM). However, BIM is new in the water industry and, with the many aspects and extensive details involved, its successful implementation requires an effective strategic plan. To address this need, in this project a customized BIM strategic plan development method is proposed and followed for the water industry projects in Iran. As a result, two 5-year implementation phases are proposed and specifications of the required infrastructures are outlined. The first phase targets the implementation of BIM maturity level one in pilot projects and BIM maturity level two becomes mandatory at the end of phase two. To the best of the authors' knowledge, for the first time, a systematic method for the BIM strategic plan development in an industry, with multiple organizations involved, is proposed in this research. The two types of BIM committees introduced and utilized in this research can inspire other BIM strategic plan development efforts for large industries, e.g. transportation industry, the electric power industry, and the oil and gas industry, with multiple organizations in charge and different types of construction projects implemented.
水务行业建设项目的成本超支和工期延误促使当局通过采用建筑信息模型(BIM)来改进项目管理方法。然而,BIM在水务行业是一个新事物,涉及到许多方面和广泛的细节,它的成功实施需要一个有效的战略计划。为了满足这一需求,本项目针对伊朗的水务项目提出并遵循了定制的BIM战略计划制定方法。因此,提出了两个为期5年的实施阶段,并概述了所需基础设施的规格。第一阶段的目标是在试点项目中实施BIM成熟度一级,第二阶段结束时,BIM成熟度二级将成为强制性的。据作者所知,本研究首次提出了一个涉及多个组织的行业中BIM战略计划制定的系统方法。本研究中引入和使用的两种类型的BIM委员会可以启发其他大型行业的BIM战略规划制定工作,例如交通运输行业,电力行业,石油和天然气行业,多个组织负责,实施不同类型的建设项目。
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引用次数: 0
Short Term Forecasting of Power Quality Distortions in Electrical Energy Systems with LSTM and GRU Networks 基于LSTM和GRU网络的电能系统电能质量畸变短期预测
4区 工程技术 Q2 Engineering Pub Date : 2023-08-23 DOI: 10.24200/sci.2023.61430.7300
Ismail Bozdag, Serhat Berat Efe, Ilyas Ozer
Technological development has led to a diversification of loads in transmission and distribution systems. The rise of non-linear loads in the system is one of the biggest effects of this variation as semiconductor technology develops. Nonlinear loads are characterized by current and voltage characteristics that are not purely sinusoidal, also known as harmonics. Harmonics cause the system insulation to degrade and increase energy loss. Therefore, it's crucial to get rid of harmonics before they occur. This study intends to lower the risk of distribution system damage by employing complex harmonic forecasting methods. An RNN-based forecasting algorithm has been created by using actual system power quality data obtained from the Organized Industrial Zone in Bandırma, Turkey. Parameters that are most likely to be neglected in simulation studies are also taken into account in the calculation by using actual data. Active power data, current harmonic data and calendar data were used together to design harmonic forecasting model. Graphs and calculations were used to discuss the results. The obtained minimum values of the RMSE, MAE, and MAPE are 2,116, 0,666 and 11,619, respectively. The convergence as a result of these calculations has allowed high forecasting performance of power quality distortions.
技术的发展导致了输配电系统负荷的多样化。随着半导体技术的发展,系统中非线性负载的增加是这种变化的最大影响之一。非线性负载的特点是电流和电压特性不是纯正弦的,也称为谐波。谐波导致系统绝缘退化,增加能量损耗。因此,在谐波出现之前消除它们是至关重要的。本研究旨在利用复杂谐波预测方法来降低配电系统的损坏风险。利用土耳其Bandırma有组织工业区的实际系统电能质量数据,建立了一种基于rnn的预测算法。在模拟研究中最容易被忽略的参数也在使用实际数据的计算中得到考虑。结合有功功率数据、电流谐波数据和日历数据,设计了谐波预测模型。用图表和计算来讨论结果。得到RMSE、MAE和MAPE的最小值分别为2116、0666和11619。这些计算结果的收敛性使得电能质量失真的预测性能很高。
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引用次数: 0
Optimized Deep Networks Structure to Improve the Accuracy of estimator algorithm in Deep Networks learning 优化深度网络结构以提高深度网络学习中估计器算法的准确性
4区 工程技术 Q2 Engineering Pub Date : 2023-08-23 DOI: 10.24200/sci.2023.62337.7782
Hamideh Rezaei Nezhad, Farshid Keynia, Amir Sabagh Molahosseini
An optimization algorithm based on training and learning is formed based on the process of training and learning in a class. A deep neural network is one of the types of feedforward neural networks whose connection pattern among its neurons is inspired by the visual cortex of animals' brain. The present study considers decreasing prediction error for the types of time series and the uncertainty in estimation parameters, improving the structure of the deep neural network and increasing response speed in the proposed neural network method; besides, the competitive performance and the collaboration among the neurons of deep neural network are also increased. Selected data is related to Qeshm weather (suitable weather conditions to study our purpose) prediction during 2016 onwards. In this study, for the purpose of analyzing the prediction issue of power consumption of domestic expenses in the indefinite and severe fluctuation mode, we decided to combine two methods of Long Short-Term Memory and Convolutional Neural Network. For the training of the deep network, the BP algorithm is used.
