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Qualitative Evaluation for Asphalt Binder Modified with SBS Polymer SBS 聚合物改性沥青粘结剂的定性评估
Q3 Environmental Science Pub Date : 2023-11-27 DOI: 10.25130/tjes.30.4.10
Rania I. Al-Nawasir, B. Al-Humeidawi
Solutions for safer, more durable infrastructure are required in light of increasing traffic and severe weather in Iraq. The most significant road conservation and maintenance challenges are the pavement's low resistance to dynamic loads and short service life. As a result, vast sums of money are spent annually to enhance the road service capacities in Iraq. Thermoplastic electrometric polymers for bitumen modification create long-lasting, cost-effective roadways. This study aims to determine how the mechanical properties of neat asphalt binder change when styrene butadiene styrene (SBS) is added as a modifier. The current research investigates adding three percentages of SBS (3, 5, and 7% of the weight of bitumen). Both neat and polymer-modified bitumen (PMB) were subjected to a series of physical laboratory and Superpave tests, including a dynamic shear rheometer tester (DSR) and a storage stability test. In addition, a chemical analysis test was conducted to identify any change in the neat binder chemical composition due to the addition of SBS polymer. The results indicated that 5% of SBS polymer was the optimum addition percentage to the local asphalt in Iraq. Additionally, it reduced the susceptibility of bitumen to temperature changes and enhanced its characteristics in all laboratory tests. The obtained PMB significantly improved rutting and fatigue factors compared to the neat asphalt binder. Based on the DSR tester and the storage stability test, the ratio of 5% SBS met the requirements of class PG76-10, used in the central and southern governorates of Iraq. Using SBS polymer on the surface course in Iraq reduces road damage due to the scorching summer sun, reduces the likelihood of rutting and fatigue cracking, and works well in hot regions, resulting in roads that last longer, provide comfortable riding, and require less maintenance.
鉴于伊拉克的交通流量不断增加,气候恶劣,需要有更安全、更耐用的基础设施解决方案。道路养护和维修面临的最大挑战是路面对动态荷载的抵抗力低和使用寿命短。因此,每年都需要花费大量资金来提高伊拉克的道路服务能力。用于沥青改性的热塑性电测聚合物可创造出使用寿命长、成本效益高的道路。本研究旨在确定添加苯乙烯-丁二烯-苯乙烯(SBS)作为改性剂后,纯沥青粘结剂的机械性能会发生怎样的变化。目前的研究调查了添加 SBS 的三个百分比(占沥青重量的 3%、5% 和 7%)。纯沥青和聚合物改性沥青(PMB)都经过了一系列物理实验室和 Superpave 测试,包括动态剪切流变仪(DSR)和储存稳定性测试。此外,还进行了化学分析测试,以确定由于添加了 SBS 聚合物,纯粘结剂的化学成分是否发生了变化。结果表明,5% 的 SBS 聚合物是伊拉克当地沥青的最佳添加比例。此外,它还降低了沥青对温度变化的敏感性,并增强了其在所有实验室测试中的特性。与纯沥青粘结剂相比,获得的 PMB 可明显改善车辙和疲劳系数。根据 DSR 测试仪和储存稳定性测试,5% SBS 的配比符合伊拉克中部和南部省份使用的 PG76-10 等级的要求。在伊拉克的面层中使用 SBS 聚合物可减少因夏日烈日造成的路面损坏,降低车辙和疲劳开裂的可能性,在炎热地区也能很好地发挥作用,从而使路面使用寿命更长、乘坐更舒适、所需的维护更少。
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引用次数: 0
Application of Machine Learning for Daily Forecasting Dam Water Levels 机器学习在大坝水位日常预测中的应用
Q3 Environmental Science Pub Date : 2023-11-25 DOI: 10.25130/tjes.30.4.9
Mohammad Abdullah Almubaidin, A. Ahmed, Chris Aaron Anak Winston, A. El-shafie
The evolving character of the environment makes it challenging to predict water levels in advance. Despite being the most common approach for defining hydrologic processes and implementing physical system changes, the physics-based model has some practical limitations. Multiple studies have shown that machine learning, a data-driven approach to forecast hydrological processes, brings about more reliable data and is more efficient than traditional models. In this study, seven machine learning algorithms were developed to predict a dam water level daily based on the historical data of the dam water level. Multiple input combinations were investigated to improve the model’s sensitivity, and statistical indicators were used to assess the reliability of the developed model. The study of multiple models with multiple input scenarios suggested that the bagged trees model trained with seven days of lagged input provided the highest accuracy. The bagged tree model achieved an RMSE of 0.13953, taking less than 10 seconds to train. Its efficiency and accuracy made this model stand out from the rest of the trained model. With the deployment of this model on the field, the dam water level predictions can be made to help mitigate issues relating to water supply.
