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Algorithm of Predicting Heart Attack with using Sparse Coder 稀疏编码器预测心脏病发作的算法
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.5829/ije.2023.36.12c.08
S. Mohamadzadeh, M. Ghayedi, S. Pasban, A. K. Shafiei
One of the most serious causes of disease in the world's population, which kills many people worldwide every year, is heart attack. Various factors are involved in this matter, such as high blood pressure, high cholesterol, abnormal pulse rate, diabetes, etc. Various methods have been proposed in this field, but in this article, by using sparse codes in the classification process, higher accuracy has been achieved in predicting heart attacks. The proposed method consists of two parts: preprocessing and sparse code processing. The proposed method is resistant to noise and data scattering because it uses a sparse representation for this purpose. The spars allow the signal to be displayed at its lowest value, which leads to improve computing speed and reduce storage requirements. To evaluate the proposed method, the Cleveland database has been used, which includes 303 samples and each sample has 76 features. Only 13 features are used in the proposed method. FISTA, AMP, DALM and PALM classifiers have been used for the classification process. The accuracy of the proposed method, especially with the PALM classifier, is the highest among other classifiers with 96.23%, and the other classifiers are 95.08%, 94.11% and 94.52% for DALM, AMP, FISTA, respectively.
心脏病是世界人口中最严重的疾病之一,每年在世界范围内造成许多人死亡。这件事涉及到各种因素,如高血压、高胆固醇、脉搏异常、糖尿病等。在这一领域已经提出了各种方法,但在本文中,通过在分类过程中使用稀疏编码,在预测心脏病发作方面取得了更高的准确性。该方法由预处理和稀疏码处理两部分组成。由于采用了稀疏表示,该方法能够抵抗噪声和数据散射。spar允许信号以最低值显示,从而提高计算速度并减少存储需求。为了评估所提出的方法,使用了克利夫兰数据库,该数据库包括303个样本,每个样本有76个特征。该方法仅使用了13个特征。在分类过程中使用了FISTA、AMP、DALM和PALM分类器。其中PALM分类器的准确率最高,达到96.23%,DALM、AMP、FISTA分类器的准确率分别为95.08%、94.11%和94.52%。
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引用次数: 0
Discrimination between Inrush and Internal Fault Currents in Power Transformers Using Hyperbolic S-Transform 利用双曲s变换判别电力变压器励磁涌流和内部故障电流
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.5829/ije.2023.36.12c.07
L. A. Yaseen, A. Ebadi, A. A. Abdoos
Numerous methods exist to distinguish between inrush current and internal faults, but these approaches have not yet become practical due to their inherent limitations. As a result, conventional methods, despite their well-known drawbacks, continue to be widely used in practice. In this paper, a new method based on time-frequency analysis is presented for detecting inrush current situations. To do this, a diverse array of scenarios involving a power transformer switching ON and internal fault cases are simulated using the PSCAD/EMTDC software package. Then, a hyperbolic S-transformer is employed to extract a determining index from the simulation results. Finally, a suitable threshold value for this index is computed so that inrush current can be distinguished from fault current by comparing the index with its threshold. Evaluation of the efficiency of the proposed method using simulation and real data confirms its excellent accuracy. Therefore, it can be used in algorithms for power transformer differential protection to improve their stability during inrush current transients.
