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A Comparative Study of Artificial Intelligence Algorithms Used for an Accurate Image Geometric Dimensions Recognition 用于精确图像几何尺寸识别的人工智能算法的比较研究
Pub Date : 2022-10-18 DOI: 10.53332/kuej.v10i2.938
Mahmoud Mohamed Hamoud Kaid, Muawia Mohamed Ahmed Mahmoud
The process of distinguishing objects in digital images and recognizing them is a basic process in AI, in order to distinguish the object and determine its features. It has many uses in various engineering and medical fields. There is a great difficulty in recognizing digital images and distinguishing objects in them. This paper discusses some basic artificial intelligence techniques based on the geometric dimensions of the object in the image in order to recognize these objects and distinguish them from the background of the image. Where there is great difficulty in separating the object from its background, this paper presents the most accurate methods of programmatic application using Matlab environment to identify components in the image, its distinction, and its characteristics. The paper provides a comparison between these AI methods and chooses the most accurate one. AI recognition methods use various algorithms including algorithms based on color density and algorithms that depend on geometric dimensions such as Hue moment algorithms, Haralik features algorithms, and Zernike moment algorithms. In this paper these algorithms were applied to a group of images to extract the features of the object and the best one will be chosen with the aid of Matlab. The most accurate recognition process is chosen through building a digital library that contains many pictures and training the program on these images to recognize and distinguish the object in the image.
对数字图像中的物体进行区分和识别的过程是人工智能的一个基本过程,目的是区分物体并确定其特征。它在各种工程和医学领域有许多用途。数字图像的识别和物体的识别存在很大的困难。本文讨论了基于图像中物体几何尺寸的一些基本人工智能技术,以识别这些物体并将其与图像背景区分开来。针对目标与背景分离难度较大的问题,本文介绍了利用Matlab环境进行图像中组件识别的最准确的编程应用方法,以及它们的区别和特征。本文对这些人工智能方法进行了比较,并选择了最准确的方法。人工智能识别方法使用各种算法,包括基于颜色密度的算法和依赖几何维度的算法,如Hue矩算法、Haralik特征算法和Zernike矩算法。本文将这些算法应用于一组图像中提取目标的特征,并借助Matlab软件选择出最优的特征。通过构建包含大量图像的数字库,并在这些图像上训练程序来识别和区分图像中的物体,从而选择最准确的识别过程。
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引用次数: 0
Design of Smart College Using Raspberry Pi 基于树莓派的智能学院设计
Pub Date : 2022-10-18 DOI: 10.53332/kuej.v10i2.936
Mortada Mohammed Abdulwahab, Hussam Omer, Asaad Omer, O. Ayoub
Smart College refers to the technologies that have been developed to satisfy the needs of students and teachers in order to feel more confident in the education environment. These technologies facilitate the process of entry and exit and help to organize the time, these technologies also save the use of energy. The proposed design in this paper offers a complete control of all the electronic devices in the hall, whether within the collage or remotely from any place outside the college by using either android system or Wi-Fi technology. The design guarantees the system security, it does not allow anyone who is not authorized to enter or access it. The basic architecture of this design consists of raspberry pi device, group of drivers and relays .The system enables the manager of it to adjust the operation time of gates which controls the opening and closing time of the doors at specific time selected by the manager. This paper also includes a survey of most of the existed works related to this field. The proposed system has been experimentally proven to work successfully and it has high level of reiliabity and authentication.