环境的不断变化使得提前预测水位具有挑战性。尽管物理模型是定义水文过程和实施物理系统变化的最常用方法,但它也有一些实际局限性。多项研究表明,机器学习作为一种数据驱动的水文过程预测方法,能带来更可靠的数据,而且比传统模型更高效。本研究根据大坝水位的历史数据,开发了七种机器学习算法来预测大坝的每日水位。研究了多种输入组合以提高模型的灵敏度,并使用统计指标来评估所开发模型的可靠性。对多种输入情况下的多种模型的研究表明,使用七天滞后输入训练的袋装树模型精度最高。袋装树模型的均方根误差为 0.13953,训练时间不到 10 秒。其效率和准确性使该模型在其他训练模型中脱颖而出。在实地部署该模型后,就可以对大坝水位进行预测,从而帮助缓解与供水有关的问题。
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引用次数: 0
Rainwater Harvesting of Some Catchment Areas in Mosul City/ Iraq by Small Dams Construction 在伊拉克摩苏尔市一些集水区修建小型水坝收集雨水
Q3 Environmental Science Pub Date : 2023-11-13 DOI: 10.25130/tjes.30.4.7
Shatha H. D. AL-Zakar, M. Alsaidi
In semi-arid and arid areas, there is little surface and groundwater. Consequently, efforts are being undertaken to protect and collect rainwater as much as possible. When the rainfall is irregular in arid and semi-arid regions, a large portion of it is lost as surface run-off creating a water shortage that puts people at risk. Water collection is a substitute in these circumstances and is crucial. Water harvesting is the process of collecting rainfall and run-off using various storage structures, such as tiny dams, primarily for human, agricultural, and livestock use. For the construction of storage structures to impound and harvest rain and run-off water, forming surface storage reservoirs, four sites with special hydrological and geomorphologic characteristics have been identified and pointed in the drainage map of the studied areas (Tal-Kaif, Zummar, Al-Shor, and Wadi-Almur). A dam model was created using a Global Mapper and Watershed Modeling System program, WMS. Each reservoir's geometrical dimensions and the overall volume of water held behind each site's dams were measured and computed. The four sites' combined storage capacity for water behind the dams might exceed (75×106) m3. Several dam heights were selected in each basin, and the submerged areas for each height were determined to select the optimal height in each basin, i.e., 11.75, 13.9, 9.8, and 12.3 m.
