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Eco-Friendly Roller Compacted Concrete: A Review 环保型碾压混凝土:回顾
IF 1.7 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-01 DOI: 10.31026/j.eng.2024.07.09
Shahad Qais Abd Almajeed, Z. K. Abbas
Sustainable evolution is vital to address miscellaneous issues, and experts are currently exploring the possibilities of Eco-Friendly concrete (Green concrete). This type of concrete involves using environmentally and economically viable substances that can act as entire or partial replacements for conventional materials. By doing so, it can assist in reducing the consumption of natural resources and energy, as well as minimize pollution. For example, several researchers have performed on incorporating sustainable approaches in roller compacted concrete RCC by replacing certain substances with eco-friendly alternatives. That is a favorable step toward devising more sustainable construction practices. Therefore, this study resorted to reapplying recycled plastic garbage (sustainable plastic) to construct environmentally eco-friendly concrete (green concrete). First, examine the possibility of using plastic as a partial substitute for fine-aggregates in RCC mixtures. Second, examination of the possibility of using plastic as a partial substitute for coarse-aggregates in RCC mixtures to enhance the performance of RCC.  In early periods, a suitable RCC mix was designed in the lab to test the concrete strength, freezing-thawing, permeability, durability, erosion, and porosity of set concrete. The findings confirmed that RCC can maintain the same properties as traditional concrete using the known mixtures. Trial tests were designed and organized to evaluate the quality of pouring and compaction operations, suitable mix composition, and void specimens to accomplish testing on the constructed RCC.  It has shown that RCC with prime ingredients and proper ratios can be performed with similar strength and durability as conventional concrete. However, RCC differs from ordinary concrete pavements. This technology provides a favorable economical alternative for many branches of civil engineering installations.
可持续发展对于解决各种问题至关重要,专家们目前正在探索生态友好混凝土(绿色混凝土)的可能性。这种混凝土涉及使用环保和经济上可行的物质,这些物质可以全部或部分替代传统材料。这样做可以减少自然资源和能源的消耗,并最大限度地减少污染。例如,一些研究人员通过用生态友好型替代品取代某些物质,在辊压混凝土 RCC 中采用了可持续方法。这是朝着设计更可持续的施工方法迈出的有利一步。因此,本研究采用回收塑料垃圾(可持续塑料)来建造环保型混凝土(绿色混凝土)。首先,研究在 RCC 混合物中使用塑料部分替代细骨料的可能性。其次,研究在 RCC 混合物中使用塑料部分替代粗骨料以提高 RCC 性能的可能性。 前期,在实验室设计了合适的 RCC 混合物,以测试混凝土强度、冻融性、渗透性、耐久性、侵蚀性和凝固混凝土的孔隙率。结果证实,使用已知的混合物,RCC 可以保持与传统混凝土相同的性能。我们设计并组织了试验测试,以评估浇筑和压实操作的质量、合适的混合物成分和空隙试样,从而完成对已建 RCC 的测试。 试验结果表明,使用主要成分和适当配比的 RCC 可以达到与传统混凝土相似的强度和耐久性。然而,RCC 不同于普通混凝土路面。这项技术为许多土木工程设施提供了一种经济实惠的替代方案。
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引用次数: 0
Numerical Simulation of the Behaviour of RC T-Beams Strengthened by EB-CFRP Composites Under Bending and Shear Effects 用 EB-CFRP 复合材料加固的 RC T 型梁在弯曲和剪切效应下的行为数值模拟
IF 1.7 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-01 DOI: 10.31026/j.eng.2024.07.04
Hasan Ehssan Alobaidi, A. H. Al-Zuhairi
This article presents the results of numerical simulations performed using ABAQUS/CAE version 2019. The study aims to evaluate the structural integrity of reinforced concrete (RC) T-beams strengthened with externally bonded carbon fiber reinforcements polymer composite materials (EB) (CFRP), especially their response to bending and shear forces. The numerical model was validated by comparing the numerical and experimental results of eight RC T-beams. The numerical analysis was then extended to include various factors, including the impact of the tilt angle of the U-CFRP shell on the shear strength. The goal of this numerical extension is to implement a numerical model capable of simulating the nonlinear behavior of these beams accurately. A comparative analysis is also performed on the experimental and computational models, focusing on the damage modes and their load-induced deformation characteristics. The results showed a satisfactory level of agreement between the two sides. The average ratio of ultimate load to deflection in the numerical model simulation and experimental beam test is 1.004 and 1.046, respectively. The main finding is that inclined U-CFRP deformed at a 45° angle exhibits greater shear stiffness than beams embedded with vertical CFRP panels at a 90° angle, maintaining a constant  CFRP panel spacing.
