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An Intelligent Intrusion Detection System for Internet of Things Attack Detection and Identification Using Machine Learning 基于机器学习的物联网攻击检测与识别智能入侵检测系统
IF 0.6 Pub Date : 2023-05-22 DOI: 10.14500/aro.11124
Trifa S. Othman, Saman M. Abdullah
The usability and scalability of Internet of things (IoT) technology are expanding in such a way that they facilitate human living standards. However, they increase the vulnerabilities and attack vectors over IoT networks as well. Thus, more security challenges could be expected and encountered, and more security services and solutions should be provided. Although many security techniques propose and promise good solutions for that intrusion detection systems IDSs still considered the best. Many works proposed machine learning (ML)-based IDSs for IoT attack detection and classification. Nevertheless, they suffer from two main gaps. First, few of the works utilized or could analyze an up-to-date version of IoT-based attack behaviors. Second, few of the works can be considered as multi-class attack detection and classification. Therefore, this work proposes an intelligent IDS (IIDS) by exploiting the ability of ML algorithms to classify and identify malicious from benign behaviors among IoT network packets. Three ML classifier algorithms are investigated, which are K-Nearest Neighbor, support vector machine, and artificial neural network. The developed models have been trained and tested as binary and multi-class classifiers against 15 types of attacks and benign. This work employs an up-to-date dataset known as IoT23, which covers millions of malicious and benign behaviors of IoT-connected devices. The process of developing the proposed IIDSs goes under different preprocessing phases and methods, such as null value solving, SMOTE method for the imbalanced datasets, data normalization, and feature selections. The results present IIDSs as good binary and multi-class classifiers even for zero-day attacks.
物联网(IoT)技术的可用性和可扩展性正在不断扩大,从而提高了人类的生活水平。然而,它们也增加了物联网网络上的漏洞和攻击媒介。因此,可以预期和遇到更多的安全挑战,需要提供更多的安全服务和解决方案。尽管许多安全技术提出并承诺为入侵检测系统提供良好的解决方案,ids仍然被认为是最好的。许多工作提出了基于机器学习(ML)的ids用于物联网攻击检测和分类。然而,它们面临着两个主要缺口。首先,很少有人利用或能够分析最新版本的基于物联网的攻击行为。其次,很少有工作可以被认为是多类攻击检测和分类。因此,这项工作提出了一种智能IDS (IIDS),利用ML算法对物联网网络数据包中的恶意行为进行分类和识别。研究了三种机器学习分类算法,分别是k近邻算法、支持向量机算法和人工神经网络算法。所开发的模型已被训练和测试为针对15种攻击和良性攻击的二元和多类分类器。这项工作采用了一个名为IoT23的最新数据集,该数据集涵盖了数百万个物联网连接设备的恶意和良性行为。本文提出的iids的开发过程经历了不同的预处理阶段和方法,如零值求解、不平衡数据集的SMOTE方法、数据归一化和特征选择。结果表明,即使对于零日攻击,iids也是很好的二进制和多类分类器。
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引用次数: 0
A Miniaturized wide Stopband Low-pass Filter using T and Modified L Shapes Resonators 使用T型和改进型L型谐振器的小型化宽阻带低通滤波器
IF 0.6 Pub Date : 2023-05-18 DOI: 10.14500/aro.11157
M. D. Fadaee, F. Shama, M. S. Feali, M. S. Gilan
A new structure of microstrip-based low-pass filter with wide stopband and sharp roll-off is introduced, in this paper. In the proposed topology, resonators with T and modified L Shapes have been used. To improve the suppression factor and relative stopband bandwidth, the second resonator has been added to the first resonator. The designed filter has been fabricated on a 20 mm thickness RO4003 substrate, which has a loss tangent of 0.0021 and a relative dielectric constant equal to 3.38. All parameters including roll of rate, stopband, bandwidth, return loss, insertion loss, and figure of merit have significant coefficients. Simulation has been ran using advanced design system software. The 3dB cutoff frequency is appropriate. The value of the insertion loss parameter is <0.1 dB and the S11 parameter is −22 dB at this point. The stopband is extended from 2.42 up to 24 GHz, which shows an ultra-stopband. The results of the simulation and experiment are almost similar, which indicates a proper performance of the designed structure.
