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An Overview of and Prospects for Research on Energy Savings in Wheel Loaders 轮式装载机节能研究综述与展望
Q2 Engineering Pub Date : 2023-04-15 DOI: 10.31603/ae.8759
Xiaotao Fei, Yunwu Han, S. V. Wong
Wheel loaders consume a large amount of energy, and research on energy savings in wheel loaders has been carried out for decades. This paper introduces several types of wheel loaders and compares their structures. The research progress of the energy savings of three different forms of wheel loaders is reviewed, including a diesel engine wheel loader, a hybrid wheel loader, and an electric wheel loader. In particular, the energy-saving control methods of an electric wheel loader in the working cycle are analyzed, as construction machinery electrification is an emerging trend. Based on the analysis of the driving features and the working process of a wheel loader, energy-saving control methods are introduced including the resistance reduction method, optimized control strategies, intelligent control, and unmanned WL research. Comparing various energy-saving research methods and the advantages of electric wheel loaders, the pure electric wheel loaders are advised to be researched at present and in the future. Controlling the torque distribution of the front and rear motors of electric wheel loaders and assistant drive control are proposed to be significant research prospects for energy savings in wheel loaders usage.
轮式装载机消耗大量能源,对轮式装载机节能的研究已经进行了几十年。本文介绍了几种轮式装载机,并对其结构进行了比较。综述了三种不同形式的轮式装载机的节能研究进展,包括柴油机轮式装载机、混合动力轮式装载机和电动轮式装载机。特别分析了电动轮式装载机在工作循环中的节能控制方法,因为工程机械电气化是一种新兴趋势。在分析轮式装载机的驱动特点和工作过程的基础上,介绍了节能控制方法,包括减阻法、优化控制策略、智能控制和无人WL研究。通过比较各种节能研究方法和电动轮式装载机的优点,建议当前和未来都要研究纯电动轮式装载器。控制电动轮式装载机前后电机的转矩分配和辅助驱动控制是轮式装载机节能的重要研究前景。
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引用次数: 4
Experimental Study on the Effect of Magnetic Fields on Combustion Characteristics of Biodiesel from Nyamplung (Calophyllum Inophyllum) 磁场对林慕龙生物柴油燃烧特性影响的实验研究
Q2 Engineering Pub Date : 2023-04-15 DOI: 10.31603/ae.8328
Imam Rudi Sugara, N. Ilminnafik, Salahuddin Junus, M. N. Kustanto, Y. Hermawan
Nyamplung (Calophyllum Inophyllum) is an environmentally friendly alternative fuel that can be used to replace the consumption of fossil fuels. The purpose of this experiment was to analyze the effect of magnetic fields on the premixed flame of biodiesel from Calophyllum Inophyllum, the experiments were carried out on a bunsen burner. Fuel evaporation uses a temperature of 473 K and the equivalent ratio used is between ϕ 0.7; 0.8; 0.9; 1.0; 1.1 and 1.2. This experiment used a modified magnet that has magnetic force in 11.000 gausses with magnetic variations N-S, S-N, N-N, and S-S. Experiments revealed that magnetic fields have a significant effect to increase the value of laminar flame speed on magnetic variations point at S-S 3.8%; N-N 4.8%; S-N 17.09%, and the highest laminar flame speed were at point N-S 20.7%. The enhancement value of laminar flame speed indicated more optimum combustion processes. The magnetic fields can influence the O2, and H2O and change the orientation of the hydrocarbons which makes it easier for O2 and fuel to carry out the oxidation process, resulting in more optimal combustion.
