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Simulation study on the cavitation distribution in the ball valve of a common rail injector 共轨喷油器球阀中气蚀分布的模拟研究
IF 2.5 4区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-03-16 DOI: 10.1177/14680874241238607
Jianhui Zhao, Shuo Chen, Guichun Yang, Heng Zhang
A transient-state numerical simulation is conducted to investigate the cavitation flow in the ball valve of a common rail (CR) injector. The computational fluid dynamics (CFD) software, employing the RANS turbulence model, is employed for this purpose. The study aims to analyze the characteristics and underlying causes of the uneven distribution of cavitation in the ball valve. The results reveal a significant occurrence of cavitation, exhibiting an uneven distribution along the walls of both the ball and the valve seat. Notably, the initiation position of the intense cavitation region on the wall of the ball is observed to lag behind that on the wall of the valve seat. The intense cavitation region on the wall of the ball is found to reside behind the sealing surface of the ball valve. The intense cavitation region on the wall of the ball is located behind the sealing surface of the ball valve. This region experiences flow separation caused by main flow detour, resulting in the formation of vortices that entrapped the cavitation cloud, thus fostering the development of intense cavitation. Conversely, the intense cavitation region on the wall of the valve seat originates from the entrance of the ball valve. This can be attributed to the sudden change in geometry at the entrance, leading to a significant pressure drop and inducing cavitation based on geometric factors. Furthermore, the stagnation effect caused by the ball exacerbates the discrepancy in the distribution of the intense cavitation region between the ball and the valve seat.
为研究共轨 (CR) 喷油器球阀中的气蚀流,进行了瞬态数值模拟。计算流体动力学(CFD)软件采用了 RANS 湍流模型。研究旨在分析球阀中气蚀不均匀分布的特征和根本原因。研究结果表明,气蚀的发生非常明显,沿球体和阀座壁的分布不均匀。值得注意的是,观察到球体壁上强烈气蚀区域的起始位置落后于阀座壁上的起始位置。球体壁上的强烈空化区位于球阀密封面的后面。球体壁上的强烈气蚀区域位于球阀密封面的后面。该区域由于主流迂回而导致流体分离,从而形成涡流,夹带空化云,从而促进了强烈空化的发展。相反,阀座壁上的强烈气蚀区域则来自球阀入口。这可归因于入口处几何形状的突然改变,导致压力大幅下降,并根据几何因素诱发气蚀。此外,球体造成的停滞效应加剧了球体和阀座之间强烈气蚀区域分布的差异。
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引用次数: 0
Influence of initial electric arc root position on electric arc behavior with spark plugs in large lean burn spark ignited gas engines 初始电弧根部位置对大型贫燃火花点燃式燃气发动机火花塞电弧行为的影响
IF 2.5 4区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-03-11 DOI: 10.1177/14680874241236512
Anton Tilz, Constantin Kiesling, Gerhard Pirker, Andreas Wimmer
Increasing efficiency while reducing emissions leads to high mean effective pressures, high compression ratios and increasingly lean operation for spark ignited large gas engines. Despite these boundary conditions, gas engines must be operated between knocking and misfiring at low cycle-to-cycle fluctuations. The excess air ratio and the ignition process of the lean mixture greatly influence the stability of the combustion process. To enable sufficiently low cycle-to-cycle fluctuation of the combustion process despite the ever increasing excess air ratio levels, it is necessary to understand and investigate the sub-areas of the engine process, for example, ignition, flow condition and mixture formation. This paper focuses on one sub-area of conventional spark ignition, the influence of the electric arc root position on the origin and stretching of the electric arc, because electric arc behavior is considered important in the subsequent combustion process. The results show that electric arc roots on the downstream end of the electrodes tend to enable a longer electric arc length at the first electric arc short circuit (i.e. the first abrupt shortening of the electric arc during its spark duration) than electric arcs with electric arc roots on the upstream ends of the electrodes.
