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Sustainability in Mechanical Engineering Undergraduate Courses at 100 Universities 100所大学机械工程本科课程的可持续性
Pub Date : 2023-01-01 DOI: 10.1115/1.4063387
Joan K. Tisdale, Angela R. Bielefeldt
Abstract Mechanical engineers have an important role in contributing to a more sustainable future. However, the extent that sustainability is currently being integrated into mechanical engineering (ME) curricula is unclear. This research characterized sustainability integration in undergraduate ME courses at 100 universities. Criterion-based selection resulted in a range of institution types and geographic locations (including institutions outside the United States); 93 of the 100 programs were accredited by the Engineering Accreditation Commission (EAC) of ABET. For 90 institutions, the data came from the Association for the Advancement of Sustainability for Higher Education (AASHE) Sustainability Tracking, Assessment & Rating System (STARS). Course catalog information was used for ten additional schools, in addition to comparing catalog data to STARS for ten institutions. Overall, sustainability topics were found in at least one elective or required undergraduate ME course at 83 institutions; only 43 institutions included sustainability in at least one required ME course; 16 institutions offered ten or more ME courses that integrated sustainability topics. Courses with sustainability integration at the greatest number of institutions were thermodynamics, engineering design, introduction to engineering, and heat transfer. Few of these courses appeared to integrate all three sustainability pillars (environmental, social, and economic). Leading institutions for sustainability integrations across the curriculum were identified. This work offers a picture of sustainability incorporation in undergraduate mechanical engineering programs, with the hope of catalyzing greater and more visible sustainability integration in the future.
机械工程师在为更可持续的未来做出贡献方面发挥着重要作用。然而,可持续性目前被纳入机械工程(ME)课程的程度尚不清楚。本研究对100所大学本科ME课程的可持续性整合进行了研究。基于标准的选择导致了一系列机构类型和地理位置(包括美国以外的机构);100个项目中有93个获得了ABET工程认证委员会(EAC)的认证。对于90所院校,数据来自高等教育可持续发展促进协会(AASHE)的可持续发展跟踪、评估和;评级系统(STARS)。除了将课程目录数据与10所院校的STARS进行比较外,还对另外10所学校使用了课程目录信息。总体而言,在83所院校的至少一门选修或必修课中发现了可持续发展主题;只有43所院校将可持续发展纳入至少一门机电工程必修课;16所院校开设了10门或更多的整合可持续发展主题的ME课程。在大多数机构中,与可持续发展相结合的课程是热力学、工程设计、工程概论和传热。这些课程似乎很少整合所有三个可持续发展支柱(环境、社会和经济)。确定了在整个课程中整合可持续性的主要机构。这项工作提供了可持续性融入本科机械工程课程的画面,希望在未来催化更大、更明显的可持续性整合。
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引用次数: 0
A Screw Approach to Vibration Analysis of Beam Structures With Nonstandard Conditions 非标准条件下梁结构振动分析的螺旋法
Pub Date : 2023-01-01 DOI: 10.1115/1.4063461
Yeong Geol Lee, Duck-Hee Lee
Abstract A major advantage of the screw theory is that translations and rotations are treated simultaneously, which can provide greater insight into the vibration phenomena, such as vibration centers and axes. The present study describes how these concepts are extended into beam theory. The stiffness matrix of a beam was derived by incorporating different types of vibrations, such as extension, compression, torsion, and bending, at the same time, which was then used to obtain the equations of motion, including nonstandard forms of boundary conditions. We then presented an analytical method to solve these equations by focusing on two distinct examples, namely the cantilever and robot link. In the first numerical example, the mode shapes of the beam could be regarded as rotations about the vibration centers or axes of the rigid bodies in a discrete system. In the second example, the analytical solutions of mode shapes and natural frequencies of a robot link, for which the revolute joints at both sides are not parallel, were presented to demonstrate the utility of the screw theory. We demonstrated that the screw approach could accurately describe the vibrations of both discrete and continuous systems and that the geometric meaning of the vibration modes of discrete systems can be extended into continuous systems.