本文介绍了使用 ABAQUS/CAE 2019 版进行数值模拟的结果。研究旨在评估使用外部粘接碳纤维增强聚合物复合材料(EB)(CFRP)加固的钢筋混凝土(RC)T 型梁的结构完整性,尤其是其对弯曲力和剪切力的响应。通过比较八根 RC T 型梁的数值结果和实验结果,验证了该数值模型。然后对数值分析进行了扩展,纳入了各种因素,包括 U-CFRP 外壳的倾斜角度对剪切强度的影响。这一数值扩展的目标是建立一个能够准确模拟这些梁的非线性行为的数值模型。此外,还对实验模型和计算模型进行了对比分析,重点关注破坏模式及其荷载引起的变形特征。结果表明双方的一致性令人满意。数值模型模拟和实验梁测试的极限荷载与挠度的平均比值分别为 1.004 和 1.046。主要发现是,在保持 CFRP 面板间距不变的情况下,以 45° 角变形的倾斜 U-CFRP 比以 90° 角嵌入垂直 CFRP 面板的梁具有更大的剪切刚度。
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引用次数: 0
Impact of Date-Palm Fibers on Fine Soil’s Compaction and Strength Properties 枣椰树纤维对细粒土压实和强度特性的影响
IF 2.7 Pub Date : 2024-06-01 DOI: 10.31026/j.eng.2024.06.05
Zina Mikhael Dawood, Z. H. Alqaissi
This paper investigates the influence of date-palm fibers on the compaction and strength properties of fine soil. The laboratory tests, including specific gravity, compaction tests, and unconfined compression strength tests, were conducted, integrating different proportions (ranging from 0 to 2%) of date-palm fibers into the soil mixture. The palm fibers were divided into two distinct lengths (30 mm and 60 mm) to be mixed with the soil. Nine samples were prepared with varying proportions of date-palm fibers for the experimental investigation, aiming to specifically examine the influences exerted by both palm-fiber length and palm-fiber content on the soil's compaction and strength characteristics when mixed with date-palm fibers. The compaction test results demonstrate a decrease in the dry unit weight and an increase in the optimum moisture content by approximately 10%. Additionally, the length of the date-palm fibers impacts the optimum moisture content and the maximum dry unit weight of the soil mixture. In contrast, the unconfined compressive stress increased by about 30% with higher date-palm fiber contents. This increase in unconfined compressive stress due to increased date-palm fiber content is a significant finding, indicating improved soil strength. This finding holds the enhancing construction performance, sustainability, and cost-efficiency. In conclusion, this soil-fiber mixture shows suitable hydraulic applications. The utilization of natural materials in civil engineering demands the exploration of available natural fibers.
本文研究了枣椰纤维对细粒土压实和强度特性的影响。通过在土壤混合物中加入不同比例(从 0% 到 2%)的枣椰纤维,进行了实验室测试,包括比重测试、压实测试和无侧限压缩强度测试。棕榈纤维被分成两种不同的长度(30 毫米和 60 毫米)与土壤混合。在实验调查中,我们制备了九个枣椰纤维比例不同的样本,目的是专门研究枣椰纤维与土壤混合后,棕榈纤维长度和含量对土壤压实和强度特性的影响。压实试验结果表明,干单位重量减少了,最佳含水量增加了约 10%。此外,椰枣纤维的长度也会影响土壤混合物的最佳含水量和最大干单位重量。相比之下,枣椰纤维含量越高,无压应力就会增加约 30%。枣椰纤维含量增加导致的无约束压缩应力增加是一项重大发现,表明土壤强度有所提高。这一发现有助于提高建筑性能、可持续性和成本效益。总之,这种土壤-纤维混合物适合水利工程应用。在土木工程中利用天然材料需要探索可用的天然纤维。
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引用次数: 0
Stiffness, Vibration, and Strength of Flat Slab and Flat Plate Lightweight Concrete Slabs 平板和平板轻质混凝土板的刚度、振动和强度
IF 2.7 Pub Date : 2024-06-01 DOI: 10.31026/j.eng.2024.06.10
Manar Zahid Zaman, S. Al-Zaidee
Flat slabs made of two-way reinforced concrete are a common, effective, and affordable structural method. Thin layer slabs and lightweight are of great importance in modern building construction without the need to increase the cross-section of columns, walls, and foundations. Consequently, it becomes more important to cover all aspects related to stiffness, vibration, and strength of lightweight concrete slabs. To achieve serviceable flat slabs from lightweight concrete (LWC), the comparison between LWC flat plate and flat slab is studied in this article for strength and stiffness. The construction of the flat plate is much easier than other slabs even though the problem facing the flat plate is the punching shear. Hence, the addition of the drop panel as a solution. However, the two LWC slabs are exposed to a uniform pressure of dead load and human live load. The vibration of the slab is related to the stiffness in the form of the natural frequency. These floor systems should satisfy walking excitation criteria of acceleration limit , which is equal to 0.50% of g for office occupancies. This study aims to analyze a flat plate and flat slab with a drop panel for strength and stiffness. The analysis is carried out in ABAQUS software. The results of the analysis show that the flat slab has an effective increase in strength of about 60% compared to the stiffness which was lower by about 2.2 %. However, the stiffness of both slabs is within the limits of walking excitation criteria.