基于课堂上的训练和学习过程,形成了基于训练和学习的优化算法。深度神经网络是一种前馈神经网络,其神经元之间的连接模式受动物大脑视觉皮层的启发。本文提出的神经网络方法考虑了减小时间序列类型的预测误差和估计参数的不确定性,改进深度神经网络的结构,提高响应速度;此外,深度神经网络的竞争性能和神经元之间的协作能力也有所提高。所选数据与2016年以后的Qeshm天气(适合研究我们目的的天气条件)预测有关。在本研究中,为了分析不确定剧烈波动模式下的家庭消费电量预测问题,我们决定结合长短期记忆和卷积神经网络两种方法。对于深度网络的训练,采用了BP算法。
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引用次数: 0
A Novel Memristive Chaotic System with Hidden Attractors and a Line of Equilibria 一种具有隐吸引子和平衡线的记忆混沌系统
4区 工程技术 Q2 Engineering Pub Date : 2023-08-16 DOI: 10.24200/sci.2023.61440.7307
Zhen Wang, Sridevi Sriram, Huaigu Tian, Karthikeyan Rajagopal
This paper introduces a newly designed four-dimensional memristive chaotic system. The novel oscillator is chaotic regarding the findings that the system’s dynamic has one positive Lyapunov exponent. Also, due to the results of the equilibrium points analysis, it is shown that the oscillator has a line of equilibria, so the attractors of this system are hidden. Moreover, the study of energy dissipation of this system, power spectrum, and Poincaré sections are conducted to investigate the system's dynamics. The complex features of this system are investigated with the aid of bifurcation diagrams, Lyapunov exponents spectra, approximate entropy, and basin of attraction.
本文介绍了一种新设计的四维记忆混沌系统。从系统动力学有一个正李雅普诺夫指数的发现来看,新振荡器是混沌的。同时,根据平衡点分析的结果,表明该振子存在一条平衡点线,因此该系统的吸引子是隐藏的。此外,还对该系统的能量耗散、功率谱和poincarcars截面进行了研究,探讨了系统的动力学特性。利用分岔图、李雅普诺夫指数谱、近似熵和引力盆地等方法研究了该系统的复杂特征。
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引用次数: 0
Reduced-Order Approximation of Bilinear Systems Using a New Hybrid Method based on Balanced Truncation and Iterative Rational Krylov Algorithms 基于平衡截断和迭代有理Krylov算法的双线性系统降阶逼近新方法
4区 工程技术 Q2 Engineering Pub Date : 2023-08-16 DOI: 10.24200/sci.2023.61596.7394
H. Nasiri Soloklo, N. Bigdeli
This paper proposes a hybrid method for order reduction of the bilinear system model using Balanced Truncation (BT) and Bilinear Iterative Rational Krylov Algorithm (BIRKA). Bilinear BT (BBT) has low accuracy but guarantees stability, while BIRKA convergence suffers from sensitivity to initial choice of reduced-order system. The proposed method first determines the order of the reduced bilinear model by minimizing the index of Integral Square Error (ISE). Then, the initial guess of reduced-order system is provided via two approaches, BBT and Linear BT (LBT), to guarantee the convergence of BIRKA. The result of BBT is a good stable initial guess for BIRKA, but it is very computationally expensive to solve the generalized Lyapunov equations to find the solution. LBT decreases the computational complexity by providing the initial guess via solving the Lyapunov equations. To further decrease the complexity, the condition number is substituted in place of the eigenvalues in BIRKA. Three bilinear test systems are considered to show the efficiency of proposed method. Finally, the performance of the proposed method is compared with some classical methods. The results show that the convergence probability of BIRKA increases. Also, the time for the determining the model order reduction decreases.