螺旋理论的一个主要优点是同时处理平移和旋转,这可以更好地了解振动现象,如振动中心和振动轴。本研究描述了如何将这些概念扩展到光束理论中。通过同时考虑不同类型的振动,如拉伸、压缩、扭转和弯曲,推导出梁的刚度矩阵,然后用它来获得运动方程,包括非标准形式的边界条件。然后,我们提出了一种解析方法来解决这些方程,重点是两个不同的例子,即悬臂和机器人链接。在第一个数值算例中,梁的模态振型可以看作是离散系统中围绕刚体的振动中心或轴的旋转。在第二个例子中,给出了两侧转动关节不平行的机器人连杆的模态振型和固有频率的解析解,以证明螺旋理论的实用性。我们证明了螺旋方法可以准确地描述离散系统和连续系统的振动,并且离散系统振动模态的几何意义可以推广到连续系统。
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引用次数: 0
Method to Establish Sound and Acceleration Levels of High Pressure Reducing Valves 建立高压减压阀的声音和加速度级的方法
Pub Date : 2023-01-01 DOI: 10.1115/1.4062346
H. Baumann
Severe service control valves or better, high-pressure reducing valves can see inlet pressures in excess of 4000 psi. Such valves are found in industries ranging from gas or petroleum wells, to chemical plants and steam-producing power plants (Goodwin, “Specifying Control Valves for Severe Service Conditions”, INTECH FOCUS, November (2022), p. 20). Such valves convert high levels of kinetic energy through a process of conversion of sound-producing turbulence to a reduced pressure level. Less desired by-products such as conversion are sound pressure levels that can exceed 120 decibels, a sound that is comparable to standing next to a jet plane taking off. Part of this energy conversion manifests itself as mechanical vibration which can cause undesirable high pipe acceleration which, over time, could severely damage piping (Almasi. “Flow Induced Vibrations in Piping Systems”. P.I. PROCESS INSTRUMENTATION, July, 2020; Blake, 1986, “Mechanics of Flow Induced Sound and Vibrato,” Vol. II, Complex Flow-Structure Interactions, Academic Press, Orlando, FL). Proposed here is an easy computer programmable method to check the sound and acceleration levels associated with noisy valves. It is believed such a paper harmonizing all aspects of aerodynamic valve noise, such as sound pressure, sound power, vibration, and acceleration can be of value. The purpose of this paper is to explain how such acceleration levels are estimated. There are four steps involved: (1) calculate the sound pressure level (SPL) from given process data, (2) convert sound pressure level into sound power level (Lwi), and (3) find the associated maximum pipe internal peak frequency (fp). (4) Based on the sound power level and the peak frequency of the sound, calculate the acceleration of the pipe (in m/second2).
严重的控制阀或更好的高压减压阀可以看到进口压力超过4000 psi。这种阀门广泛应用于天然气或油井、化工厂和蒸汽发电厂等行业(Goodwin,“为恶劣服务条件指定控制阀”,INTECH FOCUS, 11月(2022),第20页)。这种阀门通过将产生声音的湍流转换为降低压力水平的过程来转换高水平的动能。转换等不太理想的副产品是声压水平可能超过120分贝,这种声音相当于站在一架起飞的喷气式飞机旁边。这种能量转换的一部分表现为机械振动,这会导致不希望的高管道加速度,随着时间的推移,可能严重损坏管道(Almasi)。管道系统中的流动诱发振动”。P.I.过程仪表,2020年7月;布莱克,1986,“流动诱发声音和振动的力学”,第二卷,复杂的流动-结构相互作用,学术出版社,奥兰多,佛罗里达州)。这里提出了一种简单的计算机可编程方法来检查与噪声阀门相关的声音和加速度级。相信这样一篇协调气动气门噪声的各个方面,如声压、声功率、振动和加速度的论文是有价值的。本文的目的是解释如何估计这种加速水平。这里涉及四个步骤:(1)根据给定的过程数据计算声压级(SPL),(2)将声压级转换为声功率级(Lwi),(3)找到相关的最大管道内部峰值频率(fp)。(4)根据声功率级和声音的峰值频率,计算管道加速度(单位:m/秒2)。
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引用次数: 0
Effects of Panel Misalignment in a Deployable Origami-Based Optical Array 可展开折纸光学阵列中面板错位的影响
Pub Date : 2023-01-01 DOI: 10.1115/1.4056475
Clark Roubicek, Guangjun Gao, Hui Li, M. Stephen, S. Magleby, L. Howell
Deployable origami-based arrays can offer many benefits for a wide variety of engineering applications. However, alignment in the deployed state is a primary challenge of these arrays; in optical systems, local (single panel) and global (entire array) misalignment can drastically reduce performance. The objective of this work is to compare the relative sensitivities of different degrees-of-freedom (DOFs) of misalignment in deployable origami-based optical arrays and specify which have the greatest effect on performance. To accomplish this, we suggest a practice for defining local and global misalignment in deployable origami-based arrays, we simulate misalignment perturbations and record the resulting power output, and we use compensation techniques to restore as much lost power as possible. We use a deployable LiDAR telescope based on the hexagonal twist origami pattern as a case study, though the conclusions could be extended to other origami-based systems. From simulation, we find that the DOFs which are the most sensitive to misalignment and for which compensation is not effective are the local decenter X (467% power loss per mm misalignment), local decenter Y (463% power loss per mm misalignment), local tilt (357% power loss per degree misalignment), and local tip (265% power loss per degree misalignment) misalignments. These results could help minimize the need for compensation or position sensing and help optical systems designers to know which DOFs should be carefully controlled to maximize energy output.
