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A hybrid deep learning model to forecast air quality data based on COVID-19 outbreak in Mashhad, Iran 基于伊朗马什哈德新冠肺炎疫情预测空气质量数据的混合深度学习模型
Pub Date : 2022-07-01 DOI: 10.29328/journal.acee.1001035
Shahne Maryam Zare, Sezavar Amir, Najibi Fatemeh
The SARS-CoV-2 (COVID-19) pandemic outbreak has led to some lockdowns and changed human mobility and lifestyle in this country. Mashhad, one of the most polluted cities in Iran has experienced critical air pollution conditions in recent years. In the present study, the potential relationships between air quality conditions (such as popular index and criteria air pollutant concentration) and COVID-19 cases and deaths were investigated in Mashhad, Iran. To do that, the Long Short-Term Memory (LSTM) based hybrid deep learning architecture was implemented on AQI, meteorological data (such as temperature, sea level pressure, dew points, and wind speed), traffic index and impact number of death, and active cases COVID-19 from March 2019 to March 2022 in Mashhad. The results reveal the LSTM model could predict the AQI accurately. The lower error between the real and predicted AQI, including MSE, MSLE, and MAE is 0.0153, 0.0058, and 0.1043, respectively. Also, the cosine similarity between predicted AQI and real amounts of it is 1. Moreover, in the first peak of the pandemic (Aug 2021), we have the minimum amount of AQI. Meanwhile, by increasing the number of active cases and death and by starting lockdown, because the traffic is decreased, the air quality is good and the amount of AQI related to PM2.5 is 54.68. Furthermore, the decrease the active cases and death in pandemic causes a significant increase in AQI, which is 123.52 in Nov 2021, due to a decline in lockdowns, resumption of human activities, and probable temperature inversions.
SARS-CoV-2 (COVID-19)大流行的爆发导致了一些封锁,并改变了这个国家的人员流动和生活方式。马什哈德是伊朗污染最严重的城市之一,近年来经历了严重的空气污染状况。本研究在伊朗马什哈德调查了空气质量状况(如流行指数和标准空气污染物浓度)与COVID-19病例和死亡之间的潜在关系。为此,在2019年3月至2022年3月期间,对马什哈德的空气质量、气象数据(如温度、海平面压力、露点和风速)、交通指数和影响死亡人数以及COVID-19活跃病例实施了基于长短期记忆(LSTM)的混合深度学习架构。结果表明,LSTM模型能较准确地预测空气质量。包括MSE、MSLE和MAE在内的实际AQI与预测AQI的最小误差分别为0.0153、0.0058和0.1043。同样,预测的空气质量指数和实际的空气质量指数之间的余弦相似度是1。此外,在大流行的第一个高峰(2021年8月),我们的AQI最小。同时,通过增加活跃病例数和死亡人数以及开始封锁,由于交通减少,空气质量良好,与PM2.5相关的AQI值为54.68。此外,大流行中活跃病例和死亡人数的减少导致AQI显著上升,2021年11月为123.52,这是由于封锁减少、人类活动恢复以及可能出现的逆温。
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引用次数: 0
Nano-silica from kaolinitic clay used as adsorbent for anionic and cationic dyes removal: linear and non-linear regression isotherms and kinetics studies 高岭土中的纳米二氧化硅用作阴离子和阳离子染料去除吸附剂:线性和非线性回归等温线和动力学研究
Pub Date : 2022-05-24 DOI: 10.29328/journal.acee.1001034
Tchanang Gustave, Djangang Chantale Njiomou, Abi Charles Fon, Moukouri Danie Laure Mbella, Djabo Guillonnel Trésor Nyadjou, Kepdieu Jean Marie, Blanchart Philippe
The increasing occurrence of wastewaters associated with industrial development has begotten a permanent search for new and more efficient techniques for the removal of hazardous substances such as heavy metals and dyes. The use of natural and available resources to develop improved and sustainable commodities for this purpose remains crucial and is among promising emerging green technologies for water treatment. It offers the gradual shifting of hazardous industrial chemicals precursors to the abundant non-metallic mineral resources that receive an added value. This work investigated the uptake capacity by the adsorption process of methylene blue (MB) and azocarmine G (AG) onto nano-silica synthesized from kaolinite clay. The effects of contact time (0-30 min), the adsorbent dosage (5-100 mg), the initial pH of the solution (1-11 for MB and 1-7 for AG), and the initial dye concentration (5-50 mg/L) were studied. The selected conditions to carry out kinetic and isotherm adsorption experiments were: 15 mins, 20 mg, 11 for MB, 1.01 for AG, and 50 mg/L. Four adsorption isotherms and three kinetic models were used to model the adsorption data thanks to linear and non-linear regression methods. From the obtained results, the Freundlich isotherm model fitted well the adsorption phenomenon while the pseudo-second-order kinetic model described well the adsorption mechanism. Furthermore, the free energy of adsorption was similar for the two absorbents, 0.71 kJ, pointing physisorption as the dominant adsorption mechanism. The optimum MB and AG uptake were respectively 13.8 and 36.1 mg/g. Conclusively, the nano-silica represents a potentially viable and powerful adsorbent whose use could lead to a plausible improvement in environmental preservation.