在半干旱和干旱地区,地表水和地下水很少。因此,人们正在努力尽可能地保护和收集雨水。在干旱和半干旱地区,当降雨量不规律时,大部分雨水会以地表径流的形式流失,造成缺水,给人们带来危险。在这种情况下,集水是一种重要的替代手段。集水是利用各种蓄水结构(如小水坝)收集降雨和径流的过程,主要供人类、农业和畜牧业使用。为了建造蓄水结构,拦截和收集降雨和径流水,形成地表蓄水水库,已确定了四个具有特殊水文和地貌特征的地点,并在研究地区的排水图上标明了这些地点(Tal-Kaif、Zummar、Al-Shor 和 Wadi-Almur)。使用全球绘图仪和流域建模系统程序 WMS 创建了水坝模型。测量并计算了每个水库的几何尺寸和每个坝址后的总蓄水量。四个地点坝后的总蓄水量可能超过 (75×106) 立方米。在每个流域选择了几种坝高,并确定了每种坝高的淹没面积,以选择每个流域的最佳坝高,即 11.75 米、13.9 米、9.8 米和 12.3 米。
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引用次数: 0
Optimal Fuzzy-FOPID, Fuzzy-PID Control Schemes for Trajectory Tracking of 3DOF Robot Manipulator 用于 3DOF 机器人机械手轨迹跟踪的最佳模糊-FOPID、模糊-PID 控制方案
Q3 Environmental Science Pub Date : 2023-11-10 DOI: 10.25130/tjes.30.4.6
Worod Adris Shatnan, M. Almawlawe, Mustafa Abd AL-Aress Jabur
The present study explores the guidance of a robotic arm along a predefined path by implementing an optimal fuzzy fractional order PID controller-based control strategy. This method serves as a means to address the nonlinearity and unpredictability of the robotic manipulator, contingent upon the fuzzy logic controller's specifications and the employment of a clonal selection algorithm. The dynamic equation of the manipulator was considered as an initial point, followed by designing a fuzzy controller for this purpose. To validate the effectiveness of this approach, it was compared to other techniques, such as Fuzzy, Fuzzy-PID, and fuzzy-FOPID controllers, with PID and FOPID controller parameters optimized using clonal selection algorithms. Simulation results reveal that the fuzzy-FOPID variant outperformed other methods under varying load conditions and model uncertainties, using SIMULINK/MATLAB 2014a.
本研究通过实施基于 PID 控制器的最佳模糊分数阶控制策略,探讨了如何引导机械臂沿预定路径运行。这种方法是解决机械手非线性和不可预测性的一种手段,取决于模糊逻辑控制器的规格和克隆选择算法的使用。首先考虑机械手的动态方程,然后为此设计模糊控制器。为了验证这种方法的有效性,将其与其他技术进行了比较,如模糊、模糊-PID 和模糊-FOPID 控制器,并使用克隆选择算法对 PID 和 FOPID 控制器参数进行了优化。使用 SIMULINK/MATLAB 2014a 进行的仿真结果表明,在不同的负载条件和模型不确定性下,模糊-FOPID 变体的性能优于其他方法。
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引用次数: 0
Flexural Behavior of Rectangular Double Hollow Flange Cold-Formed Steel I-beam 矩形双空心翼缘冷弯型钢工字钢的挠曲行为
Q3 Environmental Science Pub Date : 2023-11-07 DOI: 10.25130/tjes.30.4.4
Alyaa S. Alsultani, Najla'a H. Al-Shareef
This research experimentally investigates the flexural behavior of rectangular hollow flange cold-formed steel I-beam (RHFCFSIB) under two concentrated loads at the same distance from the support. All specimens were at a constant clear span of (L=1500mm), a constant beam specifications (t=4mm) web, flange thickness (h=300mm) for beam′s depth, and flange width of (bf=150mm). The connecting distance between the bolts, i.e., connects the web to the flanges, was (L/6), and eight stiffeners for each beam were placed under the load bearing points and at the support points on each side. The experimental program included assembling the parts to make beams and testing four specimens under two-point loads. The major parameters adopted in the current research included the flange depth, i.e., hf=30,60,90, and 120mm. The results showed that the beam with a flange depth of 30 mm had a higher ultimate load than other beams; however, it was the highest beam deflection. The beam with a flange depth of 120mm was the best section as a flexural member. The ultimate capacity of this beam increased by 15.34% and 6.4% compared to beams with flange depths of 60mm and 90mm and decreased by 12.9% compared to a beam with a flange depth of 30 mm. The maximum deflection at beam mid-span with a flange depth of 120 mm decreased by 53.8%, 44%, and 19.94% compared to beams with flange depths of 30 mm, 60mm, and 90mm, respectively. Therefore, the flange depth significantly influenced the flexural behavior by increasing the flange depth. Also, the ultimate capacity increased, and the deflection was reduced. The main conclusions drawn from the study were discussed and summarized. The research showed that the Hollow flanged sections gave the best results for flexural behavior.