可展开的基于折纸的阵列可以为各种工程应用提供许多好处。然而,在部署状态下的对齐是这些阵列的主要挑战;在光学系统中,局部(单面板)和全局(整个阵列)的不对准会大大降低性能。这项工作的目的是比较不同自由度(dfs)的相对灵敏度在可展开的折纸光学阵列中,并指定对性能影响最大的。为了实现这一点,我们建议在可部署的基于折纸的阵列中定义局部和全局失调的实践,我们模拟失调扰动并记录由此产生的功率输出,我们使用补偿技术来尽可能多地恢复丢失的功率。我们使用基于六边形扭曲折纸图案的可展开激光雷达望远镜作为案例研究,尽管结论可以扩展到其他基于折纸的系统。从仿真中,我们发现对误差最敏感且补偿无效的自由度是局部中心点X(每毫米误差467%的功率损失),局部中心点Y(每毫米误差463%的功率损失),局部倾斜(每度误差357%的功率损失)和局部尖端(每度误差265%的功率损失)。这些结果可以帮助最大限度地减少对补偿或位置传感的需求,并帮助光学系统设计人员了解应该仔细控制哪些dof以最大限度地提高能量输出。
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引用次数: 0
Comparison of Operation and Maintenance of Floating 14 MW Turbines and Twin 10 MW Turbines 浮动式14mw水轮机与双10mw水轮机运行维护比较
Pub Date : 2023-01-01 DOI: 10.1115/1.4062413
Nadezda Avanessova, James Land, Alistair Lee, I. Lazakis, C. Thomson
Turbine ratings in the past decade have grown unexpectedly fast. In 2021, Siemens Gamesa and GE revealed their new 14 MW turbine models, and it is predicted that this is not yet the rating limit that turbines can reach. Increased turbine ratings can also be achieved by putting two turbines on a single foundation. This study analyzes how operation and maintenance (O&M) would differ if a floating wind farm had twin 10 MW turbines installed on each substructure, instead of a single 14 MW turbine. This study demonstrates how the strategic O&M simulation tool compass can be used to perform this comparison. Assumptions regarding the O&M of twin turbines were estimated with the major floating twin turbine developer Hexicon AB. This study analyzed four cases—a case with 35 twin 10 MW turbines, and three cases with 50 single 14 MW turbines—to understand the potential effect of increased consumable costs, spare part lead times, and maintenance durations. All cases had the same wind farm capacity of 700 MW. The results show that O&M for cases with single turbines is at least 4.5% more expensive than the case with twin turbines. The case with twin turbines also resulted in a higher availability than any other case. Additionally, results showed that operational expenditure (OPEX) for the cases with single turbines is at least 6.0% higher in scenarios with single turbines than in the twin turbine scenario. The biggest cost contributors to the difference between scenarios were craft costs, particularly cable laying vessels and tugs. Due to the higher number of cables required for the scenario with single turbines, there is more frequent mobilization of cable vessels for cable repairs.
