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A Mathematical Model of Lubricant Film Flow Velocity on a Belt Type Oil Skimmer in a Part of Wastewater Treatment Process Using a Finite Difference Method with Quasi-Newton Iterative Technique 用拟牛顿迭代有限差分法建立了部分污水处理工艺中带式撇油器油膜流速的数学模型
Pub Date : 2020-07-01 DOI: 10.13189/ujme.2020.080401
Pantira Klankaew, Kaboon Thongtha, Siripawn H Winter, Pornchai Chaisanit, K. Kumnungkit, N. Pochai
Oil skimmer is a useful tool in recovering all types of floating waste oils, greases and fats from water surfaces. Lubricant film flow velocity approximation is an important problem of oil skimmer belt speed adjustment. The adjustment belt speed level is up to several physical parameters of oil types. A thin lubricant film flow velocity on a moving belt oil skimmer can be modeled in a form of a nonlinear differential equation as a boundary value problem. The model is providing the lubricant film flow velocity in each thickness layers. In this research, a centered in space finite difference method and a Quasi-Newton iterative method are proposed to approximate the solutions of the nonlinear thin lubricant film flow velocity model. Their numerical simulations of a thin lubricant film flow velocity on a moving oil skimmer belt with varied physical parameters are investigated. The proposed numerical techniques give good agreement approximated solutions in several moving belts speed levels with the external force factor. These are then useful to achieve the optimum belt oil skimmer speed for each lubricant type.
撇油器是一种有用的工具,可以从水面上回收各种漂浮的废油、油脂和脂肪。润滑油膜流速近似是撇油带调速中的一个重要问题。调节带速水平可达几种油型的物理参数。运动带式撇油器上润滑油膜的流动速度可以用非线性微分方程的边值问题来表示。该模型给出了润滑油膜在各厚度层中的流动速度。本文提出了一种以空间为中心的有限差分法和拟牛顿迭代法来逼近非线性润滑膜流动速度模型的解。研究了在不同物理参数条件下,薄润滑膜在运动撇油带上的流动速度的数值模拟。所提出的数值方法给出了与外力因子在不同运动带速度水平下的近似解。这些是有用的,然后实现最佳的皮带撇油器速度为每种润滑剂类型。
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引用次数: 0
Impact of Turbocharger Compressor Pressure Ratio on Diesel Engine Performance and Nitrogen Oxides Emissions 增压器压气机压比对柴油机性能及氮氧化物排放的影响
Pub Date : 2020-07-01 DOI: 10.13189/ujme.2020.080404
Abdullah A. Alghafis, E. A. Raouf, Abdumalik Aldahlawi, Faisal Alassaf, Abdulmajeed Alrsheedi, Amer Alharbi
Turbochargers is used on several engines since 1962, to gain greater power output. This paper presents a study of the impact of the turbocharger pressure ratio on diesel engine performance and nitrogen oxides (NOX) emissions. A series of simulation experiments were carried out by using Diesel-RK software on variable turbocharger pressure ratio diesel engine. Diesel-RK is known as a very good open source software for youthful researchers, since it is free and talented of simulating combustion and thermodynamics of diesel engines very well. The simulated results showed that, turbocharger pressure ratio (PR) is an important parameter which affects directly on engine performance, engine brake power (BP) increased when pressure ratio increased. At 2500rpm and pressure ratio equal to 1.5 the BP increment about 27.4% when compared to natural aspirated (NA) engine. More increment about 55% is achieved by increasing the pressure ratio to 2.5. Though the specific fuel consumption (SFC) reduced as the pressure ratio increased. At 4000rpm and pressure ratio equal to 1.5 the SFC reduction about 5% when compared to NA engine. More decrement rate in the SFC rate about 7% is achieved by increasing the turbocharger pressure ratio to 2.5. The brake thermal efficiency (BTE) also increased as the pressure ratio increased, due to increase in power. At NA engine and 3000rpm, the BTE is found to be 32.5%, while at PR = 1.5, the BTE is equal to 33.9% and the BTE at the PR equal to 2.5 is increased to 33.8%. On the other hand engine NOx emissions increased as the pressure ratio increased, at 3000rpm and PR equal to 1.5, the NOX rate increased at a rate of 20% when compared to the emissions of NA engine. NOX emissions continuously increased and reached more than 42% with PR equal to 2.5 when compared to NA engine. Turbocharger gives the small displacement engines much more power relative to their size e.g. PR equal to 2.5, turbochargers run off energy of exhaust gases that is always lost by the NA engines, so the recovery of this energy develops the engine efficiency.
