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Organizational level energy conservation and efficiency - a case of public sector organization in Karachi, Pakistan 组织层面的节能和能效--巴基斯坦卡拉奇公共部门组织的一个案例
IF 0.6 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-01-01 DOI: 10.22581/muet1982.2401.2756
Anqa Min Allah, Jamshaid Iqbal, Shahid Amjad
Pakistan is facing chronic energy crises since many years. This paper aims to provide an overview of the current status of energy efficiency and conservation practices at organizational level in Pakistan. The first phase of this study evaluates the trends in electricity consumption in selected buildings over the last six years (2017–2022). Subsequently, a survey was conducted in selected buildings to assess employee morale and knowledge of energy efficiency and conservation. Results show an insignificant change in electricity consumption in selected buildings during the past six year’s period indicating a poor culture of energy savings in the selected organization. Despite a constant electricity consumption from 2017 to 2022, a significant fluctuation in average billing amounts was observed. This is possibly due to electricity tariff that has continuously been fluctuating since last few years in Pakistan including Karachi. Study reveals that more than 50% of the employees in selected organization were aware about the importance of energy efficiency and conservation however, they rarely practice the energy saving measures during their routine activities. This is perhaps due to the lack of sense of national stewardship among the employees. It was also found that most of the employees of the selected organization are aware and motivated towards the environmental and climate change concerns related to energy production and its efficient use. However, again a small number of employees were found practicing the energy conservation and efficiency measures. According to this study, companies should encourage staff members to save energy by offering frequent trainings and educational opportunities. Additionally, the organizations ought to think about switching to renewable energy sources.
巴基斯坦多年来一直面临着长期的能源危机。本文旨在概述巴基斯坦组织层面的能效和节能实践现状。本研究的第一阶段评估了过去六年(2017-2022 年)选定建筑的用电趋势。随后,在选定的楼宇中开展了一项调查,以评估员工士气以及对能效和节能的认识。结果显示,在过去六年期间,选定建筑物的耗电量变化不大,这表明选定组织的节能文化不佳。尽管 2017 年至 2022 年的用电量保持不变,但平均账单金额却出现了大幅波动。这可能是由于巴基斯坦(包括卡拉奇)的电费自过去几年以来一直在波动。研究显示,在选定的组织中,50% 以上的员工了解能源效率和节能的重要性,但他们很少在日常活动中采取节能措施。这可能是由于员工缺乏国家管理意识。调查还发现,所选组织的大多数员工都意识到了与能源生产及其有效利用相关的环境和气候变化问题,并积极主动地参与其中。但是,也发现只有少数员工采取了节能和提高能效的措施。根据这项研究,企业应通过提供频繁的培训和教育机会,鼓励员工节约能源。此外,企业还应考虑转用可再生能源。
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引用次数: 0
Investigating parametric effects during TIG welding of dissimilar metals 研究异种金属氩弧焊过程中的参数效应
IF 0.6 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-01-01 DOI: 10.22581/muet1982.2401.2969
Abdullah Abdullah, Shahid Mehmood, Rana Atta Ur Rahman
This paper explores the optimization of Tungsten-Inert-Gas (TIG) welding process parameters for creating a hybrid structure of Aluminium 6061 and Stainless Steel 304 using a copper filler rod (ER-Cu). The Welding of these two materials has industrial relevance owing to its weight reduction capabilities and environmental benefits. However, Aluminium and Stainless-Steel have different melting points and thermal properties. Aluminium has twice coefficient of thermal expansion and six times coefficient of thermal conductance as compared to Stainless-Steel. This difference often results in residual stresses and brittle intermetallic compounds in the weld region. We have chosen the Welding Current, Welding Speed, and Gas Flow Rate as input parameters, and Ultimate Tensile Strength (UTS) and Micro-hardness as response parameters. We have employed the Response Surface Methodology (RSM) using a Box-Behnken design to evaluate the influence of input parameters on UTS and Micro-hardness. Furthermore, an Analysis of Variance (ANOVA) is conducted to determine the input parameters' significance on the response parameters. Our surface plots demonstrate that UTS improves with increased Welding Current and reduced Welding Speed. Simultaneously, Micro-hardness increases with elevated Welding Speed and decreased current, up to a specific limit. The peak value of UTS (79 MPa) was observed with a Current range of 85-90 A, Speed range of 95-100 mm/min, and Gas Flow Rate of 14.5-15 l/min. On the other hand, maximum Micro-hardness (260HV) was obtained with a Current range of 80-85 A, Speed range of 105-110 mm/min, and Gas Flow Rate of 14.5-15 l/min. This research contributes to improving the manufacturing process of hybrid structures, specifically by optimizing the advantages of both Aluminium and Stainless Steel while addressing the challenges that arise during their combination. The study's conclusions have major consequences for sectors looking to take advantage on the mutually beneficial characteristics of different metals in welding applications.