由双向钢筋混凝土制成的平板是一种常见、有效且经济实惠的结构方法。在现代建筑施工中,薄层楼板和轻质结构非常重要,无需增加柱、墙和地基的截面。因此,对轻质混凝土板的刚度、振动和强度进行全面研究就变得更加重要。为了用轻质混凝土(LWC)建造可使用的平板,本文对轻质混凝土平板和平板的强度和刚度进行了比较研究。尽管平板面临的问题是冲剪,但平板的施工比其他板要简单得多。因此,增加下拉板是一种解决方案。然而,两块 LWC 板承受着均匀的死荷载和活荷载压力。楼板的振动以固有频率的形式与刚度相关。这些楼板系统应满足加速度极限的行走激励标准,对于办公建筑而言,加速度极限等于 0.50% g。本研究旨在分析平板和带有下拉面板的楼板的强度和刚度。分析在 ABAQUS 软件中进行。分析结果表明,平板的强度有效提高了约 60%,而刚度则降低了约 2.2%。不过,两种板的刚度都在行走激励标准的限制范围内。
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引用次数: 0
Intelligent Dust Monitoring System Based on IoT 基于物联网的智能粉尘监测系统
IF 2.7 Pub Date : 2024-06-01 DOI: 10.31026/j.eng.2024.06.03
A. Y. Hassan, M. Saleh
Dust is a frequent contributor to health risks and changes in the climate, one of the most dangerous issues facing people today. Desertification, drought, agricultural practices, and sand and dust storms from neighboring regions bring on this issue. Deep learning (DL) long short-term memory (LSTM) based regression was a proposed solution to increase the forecasting accuracy of dust and monitoring. The proposed system has two parts to detect and monitor the dust; at the first step, the LSTM and dense layers are used to build a system using to detect the dust, while at the second step, the proposed Wireless Sensor Networks (WSN) and Internet of Things (IoT) model is used as a forecasting and monitoring model. The experiment DL system train and test part was applied to dust phenomena historical data. Its data has been collected through the Iraqi Meteorological Organization and Seismology (IMOS) raw dataset with 170237 of 17023 rows and 10 columns. The LSTM model achieved small time, computationally complexity of, and layers number while being effective and accurate for dust prediction. The simulation results reveal that the model's mean square error test reaches 0.12877 and Mean Absolute Error (MAE) test is 0.07411 at the same rates of learning and exact features values of vector in the dense layer, representing a neural network layer deeply is connected to the LSTM training proposed model. Finally, the model suggested enhances monitoring performance.