Nyamplung (Calophyllum Inophyllum)是一种环保的替代燃料,可以用来替代化石燃料的消耗。本实验在本生灯上进行,目的是研究磁场对牛油果生物柴油预混火焰的影响。燃料蒸发使用的温度为473 K,使用的等效比例在φ 0.7之间;0.8;0.9;1.0;1.1和1.2。本实验使用的改良磁体磁力为11000高斯,磁力变化为N-S、S-N、N-N和S-S。实验表明,在S-S处,磁场对层流火焰速度对磁变点的影响显著,提高了3.8%;n n 4.8%;N-S点层流火焰速度最高,为20.7%。层流火焰速度的增强值表明了更优的燃烧过程。磁场可以影响O2和H2O,改变碳氢化合物的取向,使O2和燃料更容易进行氧化过程,从而达到更优的燃烧效果。
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引用次数: 0
Feasibility Study of Biofuel Incorporated Nanoparticles as Sustainable IC Engine Fuel: Opportunities and Challenges - An overview 纳米生物燃料作为可持续集成电路发动机燃料的可行性研究:机遇与挑战-综述
Q2 Engineering Pub Date : 2023-04-12 DOI: 10.31603/ae.7846
A. T. Mohammed, M. Said, N. Othman, A. C. Opia, Ibham Veza
The advent of biofuel as a fossil petroleum substitute has been a revolutionary concept in the realm of combustion, but it lacks some qualities that, if addressed, could improve physio-chemical properties and promote energy sustainability. Recently, introducing nanoparticles (NPs) as an additive in fuel for combustion engines has become an effective practice particularly in the automobile industry, to optimize combustion efficiency and minimize emissions. Previous researchers discovered that adding NPs into biodiesel fuel improved overall engine operation performance. Thus, the objective of the research is to summarize existing research findings on nanoparticles effects on fuel properties and engine performance. The paper investigates biofuels, bio-fuel generation classifications, nano-fuel stability, performance, and limitations, as well as current research on the influence of NPs on combustion fuel properties and engine efficiency. Prior to this, researchers have discovered that employing NPs with appropriate additives and concentrations with optimal solubility significantly reduced emissions. In comparison to basic biofuel, adding CeO2 NPs to biofuel boosted brake thermal efficiency (BTE) for low and high operation by 4.1 and 12.02%, respectively. Carbon II Oxide and unburnt hydrocarbon emissions were reduced by 16.13 and 17.59%, respectively, in comparison to pure biofuel under C20-D80 + CeO2 20 ppm. However, due to the biofuel's oxygen concentration, CO2 and NOx emission reductions were not as significant. The findings indicate that utilizing a single bio-fuel generates minimal effective power, yet by incorporating nanoparticles optimizes the operation. Furthermore, future direction of the related work will be discussed particularly on the potential benefits of incorporating NPs in fuel.
生物燃料作为化石石油替代品的出现在燃烧领域是一个革命性的概念,但它缺乏一些品质,如果加以解决,可以改善物理化学性质,促进能源可持续性。最近,在内燃机燃料中引入纳米颗粒(NP)作为添加剂已成为一种有效的实践,特别是在汽车工业中,以优化燃烧效率并最大限度地减少排放。先前的研究人员发现,在生物柴油中添加NP可以提高发动机的整体运行性能。因此,本研究的目的是总结关于纳米颗粒对燃料性能和发动机性能影响的现有研究结果。本文研究了生物燃料、生物燃料的产生分类、纳米燃料的稳定性、性能和局限性,以及目前关于纳米颗粒对燃烧燃料性能和发动机效率影响的研究。在此之前,研究人员发现,使用具有适当添加剂和最佳溶解度浓度的NP可以显著减少排放。与基本生物燃料相比,在生物燃料中添加CeO2 NP可分别将低运行和高运行时的制动热效率(BTE)提高4.1和12.02%。在C20-D80+CeO2浓度为20ppm的条件下,与纯生物燃料相比,碳二氧化物和未燃烧碳氢化合物的排放量分别减少了16.13%和17.59%。然而,由于生物燃料的氧气浓度,二氧化碳和氮氧化物的排放减少并没有那么显著。研究结果表明,使用单一生物燃料产生的有效功率最小,但通过加入纳米颗粒可以优化操作。此外,将讨论相关工作的未来方向,特别是在燃料中加入NP的潜在好处。
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引用次数: 0
Transesterification of Waste Cooking Oil using CaO Catalyst Derived from Madura Limestone for Biodiesel Production and Its Application in Diesel Engine 马杜拉石灰石CaO催化剂用于生物柴油生产的废食用油酯交换及其在柴油机上的应用
Q2 Engineering Pub Date : 2023-03-19 DOI: 10.31603/ae.7879
A. Hamid, Amin Jakfar, Sirly Bifadilatur Romaniyah, I. Febriana, Mohammad Abdullah, Zeni Rahmawati, D. Prasetyoko
In this study, we report biodiesel production from waste cooking oil using CaO catalyst derived from Madura limestone through a transesterification reaction. Many limestone quarries in Madura can be used as heterogeneous catalysts because they are cheap, easy to separate, and have high basicity. Conversion of limestone into CaO catalyst through calcination at 900°C for 3 hours. The CaO catalyst formed was characterized using X-Ray Diffraction (XRD), Fourier Transform Infra-Red (FTIR), and Scanning Electron Microscopy-Energy Dispersive X-Ray (SEM-EDX) instruments. Biodiesel formed through the transesterification reaction was analyzed using GC-MS. Furthermore, biodiesel blends from waste cooking oil and pure diesel were prepared in volume percentages (B-10, B-20, B-30, B-40, and B-100) for testing on diesel engine performance. The results of testing the highest torque and brake horsepower (BHP) were obtained on pure diesel fuel (S-100) at 2.49 Nm and 381.12 watts, respectively. The lowest fuel consumption at 1500 rpm is produced on the B-20 at 0.186 kg/h. Overall, the emission characteristics of carbon monoxide (CO), nitrogen oxides (NOx), and nitrogen monoxide (NO) with the lowest concentration resulted from biodiesel blends rather than pure diesel.