存在许多方法来区分浪涌电流和内部故障,但由于其固有的局限性,这些方法尚未成为实用。因此,尽管传统方法有众所周知的缺点,但在实践中仍被广泛使用。本文提出了一种基于时频分析的新型励磁涌流电流检测方法。为此,使用PSCAD/EMTDC软件包模拟了涉及电源变压器开开关和内部故障情况的各种场景。然后,利用双曲s型变压器从仿真结果中提取判定指标。最后,计算出该指标的合适阈值,通过将该指标与其阈值进行比较,将涌流与故障电流区分开来。仿真和实际数据验证了该方法的有效性。因此,该方法可用于电力变压器差动保护算法中,以提高变压器在涌流瞬态时的稳定性。
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引用次数: 0
Hierarchical Coverage Repair Policies Optimization by Dhouib-Matrix-4 Metaheuristic for Wireless Sensor Networks using Mobile Robot 基于dhouib -矩阵-4元启发式的移动机器人无线传感器网络分层覆盖修复策略优化
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.5829/ije.2023.36.12c.03
S. Dhouib
The wireless sensor networks represent a wide range of potential application, they are composed of a set of energy-constrained sensors used for detecting events and then sending information. In this paper, the novel metaheuristic Dhouib-Matrix-4 (DM4) is enhanced to optimize the coverage repair policies for wireless sensor networks using a mobile robot with different moving speeds. Hierarchically, two conflicted criteria are considered: at first the number of sensors to be visited in time is maximized, then at second, the trajectory distance of the mobile robot is minimized. Therefore, maximizing the lifetime of sensors and minimizing the path of the mobile robot is a challenging issue. DM4 is a multi-start method which uses at each start the novel greedy heuristic Dhouib-Matrix-TSP1 in order to generate an initial basic feasible solution which will be intensified by the new local search technique entitled Far-to-Near. DM4 is applied on several TSP-LIB standard instances from the literature where the moving speed (w) of a mobile actor varied from 0.4 to 1. The performance of DM4 is proven by comparing its results to those generated by the Evolutionary Algorithm (EA). DM4 is developed under Python programming language and a graphical representation of the generated solution is illustrated.
无线传感器网络具有广泛的潜在应用前景,它们由一组能量受限的传感器组成,用于检测事件并发送信息。本文对一种新的元启发式Dhouib-Matrix-4 (DM4)进行了改进,利用不同移动速度的移动机器人对无线传感器网络的覆盖修复策略进行了优化。从层次上考虑了两个相互冲突的准则:一是使及时访问的传感器数量最大化,二是使移动机器人的轨迹距离最小化。因此,最大化传感器的使用寿命和最小化移动机器人的路径是一个具有挑战性的问题。DM4是一种多起点方法,它在每个起点都使用新颖的贪婪启发式Dhouib-Matrix-TSP1来生成初始基本可行解,并通过新的局部搜索技术进行强化。DM4应用于文献中的几个TSP-LIB标准实例,其中移动actor的移动速度(w)在0.4到1之间变化。通过将DM4的结果与进化算法(EA)生成的结果进行比较,证明了DM4的性能。DM4是在Python编程语言下开发的,并给出了生成的解决方案的图形化表示。
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引用次数: 1
Predicting Service Life of Polyethylene Pipes under Crack Expansion using "Random Forest" Method 用“随机森林”方法预测聚乙烯管道裂纹扩展的使用寿命
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.5829/ije.2023.36.12c.14
P. Aleksander G., T. Yifan, Z. Fuming
The study of factors influencing the performance of PE pipe against rapid crack expansion is of great significance for the safe use of PE pipe. This paper analyzes the role of each step in the algorithm based on the theoretical basis of random forest, and proposes an improved random forest method based on recursive feature elimination by changing the node splitting rules to address the shortcomings of the random forest classification accuracy. The method is used to analyze the effect of rapid crack expansion of PE pipe in terms of pipe size and wall thickness, impact knife speed, and notched impact strength of simply supported beams. Under the same conditions, the extended crack lengths of DN260, DN150 and DN65 pipes are 197, 164 and 128 mm, respectively, while the crack lengths of PE80 pipes are 24, 210 and 239 mm at impact knife speeds of 10, 15 and 20 m/s, respectively. The higher the notched impact strength of the simple beam, the higher the critical pressure value and the better the RCP resistance. The study of rapid crack expansion of PE pipe based on deep learning algorithm can identify the main internal and external factors affecting the RCP resistance of PE pipe and provide a solid basis for PE pipe life prediction.