沙尘经常造成健康风险和气候变化,是当今人类面临的最危险问题之一。荒漠化、干旱、农业生产方式以及邻近地区的沙尘暴都会带来这一问题。基于深度学习(DL)长短期记忆(LSTM)的回归是提高沙尘预测和监测准确性的一个拟议解决方案。拟议的系统由两部分组成:第一步,利用 LSTM 和密集层构建系统,用于检测沙尘;第二步,利用拟议的无线传感器网络(WSN)和物联网(IoT)模型作为预测和监测模型。DL 系统训练和测试部分的实验应用于尘埃现象的历史数据。其数据是通过伊拉克气象组织和地震学(IMOS)原始数据集收集的,共有 170237 行和 10 列。LSTM 模型耗时少、计算复杂度低、层数少,同时对沙尘预测有效且准确。仿真结果表明,在相同的学习率和稠密层向量精确特征值的情况下,模型的均方误差测试值为 0.12877,平均绝对误差(MAE)测试值为 0.07411。最后,建议的模型提高了监控性能。
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引用次数: 0
Traffic Congestion Measures and Sustainability Evaluation of Urban Street 城市街道交通拥堵措施和可持续性评估
IF 2.7 Pub Date : 2024-06-01 DOI: 10.31026/j.eng.2024.06.02
Z. Alkaissi, Ali Nasser Hussein, Murtada Hassan Muhammad
Traffic congestion become a serious problem that traffic engineers still face. This research explains the sustainable indicators and congestion index for urban streets and their implementation to evaluate the performance measures proceeding toward sustainable roads. Congestion measures in terms of speed reduction and sustainable indicators; mobility (congestion index, travel time, and delay), costs (vehicle operating cost), socio-economic effect (in terms of an estimated factor called User Satisfaction Index (USI), and air pollution (Fuel emissions) are estimated. Link 3 has the highest delay value of approximately (2 minutes) for the evening peak period in the north-south direction due to a large number of vehicles dense traffic and mixed land use of the study area that produce many attraction trips daily. Congestion is distributed more spatially during the morning peak periods, while in evening periods is relatively concentrated on a specific link. The reduction in travel speed due to the congestion effect induced higher vehicle operating costs of an average unit of 2.9 per Km for links 1, 2.6, and 2.4 for links 2 and 3, respectively, at peak time from (8 a.m. to 12 a.m.). Generally, traffic congestion is mainly concentrated on Links 1 and 3 of Palestine’s urban street segments. The overall user satisfaction index (USI) is 2.209 and about 44.18%, meaning user satisfaction is less than 50%. This illustrates that the selected segment of the study area is unsustainable regarding the social and commuter opinions aspect.
交通拥堵已成为交通工程师至今仍面临的严重问题。本研究阐释了城市道路的可持续指标和拥堵指数,并对其实施情况进行了评价,以评估走向可持续道路的性能措施。研究估算了减速和可持续指标方面的拥堵措施、流动性(拥堵指数、行车时间和延误)、成本(车辆运营成本)、社会经济影响(用户满意度指数(USI)估算因子)和空气污染(燃料排放)。三号线在傍晚高峰期南北方向的延迟值最高,约为 2 分钟,这是因为研究区域内车辆数量众多,交通密集,土地用途混杂,每天都会产生大量的景点旅行。早高峰时段的拥堵分布较为分散,而晚高峰时段则相对集中在某一特定路段。在高峰时段(上午 8 时至 12 时),由于拥堵效应导致行车速度降低,导致车辆运营成本上升,1 号线平均单位为每公里 2.9 美元,2 号线和 3 号线分别为 2.6 美元和 2.4 美元。总体而言,交通拥堵主要集中在巴勒斯坦城市街道的 1 号和 3 号通道。总体用户满意度指数(USI)为 2.209,约为 44.18%,即用户满意度低于 50%。这说明所选研究区段在社会和通勤意见方面是不可持续的。
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引用次数: 0
Experimental Study of Partial Open Side Effect on Natural Convection in a Porous Cavity 多孔空腔中部分开放侧效应对自然对流的实验研究
IF 2.7 Pub Date : 2024-06-01 DOI: 10.31026/j.eng.2024.06.11
Raed G. Saihood, Mazin F. Fateh Ala
This research provides information on the heat transfer in the cavity by natural convection which has a partially open side with a ratio (A = 1, 0.75, 0.5, 0.25) to the surroundings for cooling. It is filled with porous media (glass beads) and saturated with air. The bottom wall was heated with a constant heat flux (q = 1500, 3000, 4500, 6000) W/m2 while the top and other walls of the cavity were well insulated. The porous media had small porosity (0.418), a range of Rayleigh number Ra (57.6-1470). The distribution of temperatures, the local Nusselt number, and the average Nusselt number were all extracted from the testing rig's temperature data. It is clear that the fluid flow and heat transfer are affected by heat flux and the ratio of partially open side. Observed that, the greatest temperature values at maximum heat flux (q) and minimum open ratio (A). Thus, the temperature rising at all values of the constant heat flux and the enhancement of the local Nusselt number at (q = 6000) W/m2 about (5.47%, 3.85%, 1.76%) for (A = 1, 0.75, 0.5) respectively, when compared with (A = 0.25). The enhancement of the average Nusselt number at (q = 6000) W/m2 is about (7.28%, 4.55%, 2.27%) for (A = 1, 0.75, 0.5) respectively, compared with (A = 0.25).