自1962年以来,涡轮增压器被用于几种发动机,以获得更大的动力输出。本文研究了增压器压力比对柴油机性能和氮氧化物(NOX)排放的影响。利用diesel - rk软件对变增压压比柴油机进行了一系列仿真实验。diesel - rk被认为是一款非常优秀的开源软件,适合年轻的研究人员使用,因为它是免费的,并且能够很好地模拟柴油发动机的燃烧和热力学。仿真结果表明,增压器压比(PR)是直接影响发动机性能的重要参数,压比增大时发动机制动功率(BP)增大。在2500rpm和压力比等于1.5时,与自然吸气(NA)发动机相比,BP增加约27.4%。将压力比提高到2.5,可获得约55%的增量。随着压力比的增大,燃油消耗率(SFC)降低。与NA发动机相比,在4000rpm和压力比等于1.5时,SFC降低约5%。通过将涡轮增压器压力比提高到2.5,SFC降低率约为7%。由于功率的增加,制动热效率(BTE)也随着压力比的增加而增加。在NA发动机和3000rpm时,BTE为32.5%,而在PR = 1.5时,BTE为33.9%,PR = 2.5时,BTE增加到33.8%。另一方面,随着压力比的增加,发动机NOx排放量增加,在3000rpm和PR = 1.5时,与NA发动机相比,NOx排放量增加了20%。与NA发动机相比,NOX排放量持续增加,在PR为2.5的情况下达到42%以上。涡轮增压器给小排量发动机更多的动力相对于他们的大小,例如,PR等于2.5,涡轮增压器运行的废气的能量,总是由NA发动机损失,所以这种能量的回收发展发动机效率。
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引用次数: 1
Design and Development of Size Segregation Sieve Machine with Centrifugal Action 离心粒度分离筛机的设计与研制
Pub Date : 2020-07-01 DOI: 10.13189/ujme.2020.080406
M. Lee, Pui San Lee
This study aims to design and develop a size segregation sieve machine that utilizes centrifugal action to separate impurities from short Oil Palm Frond (OPF) fibers. OPF fibers can manufacture into various products such as erosion control mat and medium density fibreboard as an agricultural waste management program for achieving environmental sustainability. In this aspect, the role of the fiber sieving machine would be significant to support the industry in the production of OPF fibers. However, a thorough literature survey reviewed that limited publications are available in this area; most work done is published in the form of patents. In addition, most fiber sieving machines available in the market utilize manual labour work in the separation phase, where they are highly inefficient. Therefore, this study is designed to fill these gaps. The design of this study adopts the mechanism of various size segregation concepts available and includes centrifugal action in the separation process to increase efficiency. Eventually, a prototype was fabricated for laboratory testing. Several vital parameters are highlighted, which includes mesh surface inclination, sieving duration, a rotation speed of screen and maximum capacity that significantly affects the sieving efficiency. Findings from this study show that sieving duration is less significant to the developed design as higher rotation speed will tend to improve the passing percentage of the fibers. Testing results also revealed the potential application of such a machine in other particle separation applications such as soil separation. For future study, it is recommended to improve the current design in terms of parts, size simplification and multiple size segregation adaptation for achieving a higher production rate.