在本研究中,我们报道了利用马杜拉石灰石中的CaO催化剂通过酯交换反应从废弃食用油中生产生物柴油的情况。马杜拉的许多石灰石采石场可以用作多相催化剂,因为它们价格低廉,易于分离,并且具有高碱度。通过在900°C下煅烧3小时将石灰石转化为CaO催化剂。使用X射线衍射(XRD)、傅立叶变换红外光谱(FTIR)和扫描电子显微镜能量分散X射线(SEM-EDX)仪器对所形成的CaO催化剂进行表征。使用GC-MS分析通过酯交换反应形成的生物柴油。此外,以体积百分比(B-10、B-20、B-30、B-40和B-100)制备了由废弃食用油和纯柴油制成的生物柴油混合物,用于测试柴油发动机性能。在纯柴油燃料(S-100)上分别以2.49牛米和381.12瓦的功率获得了最高扭矩和制动马力(BHP)的测试结果。B-20在1500转/分时的最低油耗为0.186千克/小时。总体而言,浓度最低的一氧化碳(CO)、氮氧化物(NOx)和一氧化氮(NO)的排放特性来自混合生物柴油,而不是纯柴油。
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引用次数: 0
An Overview of Traffic Accident Investigation Using Different Techniques 交通事故不同技术调查综述
Q2 Engineering Pub Date : 2023-01-28 DOI: 10.31603/ae.7913
Shireen Ibrahim Mohammed
One of the most important aims of incident management is the clearance of the incident scene as fast as possible. The accident Investigation provides physical evidence at the accident site for the investigators. This physical evidence is much more reliable than the witness's statements and they are very crucial for the incident reconstruction. The cars accidents investigation is a dangerous activity, so it should be undertaken with suitable, accurate, and fast equipment. Many law enforcement agencies in the world have used different surveying techniques for accident investigations including the coordinate method, total station, photogrammetry, laser scanner, etc. Therefore, this research has been carried out in order to introduce the benefits of using surveying techniques in traffic accident investigations, and show their impacts on evidence documentation and scene clearance. This is done by focusing on the advantages and the disadvantages of each method based on the relevant works of literature and compares between them. Although comparison result shows that the traditional method(coordinate method) is simpler and cheaper than other methods, surveying techniques methods are safer, and faster in clearing the accident scene, fewer investigators are needed, the scale can be provided directly, high accuracy measurements can be obtained, and three dimensions models can be produced. So it's worth using the surveying equipment in cars accidents investigations.