智能学院是指为了满足学生和教师的需求而开发的技术,以便在教育环境中更有信心。这些技术方便了进出的过程,有助于组织时间,这些技术还节省了能源的使用。本文提出的设计通过使用android系统或Wi-Fi技术,可以完全控制大厅内的所有电子设备,无论是在学院内还是从学院外的任何地方远程控制。该设计保证了系统的安全性,不允许未经授权的人进入或访问。本设计的基本结构由树莓派装置、驱动器组和继电器组成,系统使其管理员能够调节门的工作时间,控制门在管理员选择的特定时间的开闭时间。本文还包括对与该领域相关的大多数现有著作的综述。实验证明,该系统工作成功,具有较高的可靠性和可认证性。
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引用次数: 0
Performance Evaluation of Pulse Position Modulation Scheme in Automatic Dependent Surveillance Broadcast System 自动依赖监视广播系统中脉冲位置调制方案的性能评价
Pub Date : 2022-10-18 DOI: 10.53332/kuej.v10i2.940
Khalid Hassan, Mohamed Abdallah
this paper presents a new formula for calculating the Bit Error Rate (BER) and the Packet Error Rate (PER) for binary pulse position modulation scheme which had been used in Automatic Dependent Surveillance Broadcast (ADS-B) system, ADS-B system is used in air traffic surveillance and control. ADS-B system uses the Binary Pulse Position Modulation (BPPM) scheme in the link between the aircraft and the ground station. The results show that the simulated bit-error rate and packet error rate are approximately matches the theoretical one; these results have been obtained for both coherent and non-coherent detection. As a result, mathematical formulas to represent the probability of error for BPPM are also derived for both coherent and no-coherent detection scheme.
本文提出了用于空中交通监控广播(ADS-B)系统的二进制脉冲位置调制方案的误码率(BER)和包误码率(PER)的新计算公式。ADS-B系统在飞机和地面站之间的链路中使用二进制脉冲位置调制(BPPM)方案。结果表明,模拟误码率和包错误率与理论值基本吻合;这些结果在相干和非相干检测中都得到了。在此基础上,推导出了相干和非相干检测方案中BPPM误差概率的数学表达式。
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引用次数: 0
UAV 3D Photogrammetric Mapping & GIS Development Case Study: Khartoum Railway Station 无人机三维摄影测量制图与GIS开发案例研究:喀土穆火车站
Pub Date : 2022-10-18 DOI: 10.53332/kuej.v9i1.947
Ali Y. Ali, Mohammed A. Aldalil, Yasir A. Almukashfi, Gamal H. Seedahmed
Aerial and satellite images are conventionally used as a main data source for image-based geospatial data collection, map production, and updating purposes. However, it can be time consuming and costly to obtain them. Recently, Unmanned Aerial Vehicles (UAVs) are emerging as suitable technology, which has the potential to provide information with a very high spatial and temporal resolution at a low cost. This paper aims to demonstrate and evaluate the potential of using UAVs for 3D photogrammetric mapping and GIS development as an affordable solution for many developing countries. Part of Khartoum railway station is used as a case study in which 127 images were collected with a DJI Phantom 4 at a flying height of 100 m. RTK-GPS and ground control points are used to improve the absolute accuracy of dereferencing. Two different software, namely, Pix4D and Photo scan are used to generate standard geospatial products such as Digital Surface Model (DSM), Digital Terrain Model (DTM), and orthophoto covering 0.225 km² with a spatial resolution of 3.61 cm. The final orthophoto with a positional accuracy of 2.4 cm was used to extract features for mapping purposes. General quantitative and qualitative control of the UAV data products and the final outputs were performed, indicating that the obtained accuracies comply with international standards. Moreover, possible problems and further perspectives were also discussed. The obtained results demonstrate that UAVs provide promising opportunities to create high-resolution and highly accurate orthophotos, thus facilitating map creation and updating. In addition, it demonstrates the capability of commercial photogrammetric software packages for automatic 3D reconstruction.