本研究旨在设计和开发一种利用离心作用分离短油棕榈叶(OPF)纤维中杂质的粒度分离筛分机。OPF纤维可以制造成各种产品,如侵蚀控制垫和中密度纤维板,作为实现环境可持续性的农业废物管理计划。在这方面,纤维筛分机的作用对于支持OPF纤维的生产具有重要意义。然而,一项全面的文献调查表明,这方面的出版物有限;大多数研究成果以专利的形式发表。此外,市场上可用的大多数纤维筛分机在分离阶段使用体力劳动,效率非常低。因此,本研究旨在填补这些空白。本研究的设计采用了现有的多种粒度偏析概念的机理,并在分离过程中加入离心作用以提高效率。最终,一个原型被制造出来用于实验室测试。重点介绍了影响筛分效率的几个关键参数,包括筛面倾角、筛分时间、筛转速和最大筛容量。研究结果表明,筛分时间对开发设计的影响较小,因为较高的转速倾向于提高纤维的通过率。测试结果还揭示了这种机器在其他颗粒分离应用中的潜在应用,如土壤分离。在未来的研究中,建议从零件、尺寸简化和多尺寸偏析适应等方面改进现有设计,以达到更高的生产率。
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引用次数: 3
A Study on Influence of Milling Types and Cutting Conditions on Surface Roughness in Milling of Aluminum Alloy Al6061-T6 铣削类型和切削条件对Al6061-T6铝合金铣削表面粗糙度影响的研究
Pub Date : 2020-07-01 DOI: 10.13189/ujme.2020.080403
N. Nguyen
In this study, by using Taguchi method, with four controllable factors-three levels (milling type, axial depth of cut, feed rate, and spindle speed), the orthogonal array L27 was used to investigate the effects of milling type and cutting conditions on the surface roughness. By analysis of variance (ANOVA), the influences degree of milling type, axial cutting depth, feed rate, and spindle speed on the surface roughness were 9.26 %, 12.85 %, 12.69 %, and 63.08 %, respectively. The interaction factors of these factors that have a quite small influence on the surface roughness. The surface roughness was modeled as a quadratic regression with the confidence level is more than 99.82%. This model was successfully verified by comparison of experimental and predicted results. The optimization process of surface roughness was performed by both Taguchi method and the ANOVA analysis with the same results. The optimum value of surface roughness was 0.374 µm that was obtained in the half up milling, at a cutting depth of 0.4 mm, a feed rate of 480 mm/min, and a spindle speed of 5000 rpm.
本研究采用Taguchi方法,在铣削类型、轴向切削深度、进给速度和主轴转速三个水平4个可控因素下,采用正交阵列L27研究铣削类型和切削条件对表面粗糙度的影响。方差分析表明,铣削类型、轴向切削深度、进给速度和主轴转速对表面粗糙度的影响程度分别为9.26%、12.85%、12.69%和63.08%。这些因素的相互作用因素对表面粗糙度的影响相当小。表面粗糙度模型为二次回归模型,置信水平大于99.82%。通过实验结果与预测结果的比较,验证了该模型的正确性。采用田口法和方差分析对表面粗糙度进行优化,结果相同。当切削深度为0.4 mm,进给速度为480 mm/min,主轴转速为5000 rpm时,半上铣削的最佳表面粗糙度值为0.374µm。
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引用次数: 2
An Experimental on Small Scale Gasoline Engine Performance 小型汽油机性能试验研究
Pub Date : 2020-07-01 DOI: 10.13189/ujme.2020.080409
F. Vidian, Deli Huda Putra
Small-Scale engines are very widely used, especially in developing countries like Indonesia. Its use is intended for various daily activities that require small-scale power. The performance small scale engine is very interesting to investigate for suitable in-field applications. In this study, a small-scale engine was investigated to measure torque (T), brake power (BP), brake mean effective pressure (BMEP) using a rope brake dynamometer with configuration of I. The goal of study is to get an influence of the increase of engine speed on torque, brake power, and BMEP. The experiment was done at engine speed in the range of 1400 to 3500 rpm for each load of 3,4, and 5 kg. The results show an increase in engine speed tends to increase the torque, brake power, and BMEP generated for each load used. The maximum of torque, brake power, and BMEP were 4.53 Nm, 1.67 kW, and 349 kPa respectively at 3521 rpm and the load of 5 kg. The result of brake power of the experiment was compared to report at the literature with differences about 2.3%. The value of BMEP was in the range of standard for small scale engines. This result has given a contribution combined influence of speed and load on the T, BP, and BMEP.