研究影响PE管材抗快速裂纹扩展性能的因素,对PE管材的安全使用具有重要意义。本文基于随机森林的理论基础,分析了算法中每一步的作用,并通过改变节点分裂规则,提出了一种基于递归特征消除的改进随机森林方法,以解决随机森林分类精度的不足。采用该方法分析了PE管快速裂纹扩展对管径、壁厚、冲击刀速、简支梁缺口冲击强度的影响。相同条件下,冲击刀速度为10、15和20 m/s时,DN260、DN150和DN65管材的扩展裂纹长度分别为197、164和128 mm, PE80管材的扩展裂纹长度分别为24、210和239 mm。简支梁的缺口冲击强度越高,临界压力值越高,抗RCP性能越好。基于深度学习算法的PE管快速裂纹扩展研究可以识别影响PE管抗RCP阻力的主要内外因素,为PE管寿命预测提供坚实的依据。
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引用次数: 0
Utilizing Semi-Variograms and Geostatistical Approach for Land Value Model in Urban Region 利用半变方差和地统计学方法建立城市土地价值模型
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.5829/ije.2023.36.12c.12
N. T. Sugito, I. Gumilar, A. Hernandi, A. P. Handayani, M. Dede
The availability of land in Bandung City become a challenge for urban development. Bandung has long been an urbanization destination for Indonesians besides Jakarta, Surabaya, Medan, and Makassar. Currently there was still limited research that explores land values and spatial planning for urban areas. This study aims to develop spatial modeling for land values using a semi-variogram and geostatistical approach in urban areas. Our research was conducted in Bandung City, West Java (Indonesia). Data was selected based on purposive sampling involving 50 land price and 95 building price samples throughout the city. The collected data were then analyzed using 4 semi-variogram models and Ordinary Kriging to derive the spatial distribution of land values. Land value referred to spatial modeling from the geographic information system. The results of the analysis indicated that the semi-variogram stable type was the most suitable model, exhibiting the minimum error by root mean square, mean standardized, root mean square standardized, and average standard error. According to our model, the areas with the highest land values are located close to the city square “Alun-alun”, which is closely associated with government offices, trading areas, defense and security facilities, service areas, education, cultural tourism, and high-density housing. These areas are well known since the Dutch East Indies era. Interestingly, despite the growth pole in Gedebage, the western part of Bandung has higher land values compared to the eastern part. This could be attributed to historical and actual aspects which have had a greater impact on land values than regional plans implemented by the government. Land values management is necessary to guarantee living space as well as to achieve a sustainable city.
万隆市的土地供应成为城市发展的一个挑战。万隆长期以来一直是印尼人除了雅加达、泗水、棉兰和望加锡之外的城市化目的地。目前关于城市土地价值和空间规划的研究还很有限。本研究的目的是利用半变异图和地理统计方法在城市地区开发土地价值的空间模型。我们的研究是在西爪哇(印度尼西亚)万隆市进行的。数据的选择是基于有目的的抽样,涉及全市50个土地价格和95个建筑价格样本。然后利用4种半变异函数模型和普通克里格法对收集的数据进行分析,得出土地价值的空间分布。土地价值参考了地理信息系统的空间建模。分析结果表明,半变异函数稳定型是最合适的模型,其均方根、标准化均方根、标准化均方根和平均标准误差最小。根据我们的模型,地价最高的区域位于城市广场“Alun-alun”附近,与政府办公、贸易区域、国防和安全设施、服务区域、教育、文化旅游和高密度住宅密切相关。这些地区自荷属东印度时代以来就很有名。有趣的是,尽管Gedebage是增长极,万隆西部的土地价值却高于东部。这可能是由于历史和实际方面比政府实施的区域规划对土地价值的影响更大。土地价值管理是保证居住空间和实现城市可持续发展的必要条件。
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引用次数: 0
Optimal Capacity and Location for Renewable-based Microgrids Considering Economic Planning in Distribution Networks 考虑配电网经济规划的可再生微电网最优容量和布局
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.5829/ije.2023.36.12c.06
R. Aazami, S. Dabestani, M. Shirkhani
By integrating distributed generation resources with the distribution network, the stability and reliability of the distribution network will increase. Due to the advantages of microgrids and the need to implement them, as well as the high cost of installation of distributed generation resources, the existence of a comprehensive and optimal method by considering various aspects of microgrid design is felt more than ever. In this paper, an optimal method for designing microgrids with various conditions is presented. In the first stage, the design of microgrids is discussed on a multi-purpose basis, considering its economic aspects. At this stage, to make a compromise between the economic aspects, the proposed problem is modeled as two-objective functions. In the second stage, the design of distributed generation sources is done in the first level and then in the second level, the optimal placement of switches is done to determine the electrical boundaries of microgrids. In this paper, the discussion of optimal microgrid location based on economic planning using a two-level particle swarm optimization (PSO) algorithm on the standard IEEE 33 Bus network in MATLAB software was performed and for this network, three microgrids with two keys were used.