航空和卫星图像通常被用作基于图像的地理空间数据收集、地图制作和更新目的的主要数据源。然而,获得它们可能是耗时且昂贵的。最近,无人机(uav)作为一种合适的技术正在兴起,它有可能以低成本提供具有非常高的空间和时间分辨率的信息。本文旨在展示和评估使用无人机进行3D摄影测量测绘和GIS开发的潜力,作为许多发展中国家负担得起的解决方案。以喀土穆火车站的一部分为例,在100米的飞行高度上,用大疆幻影4收集了127张图像。利用RTK-GPS和地面控制点来提高解参的绝对精度。使用Pix4D和Photo scan两种不同的软件生成标准地理空间产品,如数字地表模型(DSM)、数字地形模型(DTM)和正射像,覆盖0.225 km²,空间分辨率为3.61 cm。最终的正射影像以2.4 cm的定位精度提取特征用于制图。对无人机数据产品和最终输出进行了一般的定量和定性控制,表明所得精度符合国际标准。并对可能存在的问题和进一步的展望进行了讨论。获得的结果表明,无人机为创建高分辨率和高精度的正射影像提供了很好的机会,从而促进了地图的创建和更新。此外,它还展示了商业摄影测量软件包的自动三维重建能力。
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引用次数: 0
On The Effects of Equal Weights on the Derived Parameters From Least Squares Solution 等权对最小二乘解导出参数的影响
Pub Date : 2022-10-18 DOI: 10.53332/kuej.v10i2.944
Gamal H. Seedahmed
Equal weighting is a general strategy in the least squares solutions to reflect the equal contribution of observations that were obtained, for example, by identical measurement systems or similar measurement procedures or algorithms. This type of weighting can be imposed either implicitly or explicitly. Implicit weighting takes the form of an identity weight matrix while explicit weighting is imposed by a weight matrix of equal and known variance value of the observations. Through theoretical and numerical demonstrations, this paper shows that equal weights do not affect the estimated parameters and the residuals in the least squares solution. Moreover, for a relatively large set of observations, the estimated variance component converges to the variance of the original observations in the case of the implicit weighting; and it converges to a value that is very close to one in the case of explicit weighting. In addition, the posterior variance-covariance or dispersion matrices in the implicit and explicit cases are very close to each other after the adjustment. In this study, Monte Carlo simulation was used to generate numerical values of random noise from a normal distribution. This random noise was added to the coordinates of a straight-line for practical evaluation of the proposed arguments.
等权是最小二乘解的一般策略,以反映例如通过相同的测量系统或类似的测量程序或算法获得的观测值的相等贡献。这种类型的权重可以隐式或显式地施加。隐式加权采用单位权重矩阵的形式,显式加权采用观测值方差值相等且已知的权重矩阵。通过理论和数值证明,等权不影响最小二乘解的估计参数和残差。此外,对于较大的观测值集,在隐式加权情况下,估计方差分量收敛于原始观测值的方差;在显式加权的情况下它会收敛到一个非常接近于1的值。此外,调整后隐式和显式情况下的后验方差-协方差或离散矩阵非常接近。在本研究中,采用蒙特卡罗模拟从正态分布中生成随机噪声的数值。这种随机噪声被添加到一条直线的坐标上,以便对所提出的论点进行实际评估。
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引用次数: 0
A New Vertical Handover Prediction Method for Heterogeneous Wireless Networks 异构无线网络垂直切换预测新方法
Pub Date : 2022-10-18 DOI: 10.53332/kuej.v10i2.942
Safa Abd ELWahab M. Ibrahim, Mohammad Ali H. Abbas
Long Term Evolution (LTE) is the fourth generation (4G) cellular network technology that provides improved performance that related to data rate, coverage and capacity compared to earlier cellular systems. The addition of many small cells in a heterogeneous network configuration provides a means to enhance capacity through extreme frequency reuse. The heterogeneous environment of different network technologies can provide high data rate and enhance multimedia services, but it is challenging to provide optimized handover (HO). In this paper, a new method is proposed to select the optimal network from available networks to which a UE may be handed over to achieve better QoS performance. The aggregation of multiple criteria for calculation of overall ranking of networks is obtained by Analytical Hierarchy Process (AHP) [1] and is combined with the history of previously visited cells and regression analysis of the Layer 1 (L1) and Layer 3 (L3) filtered Received Signal Strength (RSS) data for prediction of future values. The AHP is used to calculate the weights for the system attributes and to rank the available networks based on multiple criteria Multiple Attribute Decision Making (MADM). The sequence of visited cells is used in target network selection as it reduces frequent handover. The sequence of visited cells would be modeled as a Markov Chain. To assess RSS, beside L1, L3 filtering RSS prediction and smoothing is used to predict future signal samples to hasten the process of HO. RSS forecasting is used to predict handover necessity so as to reduce the handover delay. The results show that the number of handovers is reduced by up to 50% compared to the conventional AHP. The results also show that the threshold crossing rate and average duration of fades are reduced by 47% compared with the AHP. Handover delay is also reduced by up to 40 ms due to RSS forecasting.