本文探讨了如何优化钨极惰性气体(TIG)焊接工艺参数,以便使用铜填料棒(ER-Cu)创建铝 6061 和不锈钢 304 混合结构。这两种材料的焊接因其减重能力和环境效益而与工业息息相关。然而,铝和不锈钢具有不同的熔点和热性能。铝的热膨胀系数是不锈钢的两倍,热传导系数是不锈钢的六倍。这种差异往往会导致焊接区域产生残余应力和脆性金属间化合物。我们选择焊接电流、焊接速度和气体流速作为输入参数,极限拉伸强度 (UTS) 和显微硬度作为响应参数。我们采用方框-贝肯设计的响应面方法(RSM)来评估输入参数对 UTS 和显微硬度的影响。此外,我们还进行了方差分析(ANOVA),以确定输入参数对响应参数的影响。表面图显示,随着焊接电流的增加和焊接速度的降低,UTS 有所提高。同时,显微硬度随着焊接速度的提高和电流的减小而增加,直至特定的极限。在电流范围为 85-90 A、速度范围为 95-100 mm/min、气体流量为 14.5-15 l/min 时,可观察到 UTS 的峰值(79 MPa)。另一方面,在电流范围为 80-85 A、速度范围为 105-110 mm/min、气体流量为 14.5-15 l/min 时,获得了最大显微硬度 (260HV)。这项研究有助于改进混合结构的制造工艺,特别是通过优化铝和不锈钢的优势,同时解决它们结合过程中出现的难题。研究结论对希望在焊接应用中利用不同金属互利特性的行业具有重要影响。
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引用次数: 0
Heat transfer augmentation through engine oil-based hybrid nanofluid inside a trapezoid cavity 通过梯形腔内的发动机油基混合纳米流体增强传热
IF 0.6 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-01-01 DOI: 10.22581/muet1982.2401.2910
Muhammad Awais, Feroz Ahmed Soomro, Shreen El-Sapa, Rahim Bux Khokhar
Heat transfer occurs as a result of density differences caused by temperature changes. It has several industrial applications. To improve performance, one must investigate the heat transfer behaviour of the working fluid. Hence, the purpose of this work is to report a heat transfer analysis of a partially heated trapezoid cavity filled with a hybrid nanofluid. The temperature conditions of the cavity are such that the bottom boundary is partially heated, inclined side boundaries are kept at a lower temperature, and the upper boundary is kept adiabatic. A trapezoidal shape heated obstacle is considered in the cavity’s centre. The heat transfer and flow take place inside the cavity due to density variation. The mechanism is regulated by mass, momentum, and energy conservation, as well as related boundary constraints. The solutions are determined by the use of a numerical technique known as the Finite Element Method after the governing equations are transformed into non-dimensional form, which brings up physical parameters affecting the heat transfer and flow. The initial study is performed for three types of nanofluids with silver 𝐴𝑔 and magnesium oxide 𝑀𝑔𝑜 nanoparticles inside water 𝐻2𝑂, kerosene 𝐾𝑒, and engine oil 𝐸𝑂. The study revealed that the engine oil-based hybrid nanofluid produced an increased heat transfer rate. Simulation is performed using engine-based hybrid nanofluid with the range of physical parameters, such as Rayleigh number 𝑅𝑎 (105≤𝑅𝑎≤107), Hartmann number 𝐻𝑎 (0≤𝐻𝑎≤100) and nanoparticles volume fraction 𝜙 (0≤𝜙≤0.2). It is found that the heat transfer rate is enhanced by increasing the fraction of nanoparticles in the base fluid. Moreover, imposition of magnetic field has reverse impact on the fluid movement.