这项研究提供了有关空腔内自然对流传热的信息,空腔有一个部分开放的侧面,与周围环境的冷却比为(A = 1、0.75、0.5、0.25)。空腔内充满多孔介质(玻璃珠),并充满饱和空气。底壁以恒定的热通量(q = 1500、3000、4500、6000)W/m2 加热,而空腔的顶壁和其他壁则隔热良好。多孔介质的孔隙率较小(0.418),雷利数 Ra 的范围为 57.6-1470 。温度分布、局部努塞尔特数和平均努塞尔特数都是从试验台的温度数据中提取的。很明显,流体流动和传热受到热通量和部分开放侧比例的影响。观察发现,在最大热通量(q)和最小开放比(A)时,温度值最大。因此,与(A = 0.25)相比,在(A = 1、0.75、0.5)时,所有恒定热通量值下的温度都在上升,在(q = 6000)W/m2 时的局部努塞尔特数分别增加了(5.47%、3.85%、1.76%)。与(A = 0.25)相比,(A = 1、0.75、0.5)在(q = 6000)W/m2 时的平均努塞尔特数分别提高了(7.28%、4.55%、2.27%)。
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引用次数: 0
Experimental Investigation of GFRP-Reinforced Hollow Square Concrete Column GFRP 加固空心方形混凝土柱的实验研究
IF 2.7 Pub Date : 2024-06-01 DOI: 10.31026/j.eng.2024.06.07
H. A. Hussein, A. I. Said
Due to their great structural efficiency and efficient utilization of materials, steel-reinforced hollow-core concrete columns are often employed in utility poles, ground piles, and piers for bridges. Based on research, these columns' performance is impacted by many design parameters. However, corrosion can be a problem in steel-reinforced concrete structures. This paper examines the differences between using steel and GFRP longitudinal bars in hollow-section square concrete columns and explores the potential benefits of using GFRP bars as an option that is economically viable and non-corrosive. According to the study results, the computational results clearly show how an increased longitudinal GFRP reinforcement ratio improves the columns' bearing capability, but when compared to steel reinforcement, it provides less bearing capability. For the same reinforcement ratio (1.46 %, 3.29 %, and 4.9 %), The findings demonstrated that GFRP columns had a decrease in the axial bearing load by 13.1%, 9.2 %, and 9.4%, respectively.
由于钢筋空心混凝土柱结构效率高、材料利用率高,因此经常被用于电线杆、地桩和桥梁墩柱。根据研究,这些柱子的性能受许多设计参数的影响。然而,腐蚀可能是钢筋混凝土结构的一个问题。本文研究了在空心截面方形混凝土柱中使用钢筋和 GFRP 纵向钢筋的不同之处,并探讨了使用 GFRP 钢筋作为一种经济可行且无腐蚀的选择可能带来的益处。研究结果表明,计算结果清楚地表明,增加 GFRP 纵向钢筋配筋率可提高柱子的承载能力,但与钢筋相比,其承载能力较低。对于相同的配筋率(1.46%、3.29% 和 4.9%),研究结果表明,GFRP 柱的轴向承载力分别降低了 13.1%、9.2% 和 9.4%。
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引用次数: 0
Review of Lab-Accelerated Aging Techniques of Asphalt Mixes 沥青混合料实验室加速老化技术综述
IF 2.7 Pub Date : 2024-06-01 DOI: 10.31026/j.eng.2024.06.01
H. R. Hmoud, Nabeel N. Salman, Mansura Dmytro
Bitumen aging contributes to main pavement distress due to the changes in rheological, chemical, and physical characteristics of bitumen. Mainly, aging process can be divided into two categories, the first category namely short-term aging takes place during the heating up of bitumen and aggregate, mixing, transportation, laying down, and compaction. While the second category of aging takes place during the service life of pavement which is denoted as long-term aging. Consequently, researchers’ focus is to simulate bitumen aging in the lab by developing lab-accelerated methods to simulate the process of bitumen aging and studying the rate of change before and after aging. This article reviews these methods and compares the extent of the impact on lab-aged bitumen with old bitumen. The main outcome is, that the duration of exposure to high temperatures, which is the dominant method to accelerate aging process, resulted in inadequate changes in the structure of the bitumen molecule, hence, making it different from old bitumen. For that reason, using oxidants such as hydrogen peroxide showed more reliable results but requires more attention by researchers to achieve a standardized aging process of bitumen.