小型发动机的使用非常广泛,特别是在印度尼西亚等发展中国家。它的用途是用于各种需要小规模电力的日常活动。小型发动机的性能是非常有趣的,以研究适合的现场应用。本研究以小型发动机为研究对象,利用配置为1的绳式制动测功机测量扭矩(T)、制动功率(BP)、制动平均有效压力(BMEP),研究发动机转速的增加对扭矩、制动功率和BMEP的影响。实验是在1400至3500转/分的发动机转速范围内进行的,每个负载为3,4和5kg。结果表明,发动机转速的增加倾向于增加扭矩,制动功率和BMEP产生的每一个负载。在3521 rpm和5kg负载下,最大扭矩为4.53 Nm,最大制动功率为1.67 kW,最大BMEP为349 kPa。本实验的制动功率与文献报道的结果进行了比较,差异约为2.3%。BMEP值在小型发动机的标准范围内。该结果给出了转速和载荷对T、BP和BMEP的综合影响。
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引用次数: 1
Design of a 100 MW Concentrated Solar Power Linear Fresnel plant with Molten Salt Thermal Energy Storage in Riyadh, Saudi Arabia 沙特阿拉伯利雅得100兆瓦集中式太阳能线性菲涅耳电站熔盐储能设计
Pub Date : 2020-07-01 DOI: 10.13189/ujme.2020.080407
Abdullah S. Albarqi, A. Boretti
Our world has witnessed a rapid increase in power generation as a result of the growth of population and economy. Currently, people depend on conventional fuel energy as the main source of power generation; however, conventional fuel is well known for its limitation and impact on the environment. Thus, it was necessary to invest in an alternative source of energy such the solar power. Much research and development for solar power such as Concentrated solar power (CSP) have been implemented around the world, and it shows the capability to compete with conventional fuel technology. This paper aims to study the feasibility of constructing 100 MW CSP Linear Fresnel (LF) solar power in Riyadh, Saudi Arabia. In this study, the National Renewable Energy Laboratory (NREL) System Advisor Model (SAM) was used to design, simulate, and analyze the system. The system was designed based on CSP LF technology with molten salt thermal energy storage (TES), where TES supplies the power cycle with the required thermal energy after sunset. The result has revealed the system's capability to produce a good amount of solar power most of the year, reaching up to 38 GWh during summer. The LF system shows a good capacity factor (CF) exceeding 40%. The study shows that Saudi Arabia is a good place to install the CSP LF solar plant.
由于人口和经济的增长,我们的世界目睹了发电量的迅速增加。目前,人们依靠常规燃料能源作为发电的主要来源;然而,传统燃料因其局限性和对环境的影响而闻名。因此,有必要投资一种替代能源,如太阳能。在世界范围内,聚光太阳能(CSP)等太阳能发电的研究和开发已经大量开展,并显示出与传统燃料技术相竞争的能力。本文旨在研究在沙特阿拉伯利雅得建设100mw光热线性菲涅耳(LF)太阳能电站的可行性。本研究采用美国国家可再生能源实验室(NREL)系统顾问模型(SAM)对该系统进行设计、仿真和分析。该系统是基于CSP LF技术与熔盐储能(TES)设计的,其中TES在日落后为电力循环提供所需的热能。结果显示,该系统在一年中大部分时间都能产生大量的太阳能,在夏季可达38gwh。LF系统具有良好的容量因数(CF),超过40%。研究表明,沙特阿拉伯是安装CSP LF太阳能发电厂的好地方。
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引用次数: 1
Optimization of Composition of Selected Biomass for Briquette Production 型煤生产中选定生物质组成的优化
Pub Date : 2020-07-01 DOI: 10.13189/ujme.2020.080408
Chukwuneke J. L., Umeji A. C., Sinebe J. E., Fakiyesi O. B.