长期演进(LTE)是第四代(4G)蜂窝网络技术,与早期的蜂窝系统相比,它在数据速率、覆盖范围和容量方面提供了更好的性能。在异构网络配置中添加许多小单元提供了一种通过极端频率重用来增强容量的方法。不同网络技术的异构环境可以提供高数据速率和增强多媒体业务,但如何提供优化的切换(HO)是一个挑战。本文提出了一种从可用网络中选择最优网络的新方法,以获得更好的QoS性能。通过层次分析法(AHP)[1]获得计算网络总体排名的多个标准的集合,并结合先前访问细胞的历史和第一层(L1)和第三层(L3)过滤的接收信号强度(RSS)数据的回归分析,以预测未来的值。层次分析法用于计算系统属性的权重,并基于多准则的多属性决策(multiple Attribute Decision Making, MADM)对可用网络进行排序。由于访问单元的序列减少了频繁切换,因此可以用于目标网络的选择。访问细胞的序列将被建模为马尔可夫链。为了评估RSS,除了L1滤波,L3滤波还使用RSS预测和平滑来预测未来的信号样本,以加速HO的过程。采用RSS预测来预测切换必要性,以减少切换延迟。结果表明,与传统的AHP相比,移交次数减少了50%。结果还表明,与层次分析法相比,该方法的阈值穿越率和平均持续时间降低了47%。由于RSS预测,切换延迟也减少了多达40毫秒。
{"title":"A New Vertical Handover Prediction Method for Heterogeneous Wireless Networks","authors":"Safa Abd ELWahab M. Ibrahim, Mohammad Ali H. Abbas","doi":"10.53332/kuej.v10i2.942","DOIUrl":"https://doi.org/10.53332/kuej.v10i2.942","url":null,"abstract":"Long Term Evolution (LTE) is the fourth generation (4G) cellular network technology that provides improved performance that related to data rate, coverage and capacity compared to earlier cellular systems. The addition of many small cells in a heterogeneous network configuration provides a means to enhance capacity through extreme frequency reuse. The heterogeneous environment of different network technologies can provide high data rate and enhance multimedia services, but it is challenging to provide optimized handover (HO). In this paper, a new method is proposed to select the optimal network from available networks to which a UE may be handed over to achieve better QoS performance. The aggregation of multiple criteria for calculation of overall ranking of networks is obtained by Analytical Hierarchy Process (AHP) [1] and is combined with the history of previously visited cells and regression analysis of the Layer 1 (L1) and Layer 3 (L3) filtered Received Signal Strength (RSS) data for prediction of future values. The AHP is used to calculate the weights for the system attributes and to rank the available networks based on multiple criteria Multiple Attribute Decision Making (MADM). The sequence of visited cells is used in target network selection as it reduces frequent handover. The sequence of visited cells would be modeled as a Markov Chain. To assess RSS, beside L1, L3 filtering RSS prediction and smoothing is used to predict future signal samples to hasten the process of HO. RSS forecasting is used to predict handover necessity so as to reduce the handover delay. The results show that the number of handovers is reduced by up to 50% compared to the conventional AHP. The results also show that the threshold crossing rate and average duration of fades are reduced by 47% compared with the AHP. Handover delay is also reduced by up to 40 ms due to RSS forecasting.","PeriodicalId":23461,"journal":{"name":"University of Khartoum Engineering Journal","volume":"15 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"91363029","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
A Physicochemical Study of Cost-Effective Liquid Desiccants for Use in an air conditioning systems 用于空调系统的高性价比液体干燥剂的理化研究
Pub Date : 2022-10-18 DOI: 10.53332/kuej.v10i2.941
Salim Obeid, Yousef Al Horr, A. Hakki, Kamal Nasreldin Abdalla
Liquid desiccant systems (LDS) have attracted attention as promising low-energy alternative cooling solutions relative to conventional systems. An integral part of the LDS dehumidification capability depends on the composition of the hygroscopic desiccants utilized. The vapour pressure of different hygroscopic salt solutions and mixtures thereof have been measured at a temperature of 298.15K using a Yamamoto configuration. The initial validation of the measurement configuration using a single salt solution has exhibited a satisfactory correlation with vapour pressures reported by previous authors at various concentrations. The performance of MgCl2 solution was found to be comparable to that of LiCl. The results have shown that MgCl2 solution with 30% w/v concentration is sufficient to maintain the equilibrium relative humidity (ERH) at 50%, the recommended value for the human comfort zone, a value close to that obtained from LiCl solution (ERH = 55%) with the same concentration. Moreover, the best performing salt solution mixtures were found to be magnesium and lithium chlorides. Considering that the cost of LiCl is 23 times higher than that of MgCl2, the potential replacement of LiCl with MgCl2 in LDS is very promising from both a performance and cost point of view. The concentrated seawater brines have also shown a very promising performance comparable with that of 50% CaCl2– 50% MgCl2 artificial mixture.