在提高效率的同时减少排放,导致火花点燃式大型燃气发动机的平均有效压力增高、压缩比增大,运行效率越来越低。尽管存在这些边界条件,但燃气发动机必须在低循环波动的情况下,在爆震和失火之间运行。过量空气比和贫油混合气的点火过程对燃烧过程的稳定性有很大影响。为了在过量空气比水平不断增加的情况下使燃烧过程的周期波动足够小,有必要了解和研究发动机过程的各个子领域,例如点火、流动条件和混合气形成。本文重点研究传统火花点火的一个子领域,即电弧根部位置对电弧起源和拉伸的影响,因为电弧行为被认为在随后的燃烧过程中非常重要。结果表明,与电弧根部位于电极上游端的电弧相比,位于电极下游端的电弧根部往往能在第一次电弧短路(即电弧在火花持续期间的第一次突然缩短)时产生较长的电弧长度。
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引用次数: 0
Experimental and numerical approach to assess the dynamic performance of an inductive ignition system 评估电感点火系统动态性能的实验和数值方法
IF 2.5 4区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-03-05 DOI: 10.1177/14680874241233812
Mauricio Monroy Jaramillo, Juan David Ramírez Alzate, Carlos Alberto Romero Piedrahita, Juan Camilo Mejía Hernández
This paper envisages studying the features of a conventional inductive ignition system along with its MOSFET and IGBT-based transistorized modifications. The influence of mechanical contact breaker dynamics and ignition coil characteristics on the current and voltage waveforms of the primary and secondary circuits of these studied ignition systems are mathematically and experimentally exposed. The investigation is considered necessary prior to attempting subsequent modeling and diagnostics procedures on the current-voltage performance characteristics of conventional and transistorized ignition systems. The work has demanded the development of an experimental setup based on a basic modifiable ignition system mockup and an instrumentation system to measure and analyze the voltage-current parameters of inductive ignition systems. The paper describes the design details of such instrumentation system, presents mechanical and electrical models for contact breaker and ignition circuits, then simulated to obtain base free-run response waveforms and electrical continuity behavior of the contact. A test of frequency response of the ignition coil provided additional input to the model. An experimental test of continuity of the contact, in agreement with its model, shed light on the actual excitation of the primary coil. The work comments on a sample of the registered current and voltage waveforms in primary and secondary coil windings of the ignition system at atmospheric conditions. Comparisons of waveforms and energy for mechanical contact, MOSFET and IGBT switches are made to establish them as a reference for future tests.
本文旨在研究传统电感点火系统及其基于 MOSFET 和 IGBT 的晶体管改型的特点。机械触点断路器动态和点火线圈特性对这些点火系统初级和次级电路的电流和电压波形的影响,将通过数学和实验加以揭示。在尝试对传统点火系统和晶体管点火系统的电流-电压性能特征进行后续建模和诊断程序之前,这项调查被认为是必要的。这项工作要求开发一种基于基本可修改点火系统模拟和仪器系统的实验装置,以测量和分析电感点火系统的电压-电流参数。论文介绍了该仪器系统的设计细节,提出了触点断路器和点火电路的机械和电气模型,然后通过模拟获得了触点的基本自由运行响应波形和电气连续性行为。点火线圈的频率响应测试为模型提供了额外的输入。对触点连续性的实验测试与模型一致,揭示了初级线圈的实际激励情况。工作对大气条件下点火系统初级线圈和次级线圈绕组中记录的电流和电压波形样本进行了评论。对机械触点、MOSFET 和 IGBT 开关的波形和能量进行了比较,以便为今后的测试提供参考。
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引用次数: 0
Effects of wall cavity and fuel injection pressure on the performance of a non-reacting supersonic combustor 壁腔和燃料喷射压力对非反应式超音速燃烧器性能的影响
IF 2.5 4区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-03-05 DOI: 10.1177/14680874241233801
Mahbub Talukder, Abu Mahian, Sarfaraz Aziz, Mohammad Ali
This study numerically investigates the flow field of a non-reacting cavity-configured scramjet (Supersonic Combustion Ramjet) combustor at various fuel injection pressures by solving the 2D Reynolds-Averaged Navier-Stokes (RANS) equations, species transport equations, and Menter SST k-ω model. The aim of this research is to reveal the effects of wall cavity insertion and fuel injection pressure (FIP) on the crucial performance parameters i.e., fuel-air mixing efficiency (MxE), total pressure recovery (TPR), and mass-averaged Mach number (MAMN). Accordingly, two trapezoidal cavities of aspect ratio 7 are introduced on the opposite walls of a rectangular combustor. The combustor entrance is configured with rearward-facing steps and it intakes finite parallel air streams through finite-width inlets. Gaseous hydrogen jets are injected 30 mm downstream from the combustor entrance and 10 mm upstream