在过去的十年中,涡轮机的额定功率出人意料地快速增长。2021年,西门子歌美飒和通用电气公布了他们新的14兆瓦涡轮机模型,据预测,这还不是涡轮机可以达到的额定极限。增加涡轮额定值也可以通过将两个涡轮机放在一个基础上来实现。本研究分析了如果一个浮式风电场在每个子结构上安装两台10兆瓦的涡轮机,而不是一台14兆瓦的涡轮机,操作和维护(O&M)会有什么不同。本研究演示了如何使用战略运维仿真工具指南针来进行这种比较。关于双涡轮机的运行和维护的假设是由主要的浮动双涡轮机开发商Hexicon AB估计的。本研究分析了四种情况,一种是35台10兆瓦的双涡轮机,另一种是50台14兆瓦的单涡轮机,以了解耗材成本增加、备件交货时间和维护时间的潜在影响。所有案例的风力发电场容量均为700兆瓦。结果表明,单涡轮情况下的运维费用比双涡轮情况下至少高出4.5%。双涡轮机的情况下,也导致了更高的可用性比任何其他情况下。此外,结果表明,单涡轮情况下的运营支出(OPEX)比双涡轮情况下至少高出6.0%。造成两种方案差异的最大成本因素是工艺成本,特别是电缆铺设船和拖船。由于单涡轮机方案所需的电缆数量较多,因此需要更频繁地动员电缆船进行电缆维修。
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引用次数: 1
Effects of Incremental Changes to Frame Mass on Manual Wheelchair Propulsion Cost. 车架质量的增量变化对手动轮椅推进成本的影响。
Pub Date : 2023-01-01 DOI: 10.1115/1.4062696
Jacob Misch, Stephen Sprigle

The objective of this study was to assess the effects of small, incremental additions to wheelchair frame mass (0 kg, +2 kg, and +4 kg) on the mechanical propulsion characteristics in both straight and curvilinear maneuvers. A robotic propulsion system was used to propel a manual wheelchair over a smooth tiled surface following rectilinear ("Straight") and curvilinear ("Slalom") trajectories. Three unique loading conditions were tested. Propulsion costs and system rolling resistance estimations were empirically collected using the robotic wheelchair tester. Propulsion cost values were equivalent across all loading conditions over the Slalom trajectory. In the Straight trajectory, adding 2 kg on the axle had equivalent propulsion cost to the unloaded configuration. Adding 4 kg on axle was comparable, but not equivalent, to the unloaded configuration with small (≤4.1%) increases in propulsion cost. This study demonstrates that small (0-4 kg) changes to the frame mass have no meaningful impacts on the propulsion characteristics of the manual wheelchair system. Differences in propulsion cost and rolling resistance were detectable but contextually insignificant.

本研究的目的是评估轮椅框架质量(0 千克、+2 千克和 +4 千克)的小幅递增对直线和曲线机动中机械推进特性的影响。使用机器人推进系统推动手动轮椅在光滑的瓷砖表面上沿着直线("直线")和曲线("回旋")轨迹行驶。测试了三种独特的加载条件。推进成本和系统滚动阻力估算是使用机器人轮椅测试仪根据经验收集的。在回转轨迹上,所有负载条件下的推进成本值相同。在直线运动轨迹中,在车轴上增加 2 千克的推进成本与空载配置相当。在车轴上增加 4 千克时,推进成本增加较小(≤4.1%),与未加载配置相当,但不等同。这项研究表明,车架质量的微小变化(0-4 千克)不会对手动轮椅系统的推进特性产生有意义的影响。推进成本和滚动阻力的差异是可以检测到的,但在具体情况下并不显著。
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引用次数: 0
Electroencephalogram Experimentation to Understand Creativity of Mechanical Engineering Students 了解机械工程专业学生创造力的脑电图实验
Pub Date : 2023-01-01 DOI: 10.1115/1.4056473
Md Tanvir Ahad, T. Hartog, Amin G. Alhashim, M. Marshall, Z. Siddique
Electroencephalogram (EEG) alpha power (8–13 Hz) is a characteristic of various creative task conditions and is involved in creative ideation. Alpha power varies as a function of creativity-related task demands. This study investigated the event-related potentials (ERPs), alpha power activation, and potential machine learning (ML) to classify the neural responses of engineering students involved with creativity task. All participants performed a modified alternate uses task (AUT), in which participants categorized functions (or uses) for everyday objects as either creative, nonsense, or common. At first, this study investigated the fundamental ERPs over central and parietooccipital temporal areas. The bio-responses to understand creativity in engineering students demonstrates that nonsensical and creative stimuli elicit larger N400 amplitudes (−1.107 mV and −0.755 mV, respectively) than common uses (0.0859 mV) on the 300–500 ms window. N400 effect was observed on 300–500 ms window from the grand average waveforms of each electrode of interest. ANOVA analysis identified a significant main effect: decreased alpha power during creative ideation, especially over (O1/2, P7/8) parietooccipital temporal area. Machine learning is used to classify the specific temporal area data’s neural responses (creative, nonsense, and common). A k-nearest neighbors (kNN) classifier was used, and results were evaluated in terms of accuracy, precision, recall, and F1- score using the collected datasets from the participants. With an overall 99.92% accuracy and area under the curve at 0.9995, the kNN classifier successfully classified the participants’ neural responses. These results have great potential for broader adaptation of machine learning techniques in creativity research.