液体干燥剂系统(LDS)作为一种较有前途的低能耗制冷替代方案而备受关注。LDS除湿能力的一个组成部分取决于所使用的吸湿干燥剂的组成。在298.15K的温度下,用山本结构测量了不同吸湿性盐溶液及其混合物的蒸气压。使用单一盐溶液的测量配置的初步验证显示了与先前作者在不同浓度下报告的蒸汽压力的令人满意的相关性。结果表明,MgCl2溶液的性能与LiCl相当。结果表明,30% w/v浓度的MgCl2溶液足以将平衡相对湿度(ERH)维持在50%,这是人体舒适区的推荐值,接近相同浓度的LiCl溶液(ERH = 55%)的值。此外,氯化镁和锂盐溶液混合物的性能最好。考虑到LiCl的成本是MgCl2的23倍,从性能和成本的角度来看,MgCl2在LDS中替代LiCl的潜力是非常有希望的。浓盐水的性能与50% CaCl2 - 50% MgCl2的人工混合物相当。
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引用次数: 0
Design and Manufacturing of a Low Cost 3 Axis CNC Router Machine 低成本三轴数控刨床的设计与制造
Pub Date : 2022-10-18 DOI: 10.53332/kuej.v9i1.945
Mudawi I Adam, Amr Elhussein, Awab Khogali
Computer numerical controlled machines (CNC) are playing a huge role in the Industry today. It is capable of producing complex parts in large volumes along with keeping high level of accuracy. This paper presents a simple design of a 3 axis CNC routing Machine. The machine is driven by stepper motors utilizing lead screws and guides manufactured in a local workshop using conventional manufacturing techniques. The machine is controlled by Mach-3 open source software connected to the machine via parallel port and a breakout board which is connected directly to stepper motors. The hand calculation for the design of the lead screws and the sizing of the motor were carried out. The 3D model was built using Computer aided design software. After the fabrication experimental tests were conducted to measure the performance and the accuracy of the CNC.
计算机数控机床(CNC)在当今工业中发挥着巨大的作用。它能够大批量生产复杂的零件,同时保持高水平的精度。本文介绍了一种三轴数控走线机的简单设计。该机器由步进电机驱动,采用当地车间使用传统制造技术制造的丝杆和导轨。机器由Mach-3开源软件控制,通过并口与机器相连,分线板直接与步进电机相连。对丝杠的设计和电机的尺寸进行了手工计算。利用计算机辅助设计软件建立三维模型。制作完成后,对CNC的性能和精度进行了测试。
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引用次数: 0
Nomograph for Predicting Swelling Potential of Expansive Subgrade Soil 预测膨胀路基土膨胀势的Nomograph
Pub Date : 2022-10-18 DOI: 10.53332/kuej.v10i2.939
Omer S. M. Hamza, Magdi M. E. Zumrawi, Awad E. M. Mohamed
This paper investigates empirical correlation between expansive soil index properties and soil swelling. The paper uses the concept of Nomographs to develop one for prediction of soil swelling. Disturbed soil samples from different regions in Sudan were collected to represent the most challenging soils in the country. The samples were collected from Al-Qadarif (S1), Wad Medani (S2) and Al-Giraif East in Khartoum (S3). The basic properties of the soil samples were thoroughly measured. The three soils gave high swelling potential and high plasticity. The X-ray diffraction test results showed that S1 has the highest montmorillonite than the other two soils. Therefore S1 is considered as the most expansive soil compared with the other soils. The consistency factor which was developed can be used to correlate the basic properties of the soil with the soil swelling. The consistency factor is a combination of the moisture content, dry density, void ratio, liquid limit and plasticity index. These parameters are combined in a way reflecting the influence of each of them on the soil property. The swelling properties were measured for the soil samples compacted at different moisture content and different dry densities. Very good linear relationships were developed between the swelling properties and the consistency factor. The correlations developed were verified by using data reported by some previous researchers. Using the relationships developed in this study, Nomograph was designed so as to make easy to predict swelling potential.