In this study, investigations were carried out on the energy evaluation, performance analysis and optimization of briquettes produced from biomass wastes (rice-husk and sawdust) and their composites using starch and clay as binders. The proximate compositions of the briquettes were determined following ASTM analytical methods. The moisture content of rice husk and sawdust before briquettes was 20wt.% and 15wt.% respectively. The briquettes produced from bio-waste material of homogeneous particle sizes of 0.5mm and two binders of a percentage of 90:10 which were sun-dried, prepared and moisturized, were reduced to 5wt.% and compressed for the production of briquettes. The energy evaluation of the briquettes was performed using an oxygen bomb calorimeter and the performance test of the briquettes was carried out. Design Expert Central Composite Design Tool was used in the design and Response surface methodology was used to optimize the energy values of rice-husk/sawdust composite briquettes with clay and starch as binders, after which composite briquette made of mahogany sawdust/rice-husk were produced using the optimum condition values of 15% binder starch, 28% rice-husk and 9Mpa compaction pressure. The results showed that composite briquettes of mahogany sawdust and rice-husk produced with starch had a maximum energy value of 5.69kcal/g, while those made with clay had a minimum energy value of 3.35kcal/g. However, the experimental result was less than the predicted optimum value of 2%. This shows that composite briquette made from mahogany sawdust/rice-husk has better energy efficiency than other briquettes considered and it has been observed that starch is a better bonding material than clay. Briquetting technology has great potential to transform waste biomass in affordable, effective and environmentally safe, high-quality solid fuel for households and industry use.
本研究以淀粉和粘土为粘结剂,对生物质废弃物(稻壳和锯末)及其复合材料的成型煤进行了能量评价、性能分析和优化研究。压块的近似成分是根据ASTM的分析方法测定的。成型前稻壳、锯末含水率为20wt。%和15wt。分别为%。由粒径均为0.5mm的生物废弃物和比例为90:10的两种粘合剂制成的型煤,经晒干、制备和保湿,减少到5wt。%,压缩后用于生产型煤。用氧弹量热仪对型煤进行了能量评价,并对型煤进行了性能测试。采用Design Expert Central复合设计工具进行设计,并采用响应面法对以粘土和淀粉为粘结剂的稻壳/木屑复合型煤的能值进行优化,在粘结剂淀粉15%、稻壳28%、压实压力9Mpa的最佳条件下,制备出红木木屑/稻壳复合型煤。结果表明,淀粉制备的红木木屑-稻壳复合成型能量值最高为5.69kcal/g,粘土制备的复合成型能量值最低为3.35kcal/g。然而,实验结果低于预测的最优值2%。由此可见,红木木屑/稻壳复合型煤比其他型煤具有更好的能源效率,淀粉是比粘土更好的粘结材料。压块技术在将废弃生物质转化为家庭和工业使用的负担得起、有效和环境安全的高质量固体燃料方面具有巨大潜力。
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引用次数: 9
Finite Element Modeling of Articular Cartilage to Characterize Biomechanical Properties: The Effect of Cartilage Surface Curvature 表征关节软骨生物力学特性的有限元建模:软骨表面曲率的影响
Pub Date : 2020-07-01 DOI: 10.13189/ujme.2020.080405
R. S. Ibramsa, M. J. A. Latif, M. S. Zakaria, M. N. Harun, J. Mahmud
Degeneration and loss of articular cartilage in the synovial joint have been recognized as the main source of osteoarthritis which leads to pain, swelling and limit the joint mobility. Extensive experimental and computational studies have been performed to study the mechanical behavior and characterize the biomechanical properties of articular cartilage. However, a lack of attention was made on the curvature of the cartilage surface by assuming it was a flat surface. This assumption was inappropriate since the