事件管理最重要的目标之一是尽快清除事件现场。事故调查为调查人员提供事故现场的物证。这些物证比证人的口供可靠得多,对事件的还原至关重要。汽车事故调查是一项危险的活动,必须配备合适、准确、快速的设备。世界上许多执法机构在调查事故时使用了不同的测量技术,包括坐标法、全站仪、摄影测量法、激光扫描仪等。因此,本研究旨在介绍在交通事故调查中使用测量技术的好处,并展示其对证据记录和现场清理的影响。这是通过在相关文献的基础上,重点分析每种方法的优缺点,并进行比较来完成的。虽然对比结果表明,传统方法(坐标法)比其他方法更简单,成本更低,但测量技术方法更安全,清理事故现场速度更快,需要的调查人员更少,可以直接提供比例尺,可以获得高精度的测量结果,可以生成三维模型。因此,在交通事故调查中使用该测量设备是很有价值的。
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引用次数: 3
Effects of Eugenol and Cineol Compound on Diffusion Burning Rate Characteristics of Crude Coconut Oil Droplet Eugenol和Cineol复合物对椰子油滴扩散燃烧特性的影响
Q2 Engineering Pub Date : 2023-01-28 DOI: 10.31603/ae.8150
Helen Riupassa, S. Suyatno, H. Y. Nanlohy, Andi Sanata, T. Trismawati, R. Subagyo, S. Adiwidodo, Muhammad Akhlis Rizza, Masaki Yamaguchi, Takuya Tomidokoro, Selçuk Sarıkoç
The burning rate of coconut oil droplets has been investigated experimentally by adding bio-additives of clove oil and eucalyptus oil. Tests were carried out with single droplets suspended on thermocouples at room atmospheric pressure, and room temperature and ignited with a hot wire. The addition of clove oil and eucalyptus oil as bio-additives into coconut oil was 100 ppm and 300 ppm, respectively. The droplet combustion method was chosen to increase the contact area between the air and fuel so that the reactivity of the fuel molecules increases. The results showed that the eugenol compounds contained in clove oil and cineol compounds in eucalyptus oil were both aromatic, and had an unsymmetrical carbon chain geometry structure. Furthermore, this factor can potentially accelerate the occurrence of effective collisions between fuel molecules. Therefore the fuel is combustible, as evidenced by the increased burning rate, where the results show that without bio-additives, the burning rate of crude coconut oil (CCO) is about 0.7 seconds. These results are 0.15 to 0.2 seconds slower than CCO with bio-additive, which is around 0.55 to 0.6 seconds. Moreover, from the observations, it was found that the highest burning rate was achieved in both bio-additives with a concentration of 300 ppm.
通过添加生物添加剂丁香油和桉树油,对椰子油液滴的燃烧速率进行了实验研究。在室温和室温下,用悬浮在热电偶上的单个液滴进行测试,并用热线点燃。丁香油和桉树油作为生物添加剂加入椰子油中的量分别为100ppm和300ppm。选择液滴燃烧方法以增加空气和燃料之间的接触面积,从而增加燃料分子的反应性。结果表明,丁香油中的丁香酚化合物和桉树油中的桉叶酚化合物均具有芳香性,且具有不对称的碳链几何结构。此外,这个因素可能会加速燃料分子之间有效碰撞的发生。因此,燃料是可燃的,燃烧速率的增加证明了这一点,其中结果表明,在没有生物添加剂的情况下,粗椰子油(CCO)的燃烧速率约为0.7秒。这些结果比具有生物添加剂的CCO慢0.15至0.2秒,后者约为0.55至0.6秒。此外,从观察中发现,在浓度为300ppm的两种生物添加剂中都实现了最高的燃烧速率。
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引用次数: 3
Experts on Resistance to Reorganization of Structure and Technologies of Urban Mobility Provision in Russia: Challenges, Reasons, Solutions and Prospects 俄罗斯城市交通供给结构和技术重组阻力专家:挑战、原因、解决方案和前景
Q2 Engineering Pub Date : 2023-01-22 DOI: 10.31603/ae.7928
A. Petrov, D. Zakharov, D. Petrova
In 2022 a lot has changed in the Russian transport system. Today the urban transport systems of Russian cities are staying at the bifurcation point – they are awaiting serious changes. Therefore, it was interesting to investigate expert opinions of specialists on the prospects of the development of urban mobility provision technologies in Russia and possible changes in the current structure of citizens’ transportation approaches. The paper gives results of the research of opinions of transport market specialists on the issues of the probability of the shift of the current paradigm of transport services in Tyumen (a large Russian city with a population of 828.5 thousand people) and the necessity of reorganization of the structure and technologies of urban mobility provision due to the withdrawal of foreign automakers from the Russian market. The article presents the comparison of opinions between Tyumen professionals in the transport market and ordinary Russian citizens. The main conclusion of the research considers the serious resistance of the public environment to the expected reorganization of the structure and technologies of urban mobility provision in Russia.