热传导是由温度变化造成的密度差异引起的。它有多种工业应用。为了提高性能,必须研究工作流体的传热行为。因此,本研究的目的是对填充了混合纳米流体的部分加热梯形空腔进行传热分析。空腔的温度条件为:底部边界部分加热,倾斜侧边界保持较低温度,上部边界保持绝热。考虑在空腔中心设置一个梯形加热障碍物。由于密度变化,热量传递和流动在空腔内进行。该机制受质量、动量和能量守恒以及相关边界约束条件的制约。在将控制方程转换为非维度形式后,使用一种称为 "有限元法 "的数值技术来确定解决方案,从而得出影响传热和流动的物理参数。初步研究针对水𝐻2𝑂、煤油 𝑒 和机油𝐸𝑂 中含有银 𝐴𝑔 和氧化镁 𝑀𝑔𝑜 纳米粒子的三种纳米流体。研究表明,基于发动机油的混合纳米流体提高了传热率。在雷利数𝑅𝑎(105≤𝑅𝑎≤107)、哈特曼数𝐻𝑎(0≤𝐻𝑎≤100)和纳米颗粒体积分数𝜙(0≤𝜙≤0.2)等物理参数范围内,对发动机油基混合纳米流体进行了模拟。研究发现,随着基础流体中纳米颗粒比例的增加,传热速率也随之提高。此外,施加磁场会对流体运动产生反向影响。
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引用次数: 0
A novel approach to intrusion detection using zero-shot learning hybrid partial labels 使用零点学习混合部分标签的入侵检测新方法
IF 0.6 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-01-01 DOI: 10.22581/muet1982.2401.2945
Syed Atir Raza, Mehwish Shaikh, Raybal Akhtar, Aqsa Anwar
Computer networks have become the backbone of our interconnected world in today's technologically driven landscape. Unauthorized access or malicious activity carried out by threat actors to acquire control of network resources, exploit vulnerabilities, or undermine system integrity are examples of network intrusion. ZSL(Zero-Shot Learning) is a machine learning paradigm that addresses the problem of detecting and categorizing objects or concepts that were not present in the training data. . Traditional supervised learning algorithms for intrusion detection frequently struggle with insufficient labeled data and may struggle to adapt to unexpected assault patterns. In this article We have proposed a unique zero-shot learning hybrid partial label model suited to a large image-based network intrusion dataset to overcome these difficulties. The core contribution of this study is the creation and successful implementation of a novel zero-shot learning hybrid partial label model for network intrusion detection, which has a remarkable accuracy of 99.12%. The suggested system lays the groundwork for future study into other feature selection techniques and the performance of other machine learning classifiers on larger datasets. Such research can advance the state-of-the-art in intrusion detection and improve our ability to detect and prevent the network attacks. We hope that our research will spur additional research and innovation in this critical area of cybersecurity.
在当今技术驱动的时代,计算机网络已成为我们互联世界的支柱。威胁者为获取网络资源控制权、利用漏洞或破坏系统完整性而进行的未经授权访问或恶意活动都是网络入侵的例子。ZSL(Zero-Shot Learning,零点学习)是一种机器学习范式,用于解决检测和分类训练数据中不存在的对象或概念的问题。.用于入侵检测的传统监督学习算法经常在标注数据不足的情况下举步维艰,而且可能难以适应意想不到的攻击模式。在本文中,我们提出了一种独特的零点学习混合部分标签模型,适合基于图像的大型网络入侵数据集,以克服这些困难。本研究的核心贡献是创建并成功实施了一种用于网络入侵检测的新型零点学习混合部分标签模型,其准确率高达 99.12%。所建议的系统为今后研究其他特征选择技术和其他机器学习分类器在更大数据集上的性能奠定了基础。这些研究可以推动入侵检测技术的发展,提高我们检测和预防网络攻击的能力。我们希望我们的研究能推动网络安全这一关键领域的更多研究和创新。
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引用次数: 0
Simulation-based thermal analysis and validation of clothed thermal manikin 基于模拟的热分析和穿衣热人体模型验证
IF 0.6 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-01-01 DOI: 10.22581/muet1982.2401.3009
Muhammad Awais, Tayyab Naveed, Fiaz Hussain, S. Malik, Assad Farooq, S. Krzywinski
Human thermal comfort within various environmental conditions is of paramount importance in a wide range of industries, including clothing design, indoor climate control, and occupational safety. Researchers are always in search the sophisticated tools and techniques that simulate the thermal regulation of human body under different environmental conditions. The present research aims to present a precise methodology for the simulation of clothed thermal manikin in controlled environmental conditions. A comprehensive method is recommended that consists of the use of 3D body scanning technology, different 2D and 3D CAD as well as thermal simulation software. The results of the simulations are very satisfactory, which are later validated with the wear trials with the help of the same clothed thermal manikin and under the same environmental conditions. The comparative analysis shows some deviations that are discussed thoroughly and the need for further research is highlighted in the papers as well. Furthermore, the present research gives us a digital platform to understand the clothing's thermal comfort and the parameters that affect it with the consideration of the draping behavior of the clothing, microclimate, thermal properties, and surrounding environmental conditions.