介绍了一种基于微带的宽阻带、尖锐滚降低通滤波器的新结构。在所提出的拓扑结构中,使用了T型谐振器和修改的L型谐振器。为了提高抑制系数和相对阻带带宽,在第一谐振器的基础上增加了第二谐振器。所设计的滤波器在厚度为20mm的RO4003衬底上制作,其损耗正切为0.0021,相对介电常数为3.38。所有参数包括滚转速率、阻带、带宽、回波损耗、插入损耗和优值值都有显著系数。采用先进的设计系统软件进行了仿真。3dB截止频率是合适的。此时插入损耗参数值<0.1 dB, S11参数值为−22 dB。阻带从2.42 GHz扩展到24 GHz,显示出超阻带。仿真结果与实验结果基本吻合,表明所设计的结构具有良好的性能。
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引用次数: 1
Radiation Detection and Heavy Metals Measurements in Powdered Blood Sample of Leukemia Patients 白血病患者粉末状血液样本辐射检测及重金属含量测定
IF 0.6 Pub Date : 2023-05-18 DOI: 10.14500/aro.11136
Z. Hussein
This research examines the measurements of radiation detection and heavy metals in blood samples of leukemia and health groups using CR-39 nuclear track detectors and X-ray fluorescence. The results show that the minimum and maximum values of uranium contents found in leukemia blood samples of male (18 years) and female (55 years) patients, respectively. The concentration of heavy metals (Pb, Cd, and Ni) and radium contents is higher in leukemia blood samples, as compared with their concentration in healthy blood samples.
本研究使用CR-39核径迹探测器和x射线荧光检测白血病和健康人群血液样本中的辐射检测和重金属测量。结果表明,男性(18岁)和女性(55岁)白血病患者血样中铀含量的最小值和最大值分别为:白血病血液样本中重金属(铅、镉和镍)和镭含量的浓度高于健康血液样本。
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引用次数: 1
Optical and Optoelectronic Studies of Binary and Ternary Films of Poly(L-Tryptophane), Poly(5-hydroxy-L-tryptophane), and P(TER-CO-TRI) Doped with Sudan Dye 苏丹染料掺杂聚(l -色氨酸)、聚(5-羟基- l -色氨酸)和P(TER-CO-TRI)二元和三元薄膜的光学和光电子研究
IF 0.6 Pub Date : 2023-04-17 DOI: 10.14500/aro.11103
Barham K. Rahim, Peshawa O. Amin, F. Muhammadsharif, S. Saeed, Kamal A. Ketuly
In this work, the optical properties and optoelectronics parameters of binary and ternary composite films made of two electron acceptors, poly(L-Tryptophane) and poly(5-hydroxy-L-Tryptophane), with an electron donor, P(TER-CO-TRI), doped with Sudan dyes, are comprehensively investigated. The films with different volumetric ratios of the components were deposited onto the glass substrates using spin coating technique. Results showed that with the help of dye doping into the binary systems of poly(L-Tryptophane):P(TRI-co-TER) (1:2) and poly(5-hydroxy-L-Tryptophane):P(TRI-co-TER)(1:2), the refractive index was increased from 2.01 to 2.32. The nature of the electronic transition in the studied films was found to be a direct allowed transition, which was derived from Tauc’s equation. The combination of Cyclic voltammetry (CV) technique and absorption spectroscopy was used to determine the molecular energy levels, HOMO and LUMO of the polymer samples. It was seen that the mixture of poly(L-Tryptophane):P(TRI-co-TER):Sudan dye (1:2:2) has led to increase the energy gap to 2.95 eV and the real optical conductivity ( ) to about 433.11 S.cm-1. According to the findings, the investigated polymers can have a great potential for semitransparent organic solar cells.