本文研究了膨胀土指标性质与土体膨胀的经验相关性。本文利用Nomographs的概念建立了一种预测土壤膨胀的Nomographs。从苏丹不同地区收集了受干扰的土壤样本,以代表该国最具挑战性的土壤。样本采集于喀土穆的Al-Qadarif (S1)、Wad Medani (S2)和Al-Giraif East (S3)。对土样的基本性质进行了全面测定。三种土均具有较高的膨胀势和塑性。x射线衍射测试结果表明,S1土中蒙脱土含量最高。因此S1被认为是最膨胀的土。所建立的一致性因子可用于将土体的基本性质与土体的膨胀联系起来。稠度系数是含水率、干密度、空隙比、液限和塑性指数的组合。这些参数以一种反映它们各自对土壤性质影响的方式组合在一起。测定了不同含水量、不同干密度压实土样的膨胀特性。膨胀特性与稠度因子之间存在很好的线性关系。使用一些先前研究人员报告的数据验证了所开发的相关性。利用本研究建立的关系,设计了Nomograph,以便于预测肿胀电位。
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引用次数: 0
Modeling and Simulation of Water-Gas Shift Reactors with and without Membrane 有膜和无膜水煤气转换反应器的建模与仿真
Pub Date : 2022-10-18 DOI: 10.53332/kuej.v9i1.946
Wesam A. Abbas, Kamil M.Wagiallah, Fathelrahman A. Elsheikh
The objective of this study is to investigate the usage of membrane reactor technology in the water-gas shift reaction. Furthermore an assessment of the optimum parameters for the maximum conversion of carbon monoxide was carried out. The water-gas shift reaction is a well-known step for upgrading carbon monoxide to carbon dioxide in the production of purified Hydrogen gas. More recently, a renewed interest in the water-gas reaction carried out in hydrogen selective membrane reactors has been observed, because of the growing use of polymeric electrolyte membrane fuel cells, that operate using high-purity hydrogen. Membrane reactors are viewed as an interesting technology in order to overcome the equilibrium conversion limitations in non-membrane reactors. Firstly, the modelling and simulation of the reactor without membrane was carried out, and the obtained results were validated against the experimental published results, then the membrane reactor was simulated by employing a Hydrogen-selective Palladium membrane. A one dimensional steady state model was developed; mass and heat balances were solved simultaneously using MATLAB software. It was found that the conversion of carbon monoxide reaches a maximum of 29% for the non-membrane reactor and 90% for the membrane reactor, which represents an improvement of 210%. It was found that the optimum operating condition for membrane reactor were temperatures of 740 K, pressure of 10 atm and a reactor length of 115 cm.
本研究的目的是探讨膜反应器技术在水煤气移位反应中的应用。并对最大一氧化碳转化率的最佳参数进行了评价。水气转换反应是在生产纯化氢气时将一氧化碳转化为二氧化碳的一个众所周知的步骤。最近,由于使用高纯度氢的聚合物电解质膜燃料电池的使用越来越多,人们对氢选择膜反应器中进行的水气反应重新产生了兴趣。为了克服非膜反应器的平衡转化限制,膜反应器被视为一种有趣的技术。首先对无膜反应器进行了建模和仿真,并将仿真结果与已有的实验结果进行了验证,然后采用选氢钯膜对膜反应器进行了仿真。建立了一维稳态模型;利用MATLAB软件同时求解质量平衡和热平衡。结果表明,无膜反应器的一氧化碳转化率最高可达29%,膜反应器最高可达90%,提高了210%。结果表明,膜反应器的最佳运行条件为温度740 K,压力10 atm,反应器长度115 cm。
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引用次数: 0
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University of Khartoum Engineering Journal
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