from the cavity leading edge. FIP is varied according to the fuel-to-freestream pressure ratios (FFPR) of 4.5, 9.0, 13.5, and 18.0. The results of the cavity-configured combustor are then compared with the performance of the combustor in the absence of the wall cavities. The results delineate the change in flow structures with the inclusion of wall cavities and variation in FIP. Insight physics of mixing, total pressure loss, and MAMN in different regions of the combustor are studied and the results are quantified for comparison. MxE in a cavity-configured combustor does not monotonically increase with decreasing FFPR as found in the combustor without wall cavities. The shock-shear layer interactions (SSLIs) play a dominant role in mixing inside the cavity-configured combustor. The results also demonstrate that the insertion of wall cavities can increase fuel-air MxE through the formation of cavity recirculation zones. In the cavity-configured combustor, a maximum of 45% MxE is achieved for FFPR 4.5, which is 4% higher than the value obtained from the combustor without the cavities with an expense of 3% greater total pressure loss.
本研究通过求解二维雷诺平均纳维-斯托克斯(RANS)方程、物种输运方程和 Menter SST k-ω 模型,对不同燃料喷射压力下的非反应腔配置scramjet(超音速燃烧冲压式喷气发动机)燃烧器的流场进行了数值研究。本研究旨在揭示壁腔插入和燃料喷射压力(FIP)对关键性能参数(即燃料-空气混合效率(MxE)、总压恢复(TPR)和质量平均马赫数(MAMN))的影响。因此,在矩形燃烧器的相对壁上引入了两个长宽比为 7 的梯形空腔。燃烧器入口处设有朝后的台阶,并通过有限宽度的入口吸入有限的平行气流。气态氢气喷射口位于燃烧器入口下游 30 毫米和空腔前缘上游 10 毫米处。燃料与自由气流压力比(FFPR)分别为 4.5、9.0、13.5 和 18.0。然后将空腔配置燃烧器的结果与没有壁腔的燃烧器性能进行比较。结果显示了壁腔加入后流动结构的变化以及 FIP 的变化。研究了燃烧器不同区域的混合、总压力损失和 MAMN 的深入物理原理,并对结果进行了量化比较。在配置空腔的燃烧器中,MxE 并不像在没有壁腔的燃烧器中那样随着 FFPR 的降低而单调增加。冲击-剪切层相互作用(SSLIs)在空腔配置燃烧器内部的混合中起着主导作用。研究结果还表明,壁腔的插入可以通过形成空腔再循环区来增加燃料-空气 MxE。在空腔配置的燃烧器中,FFPR 4.5 的 MxE 最大可达 45%,比没有空腔的燃烧器高出 4%,但总压力损失却增加了 3%。
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引用次数: 0
Modeling of primary breakup considering turbulent nozzle flow, internal turbulence and surface instability of liquid jet using turbulence decay theory 利用湍流衰减理论建立考虑到湍流喷嘴流动、内部湍流和液体射流表面不稳定性的一次破裂模型
IF 2.5 4区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-03-04 DOI: 10.1177/14680874241233795
Dai Matsuda, Ippei Kimura, Eriko Matsumura, Jiro Senda
In heat engines utilizing fuel injection, the processes of atomization and spray formation have a significant impact on the combustion process, thereby determining both efficiency and emission characteristics. Accurate prediction and control of spray formation in fuel injection systems play a key role in improving the efficiency and environmental performance of thermal engines, especially with the emergence of carbon-neutral fuels. To achieve accurate prediction of spray mixture formation, it is imperative to refine the atomization model for the liquid jet within numerical simulations. This requires a phenomenological representation of the atomization process that avoids reliance on computational constants obtained from spray experimental results. Consequently, the present study attempts to mathematically model the turbulent nozzle flow and liquid jet atomization process, leading to the development of a novel primary breakup model. The construction of the primary breakup model involves an analysis of the turbulence at the nozzle inlet. By merging this turbulence with the turbulence resulting from wall shear flow within the nozzle, the model provides insight into the internal turbulence and surface instability of the liquid jet, encompassing the turbulence spectrum. Consequently, the influence of nozzle length on the turbulent flow within the nozzle can be understood, and the droplet formation characteristics of the liquid jet can be predicted along with its multi-wavelength dispersion characteristics. The model effectively captures the experimental results in terms of breakup length and droplet dispersion characteristics, thus adding a higher level of accuracy to numerical simulations. Ultimately, the in-depth study of this model, coupled with its comparison with experimental results, enhances the understanding of the liquid jet atomization process.