通过将分布式发电资源与配电网相结合,可以提高配电网的稳定性和可靠性。由于微电网的优势和实施需求,以及分布式发电资源的高安装成本,人们比以往任何时候都更需要一种综合考虑微电网设计各方面的综合优化方法。本文提出了一种多种条件下的微电网优化设计方法。在第一阶段,微电网的设计是在多用途的基础上,考虑其经济方面进行讨论。在这个阶段,为了在经济方面做出妥协,提出的问题被建模为双目标函数。在第二阶段,首先进行分布式电源的设计,然后在第二级进行开关的优化布置,以确定微电网的电边界。本文在MATLAB软件中,利用两级粒子群优化算法在标准IEEE 33总线网络上讨论了基于经济规划的最优微网选址问题,该网络采用3个双键微网。
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引用次数: 0
Design and Analysis of Hetero Dielectric Dual Material Gate Underlap Spacer Tunnel Field Effect Transistor 异质介质双材料栅极搭接间隔层隧道场效应晶体管的设计与分析
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.5829/ije.2023.36.12c.01
S. Howldar, B. Balaji, K. Srinivasa Rao
This paper presents a design and analysis of a Hetero Dielectric Dual Material Gate Underlap Spacer Tunnel Field Effect Transistor, aiming to enhance device performance and overcome inherent limitations. The proposed design incorporates a hetero dielectric gate stack, which consists of two distinct dielectric materials such as high-k-dielectric material as hafnium oxide (HfO2) and low-k dielectric material as silicon dioxide (SiO2). With different permittivity values. By selecting these materials, the gate stack can effectively modulate the electric field distribution within the device, improving electrostatic control and reducing ambipolar conduction. Furthermore, an underlap spacer is introduced in the presented structure to create a physical separation between the source and the channel regions. This spacer helps in reducing the direct source-to-drain tunneling current, enhancing the Ion/Ioff current ratio and reducing the subthreshold swing. Additionally, the underlap spacer enables improved gate control over the tunneling process. The proposed Tunnel Field Effect Transistor design is thoroughly analyzed using numerical simulations based on the technology computer-aided design (TCAD) simulator. Performance metrics as the on-state current (Ion), the off-state current (Ioff), ION/IOFF ratio, drain conductance (Gd) and transconductance (Gm) to assess the device's performance. Therefore, these improvements contribute to lower power consumption and improved circuit performance, making it a promising device for low-power applications.