与工业发展有关的废水日益增多,促使人们不断寻求新的和更有效的技术来清除诸如重金属和染料等有害物质。利用自然资源和现有资源为这一目的开发改良和可持续的商品仍然至关重要,并且是有希望的新兴绿色水处理技术之一。它提供了危险的工业化学品前体逐渐转移到丰富的非金属矿物资源,获得了附加价值。研究了亚甲基蓝(MB)和偶氮胺G (AG)在高岭石粘土合成的纳米二氧化硅上的吸附性能。考察了接触时间(0 ~ 30 min)、吸附剂用量(5 ~ 100 mg)、溶液初始pH (MB为1 ~ 11、AG为1 ~ 7)、染料初始浓度(5 ~ 50 mg/L)对吸附效果的影响。进行动力学和等温吸附实验的条件为:15 min, 20 mg, MB 11, AG 1.01, 50 mg/L。采用线性和非线性回归方法,采用4条吸附等温线和3种动力学模型对吸附数据进行建模。所得结果表明,Freundlich等温线模型较好地拟合了吸附现象,拟二级动力学模型较好地描述了吸附机理。两种吸附剂的吸附自由能相近,均为0.71 kJ,表明物理吸附是主要的吸附机制。MB和AG的最佳吸收量分别为13.8和36.1 mg/g。最后,纳米二氧化硅代表了一种潜在的可行和强大的吸附剂,其使用可能导致环境保护的合理改善。
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引用次数: 7
Generating eco-friendly electricity from rain water 利用雨水发电
Pub Date : 2022-03-04 DOI: 10.29328/journal.acee.1001032
Abdel Rahim Khalid Abdel Naser
A new design system is introduced to generate clean eco-friendly electricity from rain fall water. The majority of traffic roads in the world has constructed water ditches for one aim. This is for the accumulation of rain fall water from the roads.
引入了一种新的设计系统,利用雨水产生清洁环保的电力。世界上大多数交通道路都为了一个目的修建了水沟。这是为了防止道路上雨水的积聚。
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引用次数: 0
Short-term environmental impact of ambient air quality trends in during the COVID-19 pandemic in India 新冠肺炎大流行期间印度环境空气质量趋势的短期环境影响
Pub Date : 2021-12-17 DOI: 10.29328/journal.acee.1001031
K. Manikanda Bharath, N. Usha, P. Balamadeswaran, S. Srinivasalu
The lockdown, implemented in response to the COVID-19 epidemic, restricted the operation of various sectors in the country and its highlights a good environmental outcome. Thus, a comparison of air pollutants in India before and after the imposed lockdown indicated an overall improvement air quality across major Indian cities. This was established by utilizing the Central Pollution Control Board’s database of air quality monitoring station statistics, such as air quality patterns. During the COVID-19 epidemic, India’s pre-to-post nationwide lockdown was examined. The air quality data was collected from 30-12-2019 to 28-04-2020 and synthesized using 231 Automatic air quality monitoring stations in a major Indian metropolis. Specifically, air pollutant concentrations, temperature, and relative humidity variation during COVID-19 pandemic pre-to-post lockdown variation in India were monitored. As an outcome, several cities around the country have reported improved air quality. Generally, the air quality, on a categorical scale was found to be ‘Good’. However, a few cities from the North-eastern part of India were categorized as ‘Moderate/Satisfactory’. Overall, the particulate matters reduction was in around 60% and other gaseous pollutants was in 40% reduction was observed during the lockdown period. The results of this study include an analysis of air quality data derived from continuous air quality monitoring stations from the pre-lockdown to post-lockdown period. Air quality in India improved following the national lockdown, the interpretation of trends for PM 2.5, PM 10, SO2, NO2, and the Air Quality Index has been provided in studies for major cities across India, including Delhi, Gurugram, Noida, Mumbai, Kolkata, Bengaluru, Patna, and others.