由于沥青的流变、化学和物理特性发生变化,沥青老化是造成路面损坏的主要原因。老化过程主要可分为两类,第一类是短期老化,发生在沥青和集料的加热、搅拌、运输、铺设和压实过程中。第二类老化发生在路面的使用寿命期间,称为长期老化。因此,研究人员的重点是在实验室中模拟沥青老化,通过开发实验室加速方法来模拟沥青老化过程,并研究老化前后的变化率。本文回顾了这些方法,并比较了实验室老化沥青与旧沥青的影响程度。主要结果是,暴露在高温下的时间--这是加速老化过程的主要方法--导致沥青分子结构发生不充分的变化,从而使其不同于旧沥青。因此,使用过氧化氢等氧化剂会产生更可靠的结果,但需要研究人员给予更多关注,以实现沥青老化过程的标准化。
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引用次数: 0
Copy Move Image Forgery Detection using Multi-Level Local Binary Pattern Algorithm 利用多级局部二进制模式算法进行复制移动图像伪造检测
IF 2.7 Pub Date : 2024-06-01 DOI: 10.31026/j.eng.2024.06.09
Marwa Emad Mahdi, Nada Hussein M Ali
Digital image manipulation has become increasingly prevalent due to the widespread availability of sophisticated image editing tools. In copy-move forgery, a portion of an image is copied and pasted into another area within the same image. The proposed methodology begins with extracting the image's Local Binary Pattern (LBP) algorithm features. Two main statistical functions, Stander Deviation (STD) and Angler Second Moment (ASM), are computed for each LBP feature, capturing additional statistical information about the local textures. Next, a multi-level LBP feature selection is applied to select the most relevant features. This process involves performing LBP computation at multiple scales or levels, capturing textures at different resolutions. By considering features from multiple levels, the detection algorithm can better capture both global and local characteristics of the manipulated regions, enhancing the accuracy of forgery detection. To achieve a high accuracy rate, this paper presents a variety of scenarios based on a machine-learning approach. In Copy-Move detection, artifacts and their properties are used as image features and support Vector Machine (SVM) to determine whether an image is tampered with. The dataset is manipulated to train and test each classifier; the target is to learn the discriminative patterns that detect instances of copy-move forgery. Media Integration and Call Center Forgery (MICC-F2000) were utilized in this paper. Experimental evaluations demonstrate the effectiveness of the proposed methodology in detecting copy-move. The implementation phases in the proposed work have produced encouraging outcomes. In the case of the best-implemented scenario involving multiple trials, the detection stage achieved a copy-move accuracy of 97.8 %. 
由于复杂图像编辑工具的普及,数字图像篡改变得越来越普遍。在复制移动伪造中,图像的一部分被复制并粘贴到同一图像的另一个区域。所提出的方法首先是提取图像的局部二进制模式(LBP)算法特征。针对每个 LBP 特征计算两个主要统计函数,即 Stander Deviation (STD) 和 Angler Second Moment (ASM),以捕捉有关局部纹理的其他统计信息。接下来,应用多级 LBP 特征选择来选出最相关的特征。这一过程包括在多个尺度或级别上进行 LBP 计算,捕捉不同分辨率下的纹理。通过考虑多个层次的特征,检测算法可以更好地捕捉被处理区域的全局和局部特征,从而提高伪造检测的准确性。为了实现高准确率,本文介绍了基于机器学习方法的多种应用场景。在复制移动检测中,人工痕迹及其属性被用作图像特征和支持向量机(SVM)来判断图像是否被篡改。对数据集进行处理以训练和测试每个分类器;目标是学习检测复制移动伪造实例的判别模式。本文使用了媒体集成和呼叫中心伪造数据集(MICC-F2000)。实验评估证明了所提出的方法在检测复制移动方面的有效性。建议工作的实施阶段取得了令人鼓舞的成果。在涉及多次试验的最佳实施方案中,检测阶段的复制移动准确率达到了 97.8%。
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引用次数: 0
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