本文研究了由两个电子受体聚(l -色氨酸)和聚(5-羟基- l -色氨酸)与一个电子给体P(TER-CO-TRI)掺杂苏丹红染料组成的二元和三元复合薄膜的光学性质和光电学参数。采用自旋镀膜技术在玻璃基板上制备了不同体积比组分的薄膜。结果表明,将染料掺杂到聚(l -色氨酸):P(TRI-co-TER)(1:2)和聚(5-羟基- l -色氨酸):P(TRI-co-TER)(1:2)二元体系中,折射率由2.01提高到2.32。研究发现薄膜中的电子跃迁性质为直接允许跃迁,由Tauc方程导出。采用循环伏安法(CV)和吸收光谱相结合的方法测定了聚合物样品的分子能级、HOMO和LUMO。结果表明,poly(l - tryptophan):P(TRI-co-TER):Sudan dye(1:2:2)的混合物能隙提高到2.95 eV,实际光导率()约为433.11 S.cm-1。根据研究结果,所研究的聚合物在半透明有机太阳能电池中具有很大的潜力。
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引用次数: 1
The Most Common Characteristics of Fragile Video Watermarking 脆弱视频水印的最常见特征
IF 0.6 Pub Date : 2023-04-03 DOI: 10.14500/aro.11113
Y. A. Hassan, Abdul Monem S. Rahmah
The progress of network and multimedia technologies has been phenomenal during the previous two decades. Unauthorized users will be able to copy, retransmit, modify reproduction, and upload the contents more easily as a result of this innovation. Malicious attackers are quite concerned about the development and widespread use of digital video. Digital watermarking technology gives solutions to the aforementioned problems. Watermarking methods can alleviate these issues by embedding a secret watermark in the original host data, allowing the genuine user or file owner to identify any manipulation. In this study, lots of papers have been analyzed and studied carefully, in the period 2011–2022. The historical basis of the subject should not be forgotten so studying old research will give a clear idea of the topic. To aid future researchers in this subject, we give a review of fragile watermarking approaches and some related papers presented in recent years. This paper presents a comparison of many relevant works in this field based on some of the outcomes and improvements gained in these studies, which focuses on the common characteristics that increase the effect of watermarking techniques such as invisibility, tamper detection, recovery, and security  
在过去的二十年里,网络和多媒体技术的进步是惊人的。由于这项创新,未经授权的用户将能够更容易地复制、重新传输、修改复制和上传内容。恶意攻击者非常关注数字视频的发展和广泛使用。数字水印技术解决了上述问题。水印方法可以通过在原始主机数据中嵌入秘密水印来缓解这些问题,从而允许真正的用户或文件所有者识别任何操作。在本研究中,对2011-2022年期间的大量论文进行了仔细的分析和研究。这个主题的历史基础不应该被遗忘,所以学习旧的研究将给这个主题一个清晰的想法。为了进一步研究这一课题,我们对脆弱水印方法和近年来发表的一些相关论文进行了综述。本文对该领域的许多相关工作进行了比较,并对这些研究的一些成果和改进进行了比较,重点介绍了提高水印技术效果的共同特征,如不可见性、篡改检测、恢复和安全性
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引用次数: 0
Deep Forest Based Internet of Medical Things System for Diagnosis of Heart Disease 基于深度森林的医疗物联网心脏病诊断系统
IF 0.6 Pub Date : 2023-03-31 DOI: 10.14500/aro.11174
Due to advancement in internet of medical things, the conventional health-care systems are transformed into smart health-care systems. The medical emergence services can be significantly enhanced by integration of IoMT and data analytic techniques. These technologies also examine the unexplored area of medical services that are still unseen and provide opportunity for investigation. Moreover, the concept of smart cities is not achievable without providing a smart connected healthcare scheme. Hence, the main purpose of this research is to come up with a smart healthcare system based on IoMT, Cloud and Fog computing and intelligent data analytic technique. The major objective of the proposed healthcare system is to develop a diagnostic model capable for earlier treatment of heart disease. The suggested scheme consists of distinct phases such as data acquisition, feature extraction, FogBus based edge/fog computing environment, classification, and evaluation. In data acquisition, different IoMT such as wearables and sensors devices are considered to acquire the data related to heart disease and the various features related to signal and data are extracted. Further, the deep forest technique is integrated into the proposed system for classification task and effective diagnosis capabilities of heart issues. The performance of the suggested scheme is evaluated through set of well-defined parameters. Comparison with other healthcare model was conducted for the purpose of performance evaluation. It is concluded that the proposed model has a superiority over other all other models in different aspects namely, the sensitivity measure, accuracy measure, and specificity.