在使用燃料喷射的热力发动机中,雾化和喷雾形成过程对燃烧过程有重大影响,从而决定了效率和排放特性。准确预测和控制燃油喷射系统中的喷雾形成,对于提高热力发动机的效率和环保性能起着关键作用,特别是在碳中性燃料出现的情况下。要实现喷雾混合物形成的精确预测,必须在数值模拟中完善液体射流的雾化模型。这就要求对雾化过程进行现象描述,避免依赖从喷雾实验结果中获得的计算常数。因此,本研究尝试对湍流喷嘴流动和液体射流雾化过程进行数学建模,从而开发出一种新型的一次破裂模型。初级破裂模型的构建涉及对喷嘴入口处湍流的分析。通过将该湍流与喷嘴内壁剪切流产生的湍流合并,该模型可深入了解液体射流的内部湍流和表面不稳定性,包括湍流频谱。因此,可以理解喷嘴长度对喷嘴内湍流的影响,并预测液体射流的液滴形成特征及其多波长分散特征。该模型有效地捕捉了实验结果中的破裂长度和液滴分散特性,从而提高了数值模拟的精确度。通过对该模型的深入研究以及与实验结果的对比,最终加深了人们对液体射流雾化过程的理解。
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引用次数: 0
Numerical modelling and non-dimensional analysis of a diesel oxidation catalyst with focus on NO2 reduction 柴油氧化催化剂的数值建模和非尺寸分析,重点是二氧化氮的还原
IF 2.5 4区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-03-04 DOI: 10.1177/14680874241228950
Abhishek Suman, Nikhil Dilip Khedkar, Asish Kumar Sarangi, Jose Martin Herreros
A diesel oxidation catalyst (DOC) is widely used to oxidize partial combustion by-products, such as unburned hydrocarbons and carbon monoxide (CO), and nitric oxide (NO) from compression ignition (CI) engines. Numerical modelling of the DOC, reported in the literature, often does not predict the performance of the DOC accurately over a wide range of engine operating conditions because only a few chemical reactions are considered. The objective of this work is to develop a robust 1D transient numerical model, capable of accurately predicting the conversion efficiency of the engine-out total hydrocarbon (THC), CO and NO in a conventional diesel combustion mode. Based on experimental observations of the low temperature oxidation of CO and THC with nitrogen dioxide (NO2), the developed numerical model not only include oxidation reactions with oxygen but also the NO2 reduction and selective catalytic reduction (SCR) reactions to improve the robustness of the model. From the non-dimensional analysis, the kinetics and mass transfer limitation of exhaust gas species oxidation and their dependence on exhaust gas properties and DOC geometric parameters are identified. Relative magnitudes of resistances to chemical reaction and mass transfer reveal that CO oxidation in the DOC transitions from kinetically controlled to a mass transfer-controlled regime at the CO oxidation light-off temperature (218°C DOC inlet temperature), whereas, THC oxidation is in the kinetic controlled regime even at 377°C exhaust gas temperature. NO2 reduction in the DOC is always in the kinetic controlled regime; however, NO oxidation reaction transitions from kinetic to a mass transfer-controlled regime at 215°C.