2022年,俄罗斯的运输系统发生了很大的变化。今天,俄罗斯城市的城市交通系统正停留在分叉点上——它们正在等待重大变革。因此,调查专家对俄罗斯城市交通提供技术的发展前景和当前公民交通方式结构可能发生的变化的意见是很有趣的。本文给出了交通市场专家对秋明(一个拥有828.5万人口的俄罗斯大城市)当前交通服务范式转变的可能性以及由于外国汽车制造商退出俄罗斯市场而对城市交通提供结构和技术进行重组的必要性等问题的意见的研究结果。本文介绍了秋明交通市场专业人士与普通俄罗斯公民的观点对比。该研究的主要结论考虑了公共环境对俄罗斯城市交通供给结构和技术预期重组的严重阻力。
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引用次数: 0
Axial Unipolar Eddy Current Brake Performance Characteristics Against Heat Increase in Rotor 轴向单极涡流制动对转子增热特性的影响
Q2 Engineering Pub Date : 2023-01-21 DOI: 10.31603/ae.7431
M. Putra, D. D. D. P. Tjahjana, M. Nizam, Z. Arifin, B. W. Lenggana, I. Inayati
The development of transportation technology in the automotive sector such as electric vehicles is increasingly advanced. One technology that is needed quite a lot is the development of supporting technology for electric vehicle braking. The use of regenerative braking on light electric vehicles such as 2-wheeled vehicles is not efficient because of its low weight. The use of Eddy Current Brake (ECB) can be a solution for braking support needs. This is because the ECB is a braking system that has the advantage of a lightweight design but still relies on the frictionless principle. However, in addition to its advantages, the eddy current brake is still in the early stages of its research with efficiency that still needs to be developed. In the discussion of the ECB, heat generation is one of the interesting topics to be discussed. Specifically, the study of the characteristics of the unipolar ECB axial performance on heat generation events has not yet been discussed. So this article aims to discuss these events with a simulation process and simple mathematical calculations. Design optimization is done to get the best value. As a result, the use of eddy current brakes with conductor disks using slots, can improve the performance of the ECB on the torque side and cooling side. Thus, this article is a good contribution to the sustainability of ECB research in both the general and automotive fields.
电动汽车等汽车行业的运输技术发展日益先进。一项非常需要的技术是开发电动汽车制动的支持技术。在诸如两轮车的轻型电动车辆上使用再生制动由于其低重量而不是有效的。涡流制动器(ECB)的使用可以解决制动支持需求。这是因为ECB是一种制动系统,具有重量轻的设计优势,但仍然依赖于无摩擦原理。然而,除了其优点外,涡流制动器仍处于研究的早期阶段,其效率仍有待开发。在欧洲央行的讨论中,发热是一个有趣的话题。具体而言,尚未讨论单极ECB轴向性能对发热事件的特征的研究。因此,本文旨在通过模拟过程和简单的数学计算来讨论这些事件。设计优化是为了获得最佳价值。因此,使用带有使用槽的导体盘的涡流制动器,可以提高ECB在扭矩侧和冷却侧的性能。因此,本文对欧洲央行在通用和汽车领域的研究的可持续性做出了很好的贡献。
{"title":"Axial Unipolar Eddy Current Brake Performance Characteristics Against Heat Increase in Rotor","authors":"M. Putra, D. D. D. P. Tjahjana, M. Nizam, Z. Arifin, B. W. Lenggana, I. Inayati","doi":"10.31603/ae.7431","DOIUrl":"https://doi.org/10.31603/ae.7431","url":null,"abstract":"The development of transportation technology in the automotive sector such as electric vehicles is increasingly advanced. One technology that is needed quite a lot is the development of supporting technology for electric vehicle braking. The use of regenerative braking on light electric vehicles such as 2-wheeled vehicles is not efficient because of its low weight. The use of Eddy Current Brake (ECB) can be a solution for braking support needs. This is because the ECB is a braking system that has the advantage of a lightweight design but still relies on the frictionless principle. However, in addition to its advantages, the eddy current brake is still in the early stages of its research with efficiency that still needs to be developed. In the discussion of the ECB, heat generation is one of the interesting topics to be discussed. Specifically, the study of the characteristics of the unipolar ECB axial performance on heat generation events has not yet been discussed. So this article aims to discuss these events with a simulation process and simple mathematical calculations. Design optimization is done to get the best value. As a result, the use of eddy current brakes with conductor disks using slots, can improve the performance of the ECB on the torque side and cooling side. Thus, this article is a good contribution to the sustainability of ECB research in both the general and automotive fields.","PeriodicalId":36133,"journal":{"name":"Automotive Experiences","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41871527","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Performance of Adsorbent from Calcium Carbide Residue to Reduce Exhaust Emissions of Two-wheeler 电石渣吸附剂降低两轮车尾气排放的性能研究
Q2 Engineering Pub Date : 2023-01-21 DOI: 10.31603/ae.7827
H. S. Tira, M. Wirawan, Samsul Rahman, E. Sukjit, S. Sudirman
The performance of calcium carbide residue in reducing two-wheel exhaust emissions has been studied. To perform this experiment, the carbide residue was first converted into adsorbent and then mounted in the exhaust gas line. Two-wheeler used are vehicles commonly used among Indonesian motorcyclists. The test was carried out by varying the adsorbent dimensions and engine transmission. Engine emission tests and adsorbent performance investigations were performed both before and after the exhaust emissions made contact with the adsorbent. The results showed that upon direct contact with the carbide adsorbent, the emission of two-wheeled engines decreased. Carbon-based emissions were reduced significantly in the early stages of the experiment. Moreover, emissions reduction benefits are seen in all adsorbent and transmission engine configurations. The greater the adsorbent's surface area, the better the emission reduction. A significant emissions reduction is also achieved when the first engine transmission condition is applied compared to the neutral transmission. However, the adsorption efficacy declined over time in all research variations. The presence of channels and pores in the adsorbent, and the high temperature attained by the adsorbent, keep improving the adsorbent's adsorption capabilities. However, as saturation increases, the adsorbent's adsorption, and oxidation capability decline.