由于医疗物联网的发展,传统的医疗保健系统正在向智能医疗保健系统转变。通过整合IoMT和数据分析技术,可以显著增强医疗急救服务。这些技术还检查了尚未开发的医疗服务领域,这些领域仍未被发现,并为调查提供了机会。此外,如果不提供智能互联医疗方案,智慧城市的概念是无法实现的。因此,本研究的主要目的是提出一个基于物联网、云雾计算和智能数据分析技术的智能医疗系统。提出的医疗保健系统的主要目标是开发一种能够早期治疗心脏病的诊断模型。该方案包括不同的阶段,如数据采集、特征提取、基于FogBus的边缘/雾计算环境、分类和评估。在数据采集中,考虑不同的IoMT如可穿戴设备和传感器设备来获取与心脏病相关的数据,并提取与信号和数据相关的各种特征。此外,将深度森林技术整合到该系统中,提高了心脏问题的分类任务和有效诊断能力。通过一组定义良好的参数来评估所建议方案的性能。与其他医疗保健模式进行比较,以进行绩效评价。结果表明,该模型在灵敏度、准确度和特异性等方面均优于其他所有模型。
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引用次数: 1
Geomorphic Indicators of Folds Lateral Growth Using Satellite Images 利用卫星图像研究褶皱横向生长的地貌指标
IF 0.6 Pub Date : 2023-03-23 DOI: 10.14500/aro.11010
V. Sissakian, Lanja H. Abdullah, Balanbo N. Abdulkareem
Visual interpretation of satellite images is a very significant technique to recognize and interpret structural features, which indicate lateral growth of folds, the origin of folds, and dating of folds using the exposure dating method. In this study, Landsat 8 (ESSRI) and Google Earth images are used to recognize structural features at Pira Magroon, Surdash, and Azmar anticlines in the Sulaimaniyah vicinity, Kurdistan Region, north of Iraq. The mentioned anticlines are outstanding geomorphological and structural features in the Sulaimaniyah vicinity. The recognized and interpreted structural features include: en-echelon folding, domes, and Neotectonic indication. All these features are discussed in detail with many images to show the discussed cases, most of the interpreted data and presented figures are never mentioned previously.