本研究通过实验研究了矩形空心翼缘冷弯型钢工字钢(RHFCFSIB)在距支撑相同距离的两个集中荷载作用下的抗弯行为。所有试件的净跨度恒定为(L=1500mm),腹板的梁规格恒定为(t=4mm),梁深的翼缘厚度恒定为(h=300mm),翼缘宽度恒定为(bf=150mm)。螺栓之间的连接距离(即连接腹板和翼缘板的距离)为(L/6),每根梁的承重点下方和两侧支撑点处各安装了八根加劲杆。实验项目包括组装部件以制作横梁,并在两点荷载下测试四个试样。本次研究采用的主要参数包括翼缘深度,即 hf=30、60、90 和 120 毫米。结果表明,翼缘深度为 30 毫米的梁的极限荷载高于其他梁,但梁的挠度最大。翼缘深度为 120 毫米的梁是最佳的抗弯构件截面。与翼缘深度为 60 毫米和 90 毫米的横梁相比,该横梁的极限承载力分别提高了 15.34% 和 6.4%,而与翼缘深度为 30 毫米的横梁相比,则降低了 12.9%。与翼缘深度为 30 毫米、60 毫米和 90 毫米的横梁相比,翼缘深度为 120 毫米的横梁中跨最大挠度分别减少了 53.8%、44% 和 19.94%。因此,增加翼缘深度会对抗弯行为产生重大影响。同时,极限承载力增加,挠度减小。对研究得出的主要结论进行了讨论和总结。研究表明,空心凸缘截面的抗弯性能最好。
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引用次数: 0
Electrocoagulation Coupled Fenton Process for Treating Refinery Wastewater Using a Cylindrical Design of Ti and Al Electrodes 使用钛和铝电极圆柱形设计的电凝耦合芬顿工艺处理炼油废水
Q3 Environmental Science Pub Date : 2023-11-05 DOI: 10.25130/tjes.30.4.3
A. Aabid, Ibtehal K. Shakir
Due to the serious wizards that industrial waste causes to humans, animals, and plants, besides the fact that wastewater from refineries contains many harmful compounds and that this type of industry is prevalent in most countries, the issue of protecting the environment from industrial waste is importance at the recent time. The organic contaminants elimination from the wastewater connected with the Iraqi refinery at Qayyarah served as our case study. The chemical oxygen demand (COD) was the organic contaminants measure. A titanium electrode (cathode) and an aluminum electrode (anode) were combined with the electrocoagulation and Photo-Fenton-processes. Using a Mini Tab program, the Taguchi method Utilizing statistical techniques, successfully obtained the outcomes and final values. The most effective removal of COD was 90.148. With a standard deviation of 2.651, the best conditions for this experiment were as follows: The time required to achieve this removal efficiency was 50 minutes, 8 pH, 400 mg/L of hydrogen peroxide, 20 mg/L of ferrous sulfate, and a current density of 15 mA cm-2. Through ANOVA analysis of this process, it was found that the current density (C.D.) significantly influenced the removal efficiency, affecting it by 47.79%, followed by the electrolytic solution effect by 18.31%, and the hydrogen peroxide and ferrous sulfate concentrations effect by 12.55% and 2.36%, respectively. Also, a mathematical equation was found to describe the studied case. The reaction kinetics were also investigated, and the reaction rate constant (cm/s) was determined at ideal conditions, with km = 6.60546 x 10-5.