synovial joints possessed curved geometrical shape and may contribute to inaccuracies in characterizing the articular cartilage biomechanical properties. This study aims to examine the effects of the curvature of the cartilage surface in finite element modeling which incorporated with the experiment method to characterize biomechanical properties of articular cartilage. In this study, the biomechanical behavior of contact pressure and pore pressure were investigated at different radius of cartilage surface using the finite element method. The cartilage biomechanical properties of elastic modulus and permeability of the bovine humeral head were then characterized using a combination of indentation test and finite element method. It was found that the cartilage curvature produced a 6% difference in contact pressure and a 39% difference in pore pressure distribution compared to the flat surface cartilage in finite element analysis. Furthermore, significant observation in the characterized biomechanical properties was obtained where the differences of the cartilage curvature reached 33% for elastic modulus and 56% for permeability. Based on the results, the surface curvature of articular cartilage could play an important role in the computational modeling and characterization of its biomechanical properties.
滑膜关节软骨退行性变和丧失已被认为是骨关节炎的主要原因,导致疼痛、肿胀和限制关节活动。广泛的实验和计算研究已经进行了研究力学行为和表征关节软骨的生物力学特性。然而,缺乏对软骨表面曲率的关注,假设它是一个平坦的表面。这种假设是不合适的,因为滑膜关节具有弯曲的几何形状,可能导致表征关节软骨生物力学特性的不准确。本研究旨在探讨软骨表面曲率对有限元建模的影响,并结合实验方法表征关节软骨的生物力学特性。在本研究中,采用有限元方法研究了不同软骨表面半径下接触压力和孔隙压力的生物力学行为。采用压痕试验和有限元相结合的方法对牛肱骨头软骨的弹性模量和渗透性等生物力学特性进行了表征。在有限元分析中发现,与平面软骨相比,曲率软骨的接触压力差异为6%,孔隙压力分布差异为39%。此外,在表征的生物力学性能方面,获得了显著的观察结果,软骨曲率的差异在弹性模量方面达到33%,在渗透性方面达到56%。基于这些结果,关节软骨的表面曲率可以在其生物力学特性的计算建模和表征中发挥重要作用。
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引用次数: 0
Optimum Process Parameters for Direct Metal Laser Sintering of Ti6Al Powder Blend Ti6Al粉末共混物直接金属激光烧结工艺参数优化
Pub Date : 2020-07-01 DOI: 10.13189/ujme.2020.080402
A. Zenani, T. Dzogbewu, W. D. Preez, I. Yadroitsev
Titanium aluminides have become the preferred titanium-based alloys for high temperature applications due to their resistance to oxidation at elevated temperatures. However, the inherent limitations of the conventional methods of manufacturing have adverse effects on the mechanical properties of the alloy and limit its applications. The current study focused on determining the optimum process parameters that could be used to produce a Ti6Al alloy with required microstructural properties and complex geometrical configurations using the direct metal laser sintering method. Single tracks were produced at laser powers of 150 W and 350 W over a wide range of scanning speeds. Continuous tracks were achieved only at a laser power of 150 W at corresponding scanning speeds of 1.0 m/s to 1.4 m/s. A cross sectional analysis was conducted on the single tracks and 1.2 m/s emerged as the optimum scanning speed. 3D objects were manufactured at optimum process parameters of 150 W, 1.2 m/s and a hatch distance of 80 µm. The microstructure of the 3D objects was homogenous which attests that the direct metal laser sintering method could be used to produce Ti6Al parts with the desired mechanical properties and geometrical complexity.