卫星图像的视觉解译是识别和解释构造特征的重要技术,它可以指示褶皱的横向生长、褶皱的起源以及利用曝光测年法确定褶皱的年代。在这项研究中,使用了Landsat 8 (ESSRI)和Google Earth图像来识别伊拉克北部库尔德斯坦地区苏莱曼尼亚附近的Pira Magroon、Surdash和Azmar背斜的结构特征。上述背斜是苏莱曼尼亚附近突出的地貌和构造特征。已认识和解释的构造特征包括:列梯队褶皱、圆顶和新构造指示。详细讨论了所有这些特征,并提供了许多图像来显示所讨论的案例,大多数解释数据和呈现的图形以前从未提到过。
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引用次数: 0
Fresh and Mechanical Properties of Concrete Containing Oil-Well Cutting Material 含油井切削材料混凝土的新鲜力学性能
IF 0.6 Pub Date : 2023-02-25 DOI: 10.14500/aro.10962
Nabaz S. Hussein, R. K. Ibrahim
Oil-well cutting material (OWCM) is a waste generated during the process of oil-well drilling. Its disposal is costly and harmful to the environment. The chemical makeup for the material implies that it might be used as a partial cement replacement in concrete. It is high in calcium oxide, silica, and aluminum oxide, which are the main oxides found in raw materials used to produce cement. Replacing a part of cement by OWCM in concrete mixtures can directly reduce the quantity of the cement used which leads to decreasing the emission of carbon dioxide and solving the disposal problems for the OWCM as well. This process can be considered as a significant step in producing environmentally friendly concrete. This study focuses on investigating the fresh and mechanical properties of different concrete mixes that have different strength grades, containing different percentages of OWCM as a cement replacement. For this purpose, different concrete mixes containing 10%, 15%, 20%, 25%,30%, 35%, and 40% of OWCM as a cement replacement, besides the control Portland cement for the three different concrete strength grades, were prepared. After performing the slump and flow tests, cube specimens were cast and moist-cured for 3, 28, and 90 days and subjected to compression test, whereas 28-day moist-cured cylinder specimens were subjected to splitting tensile test. The test results have revealed that in spite of small reduction in strength with replacing cement by up to 20% of OWCM, the strength of the concrete remains within the designed strength grade ranges.
油井切削材料是钻井过程中产生的废弃物。它的处理是昂贵的,对环境有害。该材料的化学成分表明,它可能用作混凝土中部分水泥的替代品。它富含氧化钙、二氧化硅和氧化铝,这是用于生产水泥的原材料中发现的主要氧化物。用OWCM代替混凝土混合料中的部分水泥,可以直接减少水泥的使用量,从而减少二氧化碳的排放,同时也解决了OWCM的处置问题。这个过程可以被认为是生产环保混凝土的重要一步。本研究的重点是研究不同强度等级的混凝土混合料的新鲜性能和力学性能,这些混凝土混合料含有不同比例的OWCM作为水泥替代品。为此,配制了含有10%、15%、20%、25%、30%、35%和40%的OWCM作为水泥替代品的不同混凝土配合比,以及用于三种不同混凝土强度等级的对照波特兰水泥。在进行坍落度和流动试验后,对立方体试件进行浇铸、湿固化3天、28天和90天进行压缩试验,对28天湿固化的圆柱体试件进行劈裂拉伸试验。试验结果表明,尽管更换水泥的强度降低了20%,但混凝土的强度仍保持在设计的强度等级范围内。
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引用次数: 0
Effect of Hot Glue Additive on the Rheological Properties of Asphalt Cement and Mixtures Performance 热胶添加剂对沥青水泥流变特性及混合料性能的影响
IF 0.6 Pub Date : 2023-02-20 DOI: 10.14500/aro.11055
Sheelan A. Ahmed
In general, the physical and rheological properties of asphalt binder are directly affecting the resistance of asphalt mix to the permanent deformation (rutting), water damage, and thermal cracking. The degradation in these properties leads to severe distresses that appear in the pavement and, consequently, make the repair and maintenance very expensive. Since the modified-asphalt cement may help to minimize such aforementioned distresses, this research is established for this purpose. It aims to investigate the physical and rheological properties of modified-asphalt cement with silicone, dense silicone rubber, and ethylene propylene diene monomer rubber. Five contents for each type of hot glue are investigated; 0.4, 0.8, 1.2, 1.6, and 2% of the asphalt cement weight. Conventional asphalt cement tests such as penetration, softening point, dynamic viscosity, and ductility tests are conducted to evaluate the hot glue-modified asphalt cement properties. Moreover, the Marshall and indirect tensile strength tests are conducted to examine the effect of hot glue on the performance of the asphalt mixtures at concentrations of 0.8 and 1.6% of the asphalt cement weight. The results show that the hot glue-modified asphalt cement leads to an increase in the hardness and consistency, and a reduction in the temperature susceptibility of asphalt cement. These features lead to better Marshall stability and tensile strength ratio, as compared with the standard asphalt cement mixture.