由于工业废物对人类、动物和植物造成严重危害,加上炼油厂的废水中含有多种有害化合物,而且这种工业在大多数国家都很普遍,因此,保护环境免受工业废物的危害在近期显得尤为重要。我们以伊拉克 Qayyarah 炼油厂废水中有机污染物的消除为案例进行了研究。化学需氧量 (COD) 是衡量有机污染物的指标。钛电极(阴极)和铝电极(阳极)与电凝和光-芬顿过程相结合。通过使用 Mini Tab 程序、田口方法和统计技术,成功得出了结果和最终值。对 COD 的最有效去除率为 90.148。标准偏差为 2.651,该实验的最佳条件如下:达到这一去除效率所需的时间为 50 分钟,pH 值为 8,过氧化氢的浓度为 400 毫克/升,硫酸亚铁的浓度为 20 毫克/升,电流密度为 15 毫安厘米-2。通过对这一过程进行方差分析,发现电流密度(C.D.)对去除效率有显著影响,影响程度为 47.79%,其次是电解溶液的影响,影响程度为 18.31%,过氧化氢和硫酸亚铁浓度的影响分别为 12.55%和 2.36%。此外,还找到了描述所研究情况的数学方程。还研究了反应动力学,并确定了理想条件下的反应速率常数(cm/s),km = 6.60546 x 10-5。
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引用次数: 0
The Impact of Meteorological Drought on Rainwater Harvesting in Al-Khoser Basin, Iraq 气象干旱对伊拉克 Al-Khoser 盆地雨水收集的影响
Q3 Environmental Science Pub Date : 2023-09-13 DOI: 10.25130/tjes.30.3.11
Omar M. A. Mahmood-Agha, S. Zakaria, Shatha H. D. AL-Zakar
The relationship between rainfall and runoff is complex and directly related to human life, plants, and animals and their whereabouts. Modeling this process requires a suitable hydrologic model to determine accurate results, such as volume and peak discharge of runoff, that can be adopted in the planning and management of water resources. Many factors affect the quantities of surface runoff that can be saved, including climate change and drought. In this study, HEC-HMS was used and calibrated to estimate the runoff volumes and peak discharge for (1986–2018). The initial and constant methods were considered and used to account for the precipitation loss. Snyder's unit hydrograph (UH) was the transform method. Drought characteristics can be analyzed by calculating the severity and duration of drought using the Modified Chinese Z Index (MCZI). The results showed the possibility of applying a rainwater harvesting system to achieve an abundance of water that compensates for the water scarcity in the study area. The seasonal surface runoff ranged from 1361.3-19706.8 (×103 m3) during the study period (1986–2018). Regarding the drought intensity, the region experienced its most severe period in 2007–2008, with a rate of 4.63, followed by 1998–1999 at a rate of 2.48. Both are classified as extreme drought. The study revealed that certain years had a higher intensity of drought and resulted in better water collection than other years when the area was affected by drought.
降雨和径流之间的关系非常复杂,与人类生活、动植物及其去向直接相关。对这一过程进行建模需要一个合适的水文模型来确定准确的结果,如径流量和峰值排水量,以便在规划和管理水资源时采用。影响地表径流量的因素很多,包括气候变化和干旱。本研究使用 HEC-HMS 并对其进行校核,以估算(1986-2018 年)的径流量和峰值排水量。考虑并使用了初始法和恒定法来计算降水损失。斯奈德单位水文图 (UH) 是转换方法。通过使用修正的中国 Z 指数(MCZI)计算干旱的严重程度和持续时间,可以分析干旱特征。研究结果表明,应用雨水收集系统可以获得丰富的水量,从而弥补研究区域的缺水问题。研究期间(1986-2018 年)的季节性地表径流量范围为 1361.3-19706.8 (×103 m3)。在干旱强度方面,该地区在 2007-2008 年经历了最严重的时期,干旱强度为 4.63,其次是 1998-1999 年,干旱强度为 2.48。这两个年份都被列为极端干旱。研究显示,某些年份的干旱强度较高,导致该地区的取水情况好于其他受干旱影响的年份。
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引用次数: 0
Energy and Exergy Analyses of a Combined Power Plant Based on Natural Gas Combustion 基于天然气燃烧的联合发电厂能量与火用分析
Q3 Environmental Science Pub Date : 2023-08-08 DOI: 10.25130/tjes.30.3.3
K. Hamada, Marwah N Mohammed, Raad R. Jasim, Thamir K. Ibrahim
The present study implemented energy and exergy analyses on a 750MW combined cycle power plant (CCPP). The research utilized a simulation process using a computer model developed in MATLAB. The model was based on the natural gas combustion concept, energy balances, enthalpy balances, entropy changes, and the CCPPs heat transfer. The model was validated with the case study of the CCPP at Tuanku Ja’afar Power Station, Port Dickson. The results showed that the CCPP’s energy and exergy efficiencies were 56% and 51%, respectively. Furthermore, applying exergy analysis revealed that the combustion chamber had a significant source of exergy destruction rate, i.e., 224.58 MW, which corresponded to 67.48% of the total exergy destruction in the CCPP, followed by the air compressor 7.53%, and the steam turbine 7.07%. Meanwhile, increasing the turbine inlet temperature (TIT) reduced the exergy destruction rate of the combustion chamber of the gas turbine cycle. The optimum performance obtained at TIT was higher than 1262 °C, where the exergy destruction decreased in the CCPP. Moreover, In CCPP, the combustion chamber was the highest exergy destruction rate, i.e., 225MW, among the main components of the power system. It can be grasped that the current adaptive model of natural gas combustion is a powerful tool for predicting the overall performance of the CCPPs based on exergy analysis.