脑电图(EEG) α功率(8 - 13hz)是各种创造性任务条件下的特征,与创造性思维有关。阿尔法能力随着与创造力相关的任务需求的变化而变化。本研究利用事件相关电位(ERPs)、α -功率激活和潜在机器学习(ML)对参与创造性任务的工科学生的神经反应进行分类。所有参与者都执行了一个修改后的替代用途任务(AUT),在这个任务中,参与者将日常物品的功能(或用途)分类为创造性、无意义或普通。首先,本研究调查了中央和顶枕颞区的基本erp。在理解工科学生创造力的生物反应中发现,在300-500 ms窗口,无意义刺激和创造性刺激引起的N400振幅(分别为- 1.107 mV和- 0.755 mV)比普通刺激(0.0859 mV)更大。在每个电极的大平均波形的300-500 ms窗口内观察到N400效应。方差分析确定了显著的主要影响:在创造性思维期间α功率下降,特别是在(1/2,P7/8)顶枕颞区。机器学习用于分类特定颞区数据的神经反应(创造性、无意义和普通)。使用k近邻(kNN)分类器,并使用从参与者收集的数据集对结果进行准确性、精密度、召回率和F1-评分评估。总体准确率为99.92%,曲线下面积为0.9995,kNN分类器成功地对参与者的神经反应进行了分类。这些结果对于机器学习技术在创造力研究中的广泛应用具有很大的潜力。
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引用次数: 0
Temperature-Dependent Classification of Geopolymers Derived From Granite Designed for Well Cementing Applications 用于固井应用的花岗岩地聚合物的温度依赖分类
Pub Date : 2023-01-01 DOI: 10.1115/1.4063027
Fawzi Chamssine, M. N. Agista, M. Khalifeh
Alternative materials such as geopolymers appear to have potential advantages compared to Portland cement. However, the application of geopolymers for all sections of the well is still a major challenge due to the difference in temperature ranges. To that end, the classification of the granite-based geopolymer mix designs requires a thorough investigation of various properties at a range of different operational temperatures. In this study, three mix designs are presented for different well sections at temperatures ranging from 5 °C to 60 °C. The mix designs for low temperatures (<50 °C) were tuned by adding CaO to the dry solid blend. Workability, rheology, short-term compressive strength, and X-ray diffraction (XRD) analysis were conducted to conclude the performance of the mix designs under study. Results highlight the presence of Ca content (wt%) in mix designs and its role in enhancing material performance at low operational temperatures. The study reveals a promising future application of the granite-based geopolymer for well construction and abandonment at varying depths with recommendations for further improving the performance by the addition of chemical admixtures. In addition, the relation between temperature and Ca content was highlighted, and more investigations into the kinetics governing these two parameters were recommended.
与波特兰水泥相比,地聚合物等替代材料似乎具有潜在的优势。然而,由于温度范围的差异,地聚合物在井的所有部分的应用仍然是一个主要的挑战。为此,花岗岩基地聚合物混合物的分类设计需要在一系列不同的工作温度下对其各种特性进行彻底的研究。在这项研究中,在5°C到60°C的温度范围内,为不同的井段提供了三种混合设计。通过在干固体共混物中添加CaO来调整低温(<50°C)的混合设计。通过工作性、流变性、短期抗压强度和x射线衍射(XRD)分析来总结所研究的混合料设计的性能。结果强调了Ca含量(wt%)在混合设计中的存在及其在提高材料在低操作温度下的性能中的作用。该研究表明,花岗岩基地聚合物在不同深度的造井和弃井中具有广阔的应用前景,并建议通过添加化学外加剂进一步改善其性能。此外,还强调了温度与Ca含量之间的关系,并建议对这两个参数的动力学进行更多的研究。
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引用次数: 0
Validation Study of a Computer-Aided Design Augmentation Tool for Cost Estimation 成本估算计算机辅助设计增强工具的验证研究
Pub Date : 2023-01-01 DOI: 10.1115/1.4062110
Apurva Patel, Joshua Ortiz, J. Summers, James L. Mathieson
While fundamentals of DFMA (design for manufacturing and assembly) are widely accepted and used in the engineering community, many CAD environments lack tools that address manufacturing concerns by providing rapid feedback about costs resulting from design choices. This article presents an experiment-based testing and validation of a rapid feedback tool that provides users history-based prediction of manufacturing time based on the current state of the design. A between-subject experiment is designed to evaluate the impact of the tool on design outcomes based on modeling time, part mass, and manufacturing time. Participants in the study included mechanical engineering graduate and undergraduate students with at least one semester of experience using solidworks. The experiment included three modeling activities and three tool conditions. Participants completed up to three sessions with different experimental conditions. Analysis of the data collected shows that the use of the design tool results in a small but nonsignificant increase in modeling time. Moreover, the use of the tool results in reduced part mass on average (both between subjects and within subjects). Tool use reduced manufacturing time in open-ended activities, but increased manufacturing time when activities focus more on mass reduction. Participant feedback suggests that the tool helped guide their material removal actions by showing the impact on manufacturing time. Finally, potential improvements and future expansions of the tool are discussed.