为应对新冠肺炎疫情而实施的封锁限制了该国各部门的运营,并突出了良好的环境成果。因此,对印度实施封锁前后的空气污染物进行比较表明,印度主要城市的空气质量总体上有所改善。这是利用中央污染控制委员会的空气质量监测站统计数据库建立的,如空气质量模式。在新冠肺炎疫情期间,印度的全国封锁措施受到审查。空气质量数据收集于2019年12月30日至2020年4月28日,并使用印度一个主要大都市的231个空气质量自动监测站进行合成。具体而言,监测了新冠肺炎疫情期间印度封锁前后的空气污染物浓度、温度和相对湿度变化。结果,全国多个城市报告空气质量有所改善。一般来说,空气质量分类为“良好”。然而,印度东北部的一些城市被归类为“中等/满意”。总体而言,在封锁期间,颗粒物减少了约60%,其他气体污染物减少了40%。这项研究的结果包括对从封锁前到封锁后连续空气质量监测站获得的空气质量数据的分析。印度的空气质量在全国封锁后有所改善,在对印度主要城市的研究中,包括德里、古鲁格拉姆、诺伊达、孟买、加尔各答、班加罗尔、巴特那和其他城市,提供了PM 2.5、PM 10、SO2、NO2和空气质量指数的趋势解释。
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引用次数: 0
Investigation of snow load reduction in the industrial sheds roof design with photovoltaic systems by mathematical modelling, solar system evaluation, X-steel simulation and thermodynamic practices 通过数学建模、太阳能系统评估、X-steel模拟和热力学实践研究光伏系统工业棚屋顶设计中的雪负荷减少
Pub Date : 2021-09-08 DOI: 10.29328/journal.acee.1001030
Ghadami Nasim, Deravian Bita, `Deravian Behzad, Takhtravan Amir, Khatibi Seyed Mohammad, Gheibi Mohammad
Since snow load is one of the loads of designing the industrial shed roof, this research presents a new system to reduce the industrial sheds roof design. In this system, sensitive units of moisture and temperature, which can be adjusted with different areas, are installed on the shed’s roof. The mechanism of system is that the sensors in the units detect the presence of snow on the shed roof and send an order to connect electricity to the elements; therefore, the snow on the roof melts by the heat generated. In this system, solar panels are used to supply electricity. As with the help of this mechanism, snow does not remain on the roof, it is possible to eliminate the snow load in the calculations of the shed and apply at least the live load of the sixth regulation (Due to having a one-story shed, minimum live load applied and it used only for the foundation design of the structure.), this issue will create an economic plan in shed designing. According to the study conducted in this research, it is shown that the dimensions of the sheet beam used in the shed are reduced, which will significantly reduce the cost of construction and installation to some extent. In the following, two samples of sheds with a span of 20 meters in the presence of snow and the absence of snow in the software were modelled, and the results were compared with each other.