本文介绍了一种异质介质双材料栅极下搭间隔层隧道场效应晶体管的设计和分析,旨在提高器件性能并克服其固有的局限性。所提出的设计包含一个异介电栅堆叠,它由两种不同的介电材料组成,即高k介电材料如氧化铪(HfO2)和低k介电材料如二氧化硅(SiO2)。具有不同的介电常数值。通过选择这些材料,栅极堆可以有效地调节器件内的电场分布,提高静电控制能力,减少双极传导。此外,在本发明的结构中引入了覆盖间隔器,以在源和通道区域之间创建物理分离。该隔离器有助于减少源极到漏极的直接隧道电流,提高离子/开关电流比,减少亚阈值振荡。此外,搭接垫片可以改善对隧道过程的闸门控制。采用基于计算机辅助设计(TCAD)模拟器技术的数值模拟对隧道场效应晶体管的设计进行了深入分析。性能指标为通状态电流(Ion)、关状态电流(Ioff)、Ion / Ioff比、漏极电导(Gd)和跨导(Gm),以评估器件的性能。因此,这些改进有助于降低功耗和提高电路性能,使其成为低功耗应用的有前途的器件。
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引用次数: 0
A new Online Hall Effect Sensor Fault Detection and Location in Brushless DC Motor Based on Normalized Phases Currents Analysis 基于归一化相电流分析的无刷直流电动机霍尔效应在线故障检测与定位
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.5829/ije.2023.36.12c.02
M. Arehpanahi, M. Zare Ravandy
In this paper, a new online technique for Hall Effect sensor fault diagnosis in brushless DC (BLDC) motor is proposed. The proposed technique is based on phase current waveform analysis and does not need any Hall sensor information. The normalized phases current values are analyzed per and post-sensor fault in every cycle. Using a definition of suitable conditions and threshold values for normalized currents values, all sensor fault types (i.e. set to 0 and 1) could be detected and located online effectively. The main contribution of this paper is introducing an online BLDC sensor fault detection and location technique under low-speed operation and transient conditions. Simulation results show the effectiveness of the proposed technique in all of the sensor faults types diagnosis without any sensor output value information. Two different types of BLDC motors are considered for fault diagnosis using the proposed technique. Simulation results during starting and low-speed operations of BLDC motor are well confirmed by the experimental results.
提出了一种用于无刷直流电机霍尔效应传感器故障在线诊断的新技术。该技术基于相电流波形分析,不需要任何霍尔传感器信息。在每个周期故障前后分析归一化相电流值。通过定义合适的条件和归一化电流值的阈值,可以有效地在线检测和定位所有传感器故障类型(即设置为0和1)。本文的主要贡献是介绍了一种无刷直流传感器在低速运行和暂态状态下的在线故障检测和定位技术。仿真结果表明,在不需要任何传感器输出值信息的情况下,该方法对所有传感器故障类型的诊断都是有效的。采用该方法对两种不同类型的无刷直流电机进行故障诊断。实验结果很好地验证了无刷直流电机起动和低速运行时的仿真结果。
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引用次数: 0
Experimental Study to Evaluate Antisymmetric Reinforced Concrete Deep Beams with Openings under Concentrated Loading Using Strut and Tie Model 钢筋混凝土开孔深梁集中荷载作用下的杆系模型试验研究
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.5829/ije.2023.36.12c.17
A. S. J. Al-Zuheriy
The Strut-and-Tie modeling (STM) technique represents an applicable and valuable method for structural engineers to design disturbed regions (D-regions) of reinforced concrete structures where the assumption of plane sections remaining plane after loading is inapplicable. The most important aspect to guarantee the suitable structural and economic performance of the design is finding a suitable truss-analogy model, leading to the use of a more efficient model in structural buildings. The evaluation of the antisymmetric Strut-and-Tie models (STM) with openings under different concentrated external loads has not been comprehensively investigated in the literature. So, to address this gap, the goal of this paper is to achieve the most efficient reinforcement layout design in antisymmetric reinforced concrete deep beams with openings under concentrated loading using the strut and tie model. The experimental work was conducted and included (3) antisymmetric reinforced concrete deep beams with openings that were tested under different concentrated loadings (25, 35, and 16 kips for Specimens 1, 2, and 3, respectively) using the strut and tie model. The ANSYS FEM software is used for the initial strut and tie analysis, and the RISA-3D structural analysis program is used to find the internal forces for all members under concentrated external loads in each specimen. The findings of this paper show that Specimen 1 had the highest efficiency of 1.67, while Specimen 3 had the lowest efficiency of 1.31. It can be concluded that the efficient reinforcement layout of the strut and tie model leads to the highest efficiency of the model, regardless of the value of the externally applied load.