人体在各种环境条件下的热舒适度对服装设计、室内气候控制和职业安全等众多行业都至关重要。研究人员一直在寻找模拟不同环境条件下人体热调节的先进工具和技术。本研究旨在提出一种在受控环境条件下模拟穿衣热人体模型的精确方法。建议采用一种综合方法,包括使用三维人体扫描技术、不同的二维和三维 CAD 以及热模拟软件。模拟结果非常令人满意,随后在相同的环境条件下,借助相同的穿衣热敏人体模型进行了磨损试验,验证了模拟结果。比较分析表明存在一些偏差,论文对这些偏差进行了深入讨论,并强调了进一步研究的必要性。此外,目前的研究为我们提供了一个数字化平台,让我们了解服装的热舒适性以及影响热舒适性的参数,同时考虑到服装的悬垂行为、微气候、热特性和周围环境条件。
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引用次数: 0
Sustainable natural dyeing of cellulose with agricultural medicinal plant waste, new shades development with nontoxic sustainable elements 利用农业药用植物废料对纤维素进行可持续天然染色,利用无毒可持续元素开发新色调
IF 0.6 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-01-01 DOI: 10.22581/muet1982.2401.2877
Rabia Almas, Nadir Ali Rind, Abdul khaliq Jhatial
The synthetic dyes used in textile industry cause severe health and environmental problems. Since production of these colors includes a noteworthy quantity of energy, water, and poisonous chemicals. Therefore, natural dyes from waste provide a significant source of study for the extraction of pigments. To use these natural dyes to its full extent, researchers used mordants to change the hue of the same natural dye and to get a range of shades from same source. Nonetheless, these mordants are toxic in nature. Therefore, to address this issue, in the present study, sustainable and environment friendly natural ingredients are studied to change the hue of the natural cutch dye. The results revealed that these natural ingredients can successfully developed new shades from the same natural dye without any negative effect on the fastness properties of the dyed cotton fabric.
纺织工业中使用的合成染料会造成严重的健康和环境问题。由于生产这些颜料需要消耗大量能源、水和有毒化学品。因此,从废弃物中提取天然染料为提取颜料提供了重要的研究来源。为了充分利用这些天然染料,研究人员使用媒染剂来改变同一种天然染料的色调,并从同一来源获得各种色调。然而,这些媒染剂本质上是有毒的。因此,为了解决这个问题,本研究使用了可持续的环保天然成分来改变天然赭石染料的色调。研究结果表明,这些天然成分可以成功地从同一种天然染料中开发出新的色调,而不会对染色棉织物的牢度特性产生任何负面影响。
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引用次数: 0
Biosorption studies on arsenic (III) removal from industrial wastewater by using fixed and fluidized bed operation 利用固定床和流化床操作去除工业废水中砷(III)的生物吸附研究
IF 0.6 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-01-01 DOI: 10.22581/muet1982.2401.2938
Khurram Shahzad Baig, Fazeel Ahmad, Usman Asghar, Waqas Ahmed Khan
Previously, activated carbon was used as adsorbent for the removal of heavy metals at batch scale and the reported removal efficiency was up to 25 % (while in our technique the efficiency is up to 75%). The large industries operate with continuous processes and discharge large amount of wastewater containing heavy metals. No research was published for continuous operation using fluidized bed adsorption column till now. The novelty of this study is on the mode of operation (continuous operation at large scale under fixed and fluidized bed conditions), Biosorbent activated carbon (AC), and maximum efficiency of arsenic removal (i.e. 75 %). The Biosorbent activated carbon prepared from waste agriculture material. Industrial wastewater consists of many inorganic and organic pollutants which are discharged into water bodies resulting the serious health problems. Now a days, concentration of arsenic has much increased as compared to the permissive concentration level (25mg/L). Therefore, there is need to reduce this concentration up to threshold value (10μg/L). The use of biosorbents for arsenic removal from wastewater has global significance due to its widespread availability and low cost. Biosorption of Arsenic strongly depends on the initial metal concentration, contact time, speed of stirring, pH and temperature. The maximum arsenic as (III) removed at pH-7.5 is 70%, it was improved to 83% by agitation in batch experiments. While in continuous mode experiments (Fixed bed) the bed height and flow rates were varied. At the Fluidized bed experiments, the maximum As (III) removed was 75%. The effects of several factors such as pH, initial solute concentration, biosorbents dose, has been revaluated in this paper. The low cost, easily available biosorbent AC is recommended for removal of arsenic from contaminated wastewaters to bring them in compliance.