一般来说,沥青粘结剂的物理和流变性能直接影响沥青混合料对永久变形(车辙)、水损伤和热裂的抵抗力。这些性能的退化导致路面出现严重的破损,因此,使维修和维护非常昂贵。由于改性沥青水泥可能有助于减少上述痛苦,本研究是为此目的而建立的。研究了有机硅、致密硅橡胶和乙丙二烯单体橡胶改性沥青水泥的物理和流变性能。考察了每种热熔胶的5项内容;沥青水泥重量的0.4、0.8、1.2、1.6、2%。通过常规的沥青水泥渗透试验、软化点试验、动粘度试验和延性试验来评价热胶改性沥青水泥的性能。此外,通过马歇尔试验和间接抗拉强度试验,考察了热胶在沥青水泥重量的0.8和1.6%浓度下对沥青混合料性能的影响。结果表明:热胶改性沥青水泥的硬度和稠度提高,温度敏感性降低;与标准沥青水泥混合料相比,这些特性使其具有更好的马歇尔稳定性和抗拉强度比。
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引用次数: 0
Simulating Combined Cycle and Gas Turbine Power Plant under Design Condition using Open-Source Software DWSIM 利用开源软件DWSIM对设计工况下的联合循环和燃气轮机电厂进行仿真
IF 0.6 Pub Date : 2023-02-20 DOI: 10.14500/aro.11098
Twana N. Hassan, Saif T. Manji
Nowadays, clean and high-power generation is essential matters worldwide. To be improved and optimized, power plants require accurate models that can be introduced to process simulators. There is various commercial software for industrial simulation which is not accessible to everyone. The open-source DWSIM process simulator is the first chemical engineering code that offers many tools for the better study of industrial plants. In this paper, we employ DWSIM software to simulate a combined cycle gas turbine (CCGT) power plant under design conditions for three cases. The generic models are predicted for multistage compressors and compressor maps. In the first case, two models developed in ASPEN HYSYS and GateCycle will be considered. The achieved results by DWSIM are acceptably comparable for thermal efficiency and power generation. The DWSIM result is 3.5% lower than the ASPEN HYSYS for thermal efficiency, and the power generation is completely the same. In the second case, rigorous simulation was carried out using actual field data from the local CCGT power plant. The DWSIM outcomes are very close to the practical data. The power generation of GT and CC is very close; the variety is nearly 0.45%. In the third case, the simulation of CCGT with a cogeneration system is precisely accomplished, and the outcomes of DWSIM are shown in excellent agreement. The DWSIM prediction shows lower values by 0.26%, 4.79%, and 0.72% for the HP turbine, LP turbine, and plant net power, respectively.
如今,清洁和高功率发电是世界范围内必不可少的问题。为了改进和优化,发电厂需要精确的模型,这些模型可以引入过程模拟器。工业模拟有各种各样的商业软件,不是每个人都可以使用。开源的DWSIM过程模拟器是第一个化学工程代码,它为更好地研究工业工厂提供了许多工具。本文采用DWSIM软件对某联合循环燃气轮机(CCGT)电厂在设计工况下的三种工况进行了仿真。对多级压缩机和压缩机图的通用模型进行了预测。在第一种情况下,将考虑在ASPEN HYSYS和GateCycle中开发的两个模型。DWSIM取得的结果在热效率和发电方面是可以接受的。DWSIM的热效率比ASPEN HYSYS低3.5%,发电量完全相同。在第二种情况下,使用当地CCGT发电厂的实际现场数据进行了严格的模拟。DWSIM的结果与实际数据非常接近。GT和CC的发电量非常接近;品种接近0.45%。在第三种情况下,精确地完成了带热电联产系统的CCGT的仿真,结果与DWSIM的结果非常吻合。DWSIM预测显示,高压涡轮、低压涡轮和电厂净功率分别降低0.26%、4.79%和0.72%。
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引用次数: 0
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