研究了电石渣在降低两轮尾气排放中的性能。为了进行该实验,碳化渣首先转化为吸附剂,然后安装在排气管道中。两轮车是印尼摩托车手常用的交通工具。试验通过改变吸附剂尺寸和发动机传动进行。发动机排放测试和吸附剂性能研究分别在废气排放与吸附剂接触前后进行。结果表明,与碳化物吸附剂直接接触后,两轮发动机的排放量有所下降。在实验的早期阶段,碳排放显著减少。此外,在所有吸附剂和传动发动机配置中都可以看到减排效益。吸附剂的表面积越大,减排效果越好。与中性变速器相比,应用第一发动机变速器条件时也实现了显著的减排。然而,在所有的研究变化中,吸附效果随着时间的推移而下降。吸附剂中通道和孔隙的存在,以及吸附剂所达到的高温,使吸附剂的吸附能力不断提高。然而,随着饱和度的增加,吸附剂的吸附和氧化能力下降。
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引用次数: 2
Comparison of Various Prediction Model for Biodiesel Cetane Number using Cascade-Forward Neural Network 级联正演神经网络用于生物柴油十六烷值预测模型的比较
Q2 Engineering Pub Date : 2023-01-01 DOI: 10.31603/ae.7050
Sri Mumpuni Ngesti Rahaju, A. Hananto, P. A. Paristiawan, A. T. Mohammed, A. C. Opia, M. Idris
Cetane number (CN) is one of the important fuel properties of diesel fuels. It is a measurement of the ignition quality of diesel fuel. Numerous studies have been published to predict the CN of biodiesels. More recently, the utilization of soft computing methods such as artificial neural networks (ANN) has received considerable attention as a prediction tool. However, most studies in the use of ANN for estimating the CN of biodiesels have only used one algorithm to train a small number of datasets. This study aims to predict the CN of 63 biodiesels based on the fatty acid methyl esters (FAME) composition by developing an ANN model that was trained with 10 different algorithms. To the best of our knowledge, this is the first study to predict the CN of biodiesels using numerous ANN training algorithms utilizing sizeable datasets. Results revealed that the ANN model trained with Levenberg-Marquardt gave the highest prediction accuracy. LM algorithm successfully predicted the CN of biodiesels with the highest correlation and determination coefficient (R = 0.9615, R2 = 0.9245) as well as the lowest errors (MAD = 2.0804, RMSE = 3.1541, and MAPE = 4.2971). Hence, the Cascade neural network trained with the LM algorithm could be considered a promising alternative to the empirical correlations for predicting biodiesel’s CN.
十六烷值(CN)是柴油燃料的重要燃料特性之一。它是对柴油点火质量的测量。已经发表了许多研究来预测生物柴油的CN。最近,诸如人工神经网络(ANN)的软计算方法的使用作为预测工具受到了相当大的关注。然而,大多数使用人工神经网络估计生物柴油CN的研究只使用了一种算法来训练少量数据集。本研究旨在通过开发一个用10种不同算法训练的ANN模型,基于脂肪酸甲酯(FAME)的组成预测63种生物柴油的CN。据我们所知,这是第一项利用大量数据集使用大量人工神经网络训练算法预测生物柴油CN的研究。结果表明,用Levenberg-Marquardt训练的ANN模型给出了最高的预测精度。LM算法以最高的相关性和决定系数(R=0.9615,R2=0.9245)以及最低的误差(MAD=2.0804,RMSE=3.1541,MAPE=4.2971)成功地预测了生物柴油的CN。因此,用LM算法训练的级联神经网络可以被认为是预测生物柴油CN的经验相关性的一种有前途的替代方案。
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引用次数: 2
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Automotive Experiences
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