以前,活性炭曾被用作批量去除重金属的吸附剂,据报道去除效率最高为 25%(而我们的技术去除效率高达 75%)。大型工业采用连续生产工艺,排放大量含有重金属的废水。迄今为止,还没有关于使用流化床吸附塔进行连续操作的研究报告。本研究的新颖之处在于操作模式(在固定床和流化床条件下的大规模连续操作)、生物吸附活性炭(AC)和最高除砷效率(即 75%)。生物吸附活性炭由农业废料制备而成。工业废水由许多无机和有机污染物组成,排放到水体中会导致严重的健康问题。如今,砷的浓度比允许浓度水平(25 毫克/升)高出很多。因此,有必要将砷浓度降至阈值(10 微克/升)。使用生物吸附剂去除废水中的砷具有全球意义,因为它广泛可用且成本低廉。砷的生物吸附主要取决于初始金属浓度、接触时间、搅拌速度、pH 值和温度。在 pH 值为 7.5 时,砷(III)的最大去除率为 70%,而在批量实验中,通过搅拌,去除率提高到 83%。而在连续模式实验(固定床)中,床的高度和流速是变化的。在流化床实验中,As (III) 的最大去除率为 75%。本文重新评估了 pH 值、初始溶质浓度、生物吸附剂剂量等几个因素的影响。建议使用成本低、易于获得的生物吸附剂 AC 去除受污染废水中的砷,使其符合标准。
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引用次数: 0
Thermal analysis and efficiency enhancement of solar modified PV panels through organic PCM under climate conditions of Pakistan 在巴基斯坦气候条件下通过有机 PCM 对太阳能改性光伏电池板进行热分析并提高其效率
IF 0.6 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-01-01 DOI: 10.22581/muet1982.2401.2679
Asif Durez, Muhammad Umer Sohail, Muzaffar Ali, Umer Azeem Khan
Passive cooling of photovoltaics (PV) using phase change materials (PCM) may be extremely effective owing to their enormous implicit specific heat. However, the low rate of heat transfer, high solar radiation, and ambient temperature drop its efficiency by 0.45%/ᵒC. Only such a small fraction of solar irradiance is turned into electrical energy by PV cells; most of the irradiation is transformed into heat; hence, cells start operating above ambient temperature. Therefore, the exterior heat of photovoltaic panels is controlled by applying artificial cooling to enhance their efficiency. The current research aims on the significant benefits of using PCM to reduce panel surface temperature in terms of boosting energy efficiency and maintaining thermal comfort. This study demonstrates a successful design of PV controlled-temperature module using phase change materials for hot climate, especially for south Asian regions. The surface temperature of solar panels has been reduced using computational analysis and experimental study on paraffin wax. In this work, Paraffin wax used, which reduced the panel surface temperature by 5-7ᵒC, generating a 29% increase of the modified PV panel relative efficiency compared to its standard value.
由于相变材料(PCM)具有巨大的隐含比热,因此使用相变材料对光伏(PV)进行被动冷却可能非常有效。然而,低传热率、高太阳辐射和环境温度会使其效率降低 0.45%/ᵒC。光伏电池只能将一小部分太阳辐照转化为电能,大部分辐照转化为热量,因此,电池开始工作时的温度高于环境温度。因此,通过人工冷却来控制光伏电池板的外部热量,从而提高其效率。目前的研究旨在探讨使用 PCM 降低电池板表面温度在提高能效和保持热舒适度方面的显著优势。这项研究展示了针对炎热气候(尤其是南亚地区)使用相变材料设计光伏控温模块的成功案例。通过对石蜡的计算分析和实验研究,降低了太阳能电池板的表面温度。在这项工作中,石蜡的使用使太阳能电池板表面温度降低了 5-7ᵒC,与标准值相比,改进后的光伏电池板相对效率提高了 29%。
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引用次数: 0
Evaluation of strength parameters of plain and reinforced concrete with the addition of polypropylene fibers 评估添加聚丙烯纤维的素混凝土和钢筋混凝土的强度参数
IF 0.6 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-01-01 DOI: 10.22581/muet1982.2401.2735
A. Ajwad, Usman Ilyas, Lutufullah Muzammal, Azhan Umer, Syed Muneeb Haider
This research investigates the influence of incorporating small-diameter polypropylene fibers on the mechanical properties of concrete. The studied concrete properties include compressive strength, tensile strength, flexural strength (both plain and reinforced), shear strength, and the mitigation of shrinkage cracks. A total of 92 specimens were meticulously fabricated in the laboratory, comprising cylinders (12 inches in length and 6 inches in diameter), beams (20 x 4 x 4 inches), larger beams (60 x 9 x 9 inches), and slab panels (48 x 48 x 4 inches). During the specimen casting process, a consistent mix with a ratio of 1:2:4 and a water-cement ratio of 0.60 was consistently applied. The polypropylene fiber content varied at 0%, 0.2%, 0.4%, and 0.6% for each property examination. Results indicate a positive impact on all concrete properties studied upon the addition of polypropylene fibers. However, the optimal percentage of polypropylene fibers exhibited variability for each variable and property under investigation. This research contributes insights into the nuanced effects of polypropylene fibers on concrete properties, providing a basis for further exploration and practical application in optimizing concrete performance and durability.