由于雪荷载是工业棚顶设计的荷载之一,本研究提出了一种新的减少工业棚顶设计的系统。在这个系统中,湿度和温度的敏感单元可以根据不同的区域进行调整,安装在棚顶上。系统的机制是,单元中的传感器检测到棚顶上是否有雪,并发出命令将电连接到各个元件;因此,屋顶上的雪被产生的热量融化。在这个系统中,太阳能板被用来供电。在这种机制的帮助下,雪不会留在屋顶上,因此有可能在棚的计算中消除雪荷载,并至少应用第6条规定的活载(由于有一个单层的棚,最小的活载应用,它只用于结构的基础设计),这个问题将为棚设计创造一个经济的计划。根据本研究进行的研究表明,减少了棚内使用的薄板梁的尺寸,这将在一定程度上显著降低施工和安装成本。下面分别对软件中有雪和无雪两种情况下,跨度为20米的两个棚子样本进行建模,并对结果进行比较。
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引用次数: 1
Ranking of cadmium low amount measurement systems according to economic, environmental, and functional indicators using ELECTRE analytical method 采用ELECTRE分析方法对镉低量测量系统进行经济、环境和功能指标排序
Pub Date : 2021-09-08 DOI: 10.29328/journal.acee.1001028
Chahkandi Benyamin, Gheibi Mohammad, Takhtravan Amir
Cadmium is one of the transition metals, known by the scientific name Cd. One of its main characteristics is the high toxicity, even in very little amounts. Cadmium is often released through industrial effluents, pesticides, chemical fertilizers, and the burning of fossil fuels. Since the presence of cadmium ions in the living organisms’ body, especially humans, can cause serious damage to the liver and pancreas, and also because its role in causing cancer has been proven, measuring very low amounts of this metal is of high importance. In the first step, this study has reviewed and analyzed common laboratory methods for measuring small amounts of cadmium. Then, according to economic, environmental, feasibility, speed, and accuracy factors, all available methods were evaluated using the ELECTRE technique. The results showed that the extraction methods using Dowex Optipore V-493 resin and extraction system in Triton X-114 surfactant, placed in the first and second positions.
镉是一种过渡金属,学名为Cd。它的主要特点之一是毒性高,即使是非常少量。镉通常通过工业废水、杀虫剂、化肥和燃烧化石燃料释放出来。由于镉离子存在于生物体体内,尤其是人体内,会对肝脏和胰腺造成严重损害,而且它在致癌中的作用已被证实,因此测量极少量的这种金属是非常重要的。在第一步,本研究回顾和分析了用于测量少量镉的常用实验室方法。然后,根据经济、环境、可行性、速度和准确性等因素,利用ELECTRE技术对所有可用的方法进行评估。结果表明,采用Dowex Optipore V-493树脂的提取方法和采用Triton X-114表面活性剂的提取体系,分别排在第一和第二的位置。
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引用次数: 0
Therapeutic benefits of lemongrass and tea tree 柠檬草和茶树的治疗作用
Pub Date : 2020-05-29 DOI: 10.29328/journal.acee.1001022
Khan Nida Tabassum
Lemongrass is an enriched source of iber, carbohydrates, Vitamin A, B and C that strengthens body immune system, repairs tissue damage and promotes cell division respectively [3,4], magnesium that is required for protein synthesis, glycolysis and muscle activity [5], selenium for cognitive function and fertility [6], phosphorus for DNA/RNA and cell membrane synthesis [7], zinc required for wound healing, normal growth and development [8].
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引用次数: 4
Studies of the possibility of determining amplifications in kinematic pairs 关于确定运动偶放大率的可能性的研究
Pub Date : 2020-05-11 DOI: 10.29328/journal.acee.1001020
Intiqam Huseyn H. oqlu Aliyev
The article discusses approaches to solving problems of accurately determining strength in kinematic pairs. It is known that the nature of the bonds imposed by kinematic pairs is determined by the geometric shapes of the elements of the pairs. For what, here, the bonds acted during the entire time the mechanism was moving, so that the elements of the kinematic pairs would continuously touch each other. Where it is recognized that one of the simplest methods for taking into account the inertia of a link is the principal moment method. How the contradiction is sought is here because the normal acceleration has a direction opposite because normal acceleration has a direction opposite to the link (directed toward the center), and the image of tangential acceleration is directed parallel to this acceleration. The following simplification can be made if the main vector of inertia is considered together with the weight of the link.