在钢筋混凝土结构的扰动区(d区)中,平面截面在加载后仍保持平面的假设是不适用的,STM技术为结构工程师提供了一种实用而有价值的方法。为了保证设计的结构性能和经济性能,最重要的方面是找到合适的桁架类比模型,从而在结构建筑中使用更有效的模型。在不同的集中外荷载作用下,带开口的反对称拉杆模型(STM)的评价尚未得到文献的全面研究。因此,为了解决这一差距,本文的目标是利用杆系模型实现集中荷载下带开口的反对称钢筋混凝土深梁的最有效的配筋设计。试验工作包括(3)带开口的反对称钢筋混凝土深梁,这些梁在不同的集中荷载(分别为试件1、2和3的25、35和16 kips)下使用支柱和拉杆模型进行测试。采用ANSYS有限元软件进行初始杆系分析,采用RISA-3D结构分析程序求出各试件在集中外荷载作用下各构件的内力。本文的研究结果表明,试件1的效率最高,为1.67,而试件3的效率最低,为1.31。可以得出结论,无论外加荷载的值如何,有效的支拉杆模型配筋布置导致模型效率最高。
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引用次数: 0
Effect of Acidic Environments Containing Hydrochloric Acid on Rubberized Concrete 含盐酸的酸性环境对橡胶混凝土的影响
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.5829/ije.2023.36.12c.09
S. A. Hosseini, F. A. Khankahdani, S. A. H. Moosavinezhad
Aggressive environment reduces the mechanical and durability-related properties of concrete. In this study, the effects of exposing the concrete containing crumbed tire rubber (CTR) to aggressive environmental conditions, including hydrochloric acid (HCl) is investigated. For this purpose, 5, 10, and 15% of the fine aggregate of the mixing design were partially replaced with the CTR, and then at the age of 7 days, when the concrete reached almost 70% of the initial strength, the samples were placed in water containing 2% HCl for 28 and 90 days. In this study, the effect of using Nano-SiO2(NS) in the rubberized concrete and its behavior in acidic environments by replacing 5 and 10% by weight of cement with NS was also studied. Compressive strength and mass loss were evaluated at 28 and 90 days after casting. The results showed that the detrimental effects of HCl on the compressive strength of concrete significantly increased with an increasing in CTR content of concrete. The results also indicated that the impact of HCl acid on mass loss is improved by increasing the percentage of CTR so that the sample with the 15% crumbed tire showed a 7% lower weight reduction than the control sample.
恶劣的环境会降低混凝土的机械性能和耐久性。在本研究中,研究了将含有轮胎橡胶碎屑(CTR)的混凝土暴露于腐蚀性环境条件(包括盐酸(HCl))的影响。为此,分别用CTR部分替代混合设计中5、10、15%的细骨料,然后在龄期7天,当混凝土达到初始强度的近70%时,将样品置于含2% HCl的水中28、90天。本研究还研究了纳米二氧化硅(NS)在橡胶混凝土中使用的效果及其在酸性环境中的行为,用NS代替5%和10%的水泥(重量比)。在铸造后28天和90天分别评估抗压强度和质量损失。结果表明:随着混凝土CTR掺量的增加,HCl对混凝土抗压强度的不利影响显著增大;结果还表明,通过增加CTR的百分比,HCl酸对质量损失的影响得到改善,因此,15%碎屑轮胎的样品比对照样品的重量减轻了7%。
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引用次数: 0
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