本研究对一座750MW联合循环电厂(CCPP)进行了能量和火用分析。本研究利用MATLAB开发的计算机模型进行仿真。该模型基于天然气燃烧概念、能量平衡、焓平衡、熵变化和CCPPs传热。该模型以博德申Tuanku Ja 'afar电站的CCPP为例进行了验证。结果表明,CCPP的能源效率和火用效率分别为56%和51%。此外,应用火用分析发现,燃烧室的火用破坏率显著,为224.58 MW,占CCPP总火用破坏率的67.48%,其次是空压机7.53%,汽轮机7.07%。同时,提高涡轮进口温度降低了燃气轮机循环燃烧室的火能破坏率。温度高于1262°C时,CCPP的火用破坏减小。此外,在CCPP中,在电力系统的主要部件中,燃烧室的火用破坏率最高,达到225MW。可以看出,目前的天然气燃烧自适应模型是基于火用分析预测CCPPs整体性能的有力工具。
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引用次数: 1
Improving mechanical properties of laminated biocomposites for artificial lower limb socket 人工下肢窝层状生物复合材料力学性能的改进
Q3 Environmental Science Pub Date : 2023-08-04 DOI: 10.25130/tjes.30.3.2
Adel Mahmood Bash, T. Othman, J. K. Oleiwi
People need artificial limbs for many reasons, such as illness, injury, or a gene problem. However, these limbs must be changed often because the human body changes as it gains or loses weight. This study examines whether plant fibers could be used instead of metal to make sockets for lower limb prosthetics using a vacuum bagging process. The laminates were formed using woven ramie fiber, bamboo fiber, carbon fiber, glass fiber, Kevlar fiber, and ultra-high molecular weight polyethylene UHMWPE fiber. Several mechanical tests, such as impact, maximum shear stress, and flexural tests, were done to investigate the effect of different ways of stacking the fibers on certain mechanical and physical properties. The goal was to find out how changing the orientation and distribution of the fibers affected the composite's properties and how it worked. The outcomes of the tests were evaluated and analyzed to identify the optimal stacking pattern that would yield the desired properties for the composite material. The present investigation demonstrated that the incorporation of diverse reinforcing agents into composite materials exerted a significant influence on their mechanical strength. The composite's properties, such as flexibility, stress tolerance, and toughness upon fracture, improved proportionally with the increasing addition of these materials. The sample with the lamination of (2 perlon + 2 ramie + 2 carbon + 2 ramie + 2 perlon) fiber layers has shown a good impact strength of 81 KJ/m2, a maximum shear stress of 6.07 MPa, and a fracture strength of 174.1 MPa. Novel findings regarding the effect of altering the orientation and distribution of these fibers on the composite's properties could develop more effective prosthetic materials.