钛铝化物因其在高温下的抗氧化性而成为高温应用的首选钛基合金。然而,传统制造方法的固有局限性对合金的机械性能产生不利影响,限制了其应用。目前的研究重点是确定最佳工艺参数,该参数可用于使用直接金属激光烧结方法生产具有所需显微组织性能和复杂几何构型的Ti6Al合金。单磁道的激光功率为150瓦和350瓦,扫描速度范围很宽。激光功率为150 W,扫描速度为1.0 m/s ~ 1.4 m/s,实现了连续轨迹。对单轨进行横断面分析,发现最佳扫描速度为1.2 m/s。在最佳工艺参数为150 W、1.2 m/s、80µm的条件下制备三维物体。三维物体的微观结构均匀,证明了直接金属激光烧结方法可以生产出具有理想力学性能和几何复杂度的Ti6Al零件。
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引用次数: 13
Modeling the Impedance Behavior of Ionic Conductors (AgPO3)1-x(Ag2SO4)x Glass System Using Artificial Neural Network 用人工神经网络模拟离子导体(AgPO3)1-x(Ag2SO4)x玻璃体系的阻抗行为
Pub Date : 2020-05-01 DOI: 10.13189/ujme.2020.080303
Atif Alkhazali, Akram Alsukker, Morad Etier, M. Hamasha
The dielectric permittivity and conductivity of (AgPO3)1-x(Ag2SO4)x compound was investigated at different concentrations of (Ag2SO4). The effect of concentration on AC conductivity and permittivity as well as temperature and frequency was investigated in order to model this behavior. Multidimensional mathematical models were as proposed to predict the impedance components and the dielectric permittivity components of the glass system as a function of temperatures, frequencies and concentrations. Artificial Neural Network (ANN) and nonlinear regression approaches were set as curve fitting techniques in order to construct models based on 1700 points of data. This model can be then used to predict these proprieties at any concentration and therefore helping the product designer to choose the proper mixing and temperature conditions. For ANN, 20, 50, and 100 nodes in a single hidden layer neural network were considered. Although data results of the two approaches showed a good alignment with experimental data, the ANN model with twenty nodes was able to predict the outputs with lower MSE values range from 0.008 to 0.012 for impedance and from 0.006 to 0.008 for dielectric losses than the regression technique. Moreover, R2 values for the neural network were over 99% in both training and testing of impedance and dielectric permittivity while R2 values for non-linear regression vary between 73.86% to 94.75%. The proposed ANN model can be of a great help to find the optimal dielectric permittivity and conductivity of (AgPO3)1-x(Ag2SO4)x compound when dealing with a specific application.
研究了(AgPO3)1-x(Ag2SO4)x化合物在不同浓度(Ag2SO4)下的介电常数和电导率。为了模拟这种行为,研究了浓度对交流电导率、介电常数以及温度和频率的影响。提出了一个多维数学模型来预测玻璃系统的阻抗分量和介电常数分量作为温度、频率和浓度的函数。采用人工神经网络(ANN)和非线性回归方法作为曲线拟合技术,建立了基于1700点数据的模型。该模型可用于预测任何浓度下的这些特性,从而帮助产品设计师选择适当的混合和温度条件。安,20、50、100个节点在一个单隐层神经网络被认为是。尽管两种方法的数据结果与实验数据吻合良好,但与回归技术相比,20个节点的人工神经网络模型能够预测出阻抗的MSE值在0.008 ~ 0.012之间,介电损耗的MSE值在0.006 ~ 0.008之间的输出。在阻抗和介电常数的训练和测试中,神经网络的R2值都在99%以上,而非线性回归的R2值在73.86% ~ 94.75%之间。所提出的人工神经网络模型可以在处理特定应用时帮助找到(AgPO3)1-x(Ag2SO4)x化合物的最佳介电常数和电导率。
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引用次数: 0
期刊
Universal Journal of Mechanical Engineering
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