本文讨论了解决精确确定运动副强度问题的方法。众所周知,由运动对施加的键的性质由运动对的元件的几何形状决定。在这里,键在机构运动的整个过程中起作用,因此运动学对的元素将不断地相互接触。考虑连杆惯性的最简单方法之一是主力矩法。如何寻求矛盾是因为法向加速度具有相反的方向,因为法向加速具有与链接相反的方向(指向中心),并且切向加速度的图像平行于该加速度。如果将主惯性矢量与连杆的重量一起考虑,则可以进行以下简化。
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引用次数: 0
Investigation and analysis of fracture failure and fatigue cracking in High-rise pavement using simulation software of ABAQUS 应用ABAQUS仿真软件对高层路面断裂失效和疲劳开裂的调查与分析
Pub Date : 2019-05-27 DOI: 10.29328/JOURNAL.ACEE.1001015
Seyed Masoud Hadian
Assuming that the road infrastructure has been implemented in accordance with specifications and standards, poor adhesion between the two layers of asphalt mix can be a significant cause of pavement problems. The general problem observed with the weak adhesion between the layers is the slip failure. Slipping disruption in areas where transport acceleration increases, in areas where acceleration decreases or may occur in bumps. One of the criteria and a test method for measuring adhesion resistance between the hot mix asphalt layers is needed to improve the surface finish. The main objective of this study is to determine the effect of reducing the coefficient of friction between asphalt layers in the displacement of asphaltic layers. Because performing experimental experiments in the country is a deterrent to this goal, the use of analytical and numerical methods has been shown to play an important role in conducting studies. Therefore, in this paper, using vehicle simulation in ABAQUS software and analyzes, it has been found that decreasing the coefficient of friction (adhesion reduction) increases the interlayer deformation, which causes the surface of the pavement to fail. Three different thicknesses for asphalt cladding, including 4, 6, and 7 centimeters, and three different thicknesses for roller concrete layers of 18, 20 and 22 centimeters are used. Modeling and analysis of pavements with finite element method has been performed and the depth of the asphalt and tensile strain slope is calculated at the maximum level. The results show that the type of asphalt mix has a high impact on the amount of sloping and tensile strain at the maximum level. So that under different conditions it is estimated to be about 2-3 times in the amount of rotation at the surface. Also, the amount of groove and strain in the middle of the procedure is increased by a thickness of 11% the thickness of the roller concrete thickness has not changed, but the surface strain has been reduced by 9%.
假设道路基础设施已按照规范和标准实施,两层沥青混合料之间的附着力差可能是路面问题的重要原因。由于层与层之间的粘接力弱,观察到的一般问题是滑移破坏。在运输加速度增加的区域,在加速度减少的区域或可能发生颠簸的区域发生滑动破坏。为了提高热拌沥青的表面光洁度,需要制定一种测量热拌沥青层间粘附阻力的标准和测试方法。本研究的主要目的是确定降低沥青层间摩擦系数对沥青层位移的影响。由于在国内进行实验对实现这一目标是一种阻碍,分析和数值方法的使用已被证明在进行研究方面发挥了重要作用。因此,本文利用ABAQUS软件中的车辆仿真进行分析,发现减小摩擦系数(减少附着)会增加层间变形,从而导致路面表面破坏。沥青包层采用4、6、7厘米三种不同厚度,碾压混凝土层采用18、20、22厘米三种不同厚度。用有限元方法对路面进行了建模和分析,并在最大水平处计算了沥青和拉应变边坡的深度。结果表明,沥青混合料的类型对最大水平的倾斜量和拉应变有很大的影响。因此,在不同的条件下,估计大约是表面旋转量的2-3倍。同时,中间工序的沟槽量和应变增加了11%的厚度,碾压混凝土厚度没有变化,但表面应变减少了9%。
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引用次数: 1
A qualitative method for determining the surfaces between asphalt layers using ABAQUS software 用ABAQUS软件定性确定沥青层间面的方法
Pub Date : 2019-04-25 DOI: 10.29328/JOURNAL.ACEE.1001014
Hadian Seyed Masoud
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引用次数: 0
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Annals of civil and environmental engineering
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