人们需要假肢的原因有很多,比如生病、受伤或基因问题。然而,这些肢体必须经常改变,因为人体会随着体重的增加或减少而改变。这项研究考察了是否可以使用植物纤维代替金属,通过真空装袋工艺制作下肢假肢的插座。采用苎麻纤维、竹纤维、碳纤维、玻璃纤维、凯夫拉纤维和超高分子量聚乙烯UHMWPE纤维编织而成。进行了一些力学测试,如冲击、最大剪切应力和弯曲测试,以研究不同堆叠方式对某些机械和物理性能的影响。目的是找出纤维取向和分布的变化如何影响复合材料的性能及其工作原理。对测试结果进行了评估和分析,以确定将产生复合材料所需性能的最佳堆叠模式。目前的研究表明,在复合材料中掺入不同的增强剂对其机械强度产生了显著影响。复合材料的性能,如柔韧性、应力容限和断裂韧性,随着这些材料的添加而成比例地提高。叠层(2 perlon+2苎麻+2碳+2苎麻+2 perlon)纤维层的样品显示出81KJ/m2的良好冲击强度、6.07MPa的最大剪切应力和174.1MPa的断裂强度。关于改变这些纤维的取向和分布对复合材料性能的影响的新发现可能会开发出更有效的假体材料。
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引用次数: 0
Energy-Efficient Massive MIMO Network 高效节能的大规模MIMO网络
Q3 Environmental Science Pub Date : 2023-08-02 DOI: 10.25130/tjes.30.3.1
Israa Hilme, A. Abdulkafi
Massive Multiple-Input Multiple-Output (Massive MIMO) is widely regarded as a highly promising technology for the forthcoming generation of wireless systems. The massive MIMO implementation involves the integration of a substantial number of antenna elements into base stations (BSs) to enhance spectral efficiency (SE) and energy efficiency (EE). The energy efficiency (EE) of base stations (BSs) has become an increasingly important issue for telecommunications network operators due to the need to take care of profitability while simultaneously minimizing their detrimental effects on the environment and addressing economic challenges faced by wireless communication operators. In this paper, the EE of massive MIMO networks and the relationship between EE, SE, and other parameters like bandwidth (B), number of antennas (M), circuit power, and number of users’ equipment (K) are discussed and investigated. For a fixed circuit power (PFIX), simulation results showed that the EE could be increased by about 1.12 as the number of antennas was doubled. The findings in this work also indicated an almost linear relationship between maximum EE and optimal SE, with a massive increase in the number of antennas when the power consumed by each antenna (PBS) was included in circuit power. In addition, when considering the power consumed per user’s equipment (PUE) impact, the SE increased with the ratio (M/K), in which SE showed a cubic relationship against M/K. On the other hand, the EE increased with M/K ratio until M/K reached a specific value. The maximum EE (and hence optimum SE) was achieved by massive MIMO, where the number of antennas was three times the number of users. However, EE started degrading after this value, as the number of antennas was considered larger than the users’ and consumed more energy, resulting in EE degradation.
大规模多输入多输出(Massive MIMO)被广泛认为是下一代无线系统中极具前景的技术。大规模MIMO实现涉及将大量天线元件集成到基站(BS)中以增强频谱效率(SE)和能量效率(EE)。基站(BS)的能源效率(EE)对于电信网络运营商来说已经成为一个越来越重要的问题,因为需要考虑盈利能力,同时将其对环境的不利影响降至最低,并解决无线通信运营商面临的经济挑战。本文讨论并研究了大规模MIMO网络的EE以及EE、SE与带宽(B)、天线数量(M)、电路功率和用户设备数量(K)等参数之间的关系。对于固定电路功率(PFIX),仿真结果表明,随着天线数量的增加,EE可以增加约1.12。这项工作中的发现还表明,最大EE和最佳SE之间几乎呈线性关系,当每个天线(PBS)消耗的功率包含在电路功率中时,天线数量大幅增加。此外,当考虑每个用户设备消耗的功率(PUE)的影响时,SE随着比率(M/K)而增加,其中SE与M/K呈三次关系。另一方面,EE随着M/K比的增加而增加,直到M/K达到特定值。最大EE(以及因此的最佳SE)是通过大规模MIMO实现的,其中天线的数量是用户数量的三倍。然而,在这个值之后,EE开始退化,因为天线的数量被认为大于用户的数量,并且消耗了更多的能量,导致EE退化。
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引用次数: 0
期刊
Tikrit Journal of Engineering Sciences
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