虽然DFMA(为制造和装配而设计)的基本原理在工程界被广泛接受和使用,但许多CAD环境缺乏通过提供有关设计选择导致的成本的快速反馈来解决制造问题的工具。本文介绍了一种基于实验的快速反馈工具的测试和验证,该工具可以根据设计的当前状态为用户提供基于历史的制造时间预测。设计了一个受试者之间的实验,以评估基于建模时间、零件质量和制造时间的工具对设计结果的影响。该研究的参与者包括机械工程研究生和至少有一个学期使用solidworks经验的本科生。实验包括三种建模活动和三种工具条件。参与者在不同的实验条件下完成了多达三次的实验。对收集到的数据的分析表明,使用设计工具会导致建模时间的小幅但不显著的增加。此外,该工具的使用平均减少了零件质量(受试者之间和受试者内部)。在开放式活动中,工具的使用减少了制造时间,但是当活动更多地关注于减少质量时,工具的使用增加了制造时间。参与者的反馈表明,该工具通过显示对制造时间的影响,帮助指导他们的材料去除行动。最后,讨论了该工具的潜在改进和未来扩展。
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引用次数: 0
Prediction of Laminar Burning Speed of Propane/Hydrogen/Air Mixtures Using Power-Law Correlation and Two Machine Learning Models 利用幂律相关和两种机器学习模型预测丙烷/氢/空气混合物层流燃烧速度
Pub Date : 2023-01-01 DOI: 10.1115/1.4062745
Zhenyu Lu, H. Metghalchi
Propane (C3H8) and hydrogen (H2) are regarded as alternative fuels that are favorable to the environment. Hydrogen gas's low energy density, storage, and transportation are the main issues with using it as an alternative fuel. Addition of hydrogen gas in the combustion of propane will also improve flame stability, broaden lean flammability limits, and reduces pollutant emissions. Thus, utilizing propane and hydrogen mixtures as fuel is a good choice. Laminar burning speed is a fundamental property of a combustible mixture and can be used to provide information regarding the mixture’s reactivity, exothermicity, and diffusivity. In this study, power-law correlation and machine learning methods were used to create models that predict the laminar burning speed of propane/hydrogen/air mixtures at various states. Two machine learning models are artificial neural network (ANN) and support vector machine (SVM). The data were generated by using CANTRA code and a chemical kinetic mechanism. For a wide variety of input values, the models were able to determine the laminar burning speed with great accuracy. The ANN model yields the best performance. The main advantage of these models is the noticeably faster computing time when compared to chemical reaction mechanisms.
丙烷(C3H8)和氢(H2)被认为是有利于环境的替代燃料。氢气的低能量密度、储存和运输是使用它作为替代燃料的主要问题。在丙烷燃烧过程中加入氢气也会改善其火焰稳定性,扩大其可燃性极限,并减少污染物的排放。因此,利用丙烷和氢的混合物作为燃料是一个很好的选择。层流燃烧速度是可燃混合物的基本特性,可以用来提供有关混合物的反应性、放热性和扩散性的信息。在这项研究中,使用幂律相关和机器学习方法来创建模型,预测丙烷/氢/空气混合物在不同状态下的层流燃烧速度。两种机器学习模型是人工神经网络(ANN)和支持向量机(SVM)。数据由CANTRA代码和化学动力学机制生成。对于各种不同的输入值,该模型能够以很高的精度确定层流燃烧速度。人工神经网络模型的性能最好。与化学反应机制相比,这些模型的主要优点是计算时间明显更快。
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引用次数: 0
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