本研究探讨了加入小直径聚丙烯纤维对混凝土机械性能的影响。所研究的混凝土性能包括抗压强度、抗拉强度、抗弯强度(普通强度和增强强度)、抗剪强度以及收缩裂缝的缓解。实验室共精心制作了 92 个试样,包括圆柱体(长 12 英寸,直径 6 英寸)、梁(20 x 4 x 4 英寸)、较大的梁(60 x 9 x 9 英寸)和板块(48 x 48 x 4 英寸)。在浇注试样的过程中,始终使用比例为 1:2:4 和水灰比为 0.60 的混合料。在每次性能检测中,聚丙烯纤维的含量分别为 0%、0.2%、0.4% 和 0.6%。结果表明,添加聚丙烯纤维对所研究的所有混凝土性能都有积极影响。然而,聚丙烯纤维的最佳比例对于每个变量和所研究的性能来说都存在差异。这项研究有助于深入了解聚丙烯纤维对混凝土性能的细微影响,为进一步探索和实际应用优化混凝土性能和耐久性奠定了基础。
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引用次数: 0
Decoding the animated text-based captchas to verify their robustness against automated attacks 解码基于动画文本的验证码以验证其对自动攻击的稳健性
Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-05 DOI: 10.22581/muet1982.2304.2906
Rafaqat Hussain Arain, Riaz Ahmed Shaikh, Safdar Ali Shah, Sajjad Ali Shah, Saima Rafique, Ahmed Masood Ansari
In order to protect the web against automated attacks, CAPTCHAs are most widely used mechanism on the internet. Numerous types of CAPTCHAs are introduced due to weaknesses in the earlier designs. Animated CAPTCHAs are one of the design alternatives. Instead of presenting the whole information at once, animated CAPTCHAs present information in various frames over the specific interval of time. As CATPCHAs are ubiquitously used to avoid the serious threats from bots therefore it is important to verify their effectiveness. In this research we have verified their robustness against machine learning attacks. It has been proved that adding the extra time dimension does not necessarily ensure protection against automated attacks. We have attacked the Hello CAPTCHA scheme, which is the most popular animated CAPTCHA scheme available on the internet. By applying novel image processing and machine learning techniques, these CAPTCHAs are decoded with high precision. A pre-trained CNN is used to recognize the extracted characters. In this research, 6 popular types of animated CAPTCHAs along with 41 sub types were successfully deciphered with an overall precision of up to 99.5 %.
为了保护网络免受自动攻击,验证码是互联网上使用最广泛的机制。由于早期设计的弱点,引入了许多类型的captcha。动画验证码是设计替代方案之一。动画验证码不是一次显示全部信息,而是在特定的时间间隔内以不同的帧显示信息。由于CATPCHAs普遍用于避免机器人的严重威胁,因此验证其有效性非常重要。在这项研究中,我们验证了它们对机器学习攻击的鲁棒性。事实证明,增加额外的时间维度并不一定能确保防止自动攻击。我们攻击了Hello CAPTCHA方案,这是互联网上最流行的动画CAPTCHA方案。通过应用新颖的图像处理和机器学习技术,这些验证码的解码精度很高。使用预训练的CNN来识别提取的字符。在这项研究中,6种流行的动画captcha类型以及41个子类型被成功破译,总体精度高达99.5%。
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引用次数: 0
期刊
Mehran University Research Journal of Engineering and Technology
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