本文提出了一种利用平衡截断(BT)和双线性迭代有理克雷洛夫算法(BIRKA)对双线性系统模型进行降阶的混合方法。双线性BT (BBT)精度较低,但能保证稳定性,而BIRKA收敛对降阶系统的初始选择敏感。该方法首先通过最小化积分平方误差(ISE)指标来确定降阶双线性模型的阶数。然后,通过BBT和线性BT (LBT)两种方法给出了降阶系统的初始猜测,以保证BIRKA的收敛性。对于BIRKA来说,BBT的结果是一个很好的稳定的初始猜测,但要求解广义Lyapunov方程来找到解,计算成本非常高。LBT通过求解李雅普诺夫方程来提供初始猜测,从而降低了计算复杂度。为了进一步降低复杂度,用条件数代替BIRKA中的特征值。以三个双线性测试系统为例,验证了该方法的有效性。最后,将该方法的性能与一些经典方法进行了比较。结果表明,BIRKA的收敛概率增大。此外,确定模型订单减少的时间也减少了。
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引用次数: 0
Visual Creativity through Concept Combination Using Quantum Cognitive Models 基于量子认知模型的概念组合视觉创意
4区 工程技术 Q2 Engineering Pub Date : 2023-08-16 DOI: 10.24200/sci.2023.61494.7340
Mozhdeh Ahrabi Tabriz, Tayebe Rafiei Atani, Mehrdad Ashtiani, Mohammad Reza Jahed-Motlagh
Computational creativity modeling, including concept combination, enables us to foster deeper abilities of AI agents. Although concept combination has been addressed in a lot of computational creativity studies, findings show incompatibility amongst empirical data of concept combination and the results of the used methods. In addition, even though recent neuroscientific studies show the crucial impact of retrieving concepts’ relations explicitly stored in episodic memory, it has been underestimated in modeling creative processes. In this paper, a quantum cognition-based approach is used to more effectively consider the context and resolve logical inconsistencies. Also, episodic memory is leveraged as the basis for the concept combination modeling process based on the created context. The result of the proposed process is a set of meaningful concepts and expressions as a combination of stimuli and related episodes which are used to depict a visual collage as an image. The significant improvement in the quality of results in comparison with the existing methods suggests that quantum-like modeling can be considered as the foundation for developing AI agents capable of creating artistic images or assisting a person during a creative process.
计算创造力建模,包括概念组合,使我们能够培养人工智能代理的更深层次的能力。虽然概念组合已经在许多计算创造力研究中得到了解决,但研究结果显示概念组合的经验数据与所使用方法的结果不相容。此外,尽管最近的神经科学研究表明,检索情景记忆中明确存储的概念关系的关键影响,但它在建模创造性过程中被低估了。本文采用基于量子认知的方法来更有效地考虑上下文和解决逻辑不一致。此外,情景记忆被用作基于所创建的上下文的概念组合建模过程的基础。所提出的过程的结果是一组有意义的概念和表达,作为刺激和相关情节的组合,用于将视觉拼贴画描绘为图像。与现有方法相比,结果质量的显著提高表明,类量子建模可以被视为开发能够创造艺术图像或在创作过程中协助人类的人工智能代理的基础。
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引用次数: 0
Numerical Simulation of Water Drop Deformation Under Electrical Fields in Oil Fields 油田电场作用下水滴变形的数值模拟
4区 工程技术 Q2 Engineering Pub Date : 2023-08-16 DOI: 10.24200/sci.2023.60920.7057
M. Taghian, S. Yaghoubi
The separation of a fluid from an immiscible liquid can be used in many natural ways. Traditional methods are currently used to accomplish this process. In this study, we attempted to investigate the effect of changes in the geometric radius of the water droplet in the oil medium and applied voltage to provide outputs which can be used to better design water separating electro-filter for crude oil. Furthermore, the most important innovation of this article is to study considering the effects of the presence and absence of Earth's gravity. The results of this work show that changes in geometry and voltage were effective in the deformation and movement of the drops, but their effects were not significant compared to the presence and absence of gravity. In other words, the effect of considering Earth's gravity in this study tends to make the results realistic, and the results would not be comparable to those obtained in the absence of Earth's gravity.
从不混溶的液体中分离液体可以用在许多自然的方法中。目前使用传统方法来完成这一过程。在本研究中,我们试图研究油介质中水滴几何半径的变化和施加电压的影响,为更好地设计原油分离水电过滤器提供输出。此外,本文最重要的创新之处在于考虑了地球引力存在和不存在的影响。这项工作的结果表明,几何形状和电压的变化对液滴的变形和运动是有效的,但与重力的存在和不存在相比,它们的影响并不显著。换句话说,在本研究中考虑了地球引力的影响,往往会使结果更加真实,所得结果无法与不考虑地球引力的结果相比较。
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引用次数: 0
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