柴油氧化催化剂(DOC)被广泛用于氧化压燃(CI)发动机的部分燃烧副产物,如未燃烧碳氢化合物、一氧化碳(CO)和一氧化氮(NO)。文献中报道的 DOC 数值模型通常无法准确预测 DOC 在各种发动机运行条件下的性能,因为只考虑了少数化学反应。这项工作的目的是开发一种稳健的一维瞬态数值模型,能够准确预测传统柴油燃烧模式下发动机排出的总碳氢化合物 (THC)、一氧化碳和一氧化氮的转化效率。根据 CO 和 THC 与二氧化氮(NO2)的低温氧化实验观察,所开发的数值模型不仅包括与氧气的氧化反应,还包括 NO2 还原和选择性催化还原(SCR)反应,以提高模型的稳健性。通过非维度分析,确定了废气物种氧化的动力学和传质限制及其与废气特性和 DOC 几何参数的关系。化学反应阻力和传质阻力的相对大小表明,在一氧化碳氧化光照温度(218°C DOC 入口温度)下,DOC 中的一氧化碳氧化从动力学控制体系过渡到传质控制体系,而 THC 氧化即使在 377°C 废气温度下也处于动力学控制体系。DOC 中的二氧化氮还原始终处于动力学控制状态;然而,在 215°C 时,二氧化氮氧化反应从动力学控制状态过渡到传质控制状态。
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引用次数: 0
Automatic smooth map generation of internal combustion engines via local-global model based calibration technique 通过基于局部-全局模型的标定技术自动生成内燃机平滑图
IF 2.5 4区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-03-01 DOI: 10.1177/14680874231220002
Samaneh Soltanalizadeh, Vahid Esfahanian, Mohammad Reza Haeri Yazdi, Mohammad Nejat
The addition of new sensors and actuators to the engine, to reduce fuel consumption and emissions besides improving the engine operation, complicates the control commands stored in the engine control unit (ECU). Substitution of mechanical actuators with electronic ones increases the engine’s degrees of freedom and the number of control parameters, which results in the increased engine calibration time and cost. The aim of this paper is to take advantage of optimization techniques to achieve optimal values of control parameters in a fast and automated way. In this regard, it requires replacing the real engine with the virtual model and implementing the model-based calibration by coupling the virtual engine model with optimization algorithms. In this study, deep neural network (DNN) modeling and genetic algorithm (GA, NSGA-II) optimization are used for model-based calibration. The effect of all input control parameters, including ignition angle, continuously variable valve timing, etc., on all output control parameters including, brake-specific fuel consumption, emissions level, knock limit, combustion stability, etc., are investigated simultaneously by a valid global model, which is a remarkable achievement in the model-based calibration. Dynamic lag of some actuators delays the execution of control commands sent from ECU. To avoid abrupt variations in the actuators values, smoothness of the engine maps is considered in the calibration process. To reduce fuel consumption, decrease emission levels and attain smooth maps, the calibration of control parameters is performed by local-multi-objective optimization and global-single-objective optimization. Local-global model-based calibration presented in this study reduces 3.7% of the brake-specific fuel consumption and 7%–10% of emissions level at breakpoints of the engine map compared to manual calibration. In addition, the calibration time and costs while producing better engine performance can be reduced by automating the calibration process. Finally, calibrated maps are stored as a lookup table (LUT) in ECU. Generating an optimal lookup table involves the pre-calculation of several points that cover the calculation domain and allow the interpolation for other points. Selecting the optimal points for exact calculation is of great importance in the size and accuracy of LUT. In this study, an optimization tool is also presented to generate accurate and efficient LUT.
在发动机中增加新的传感器和执行器,除了能改善发动机的运行状况,还能降低油耗和排放,这就使发动机控制单元(ECU)中存储的控制指令变得复杂。用电子执行器取代机械执行器增加了发动机的自由度和控制参数的数量,从而导致发动机标定时间和成本的增加。本文旨在利用优化技术,以快速、自动的方式实现控制参数的最优值。为此,需要用虚拟模型替代真实发动机,并通过将虚拟发动机模型与优化算法耦合,实现基于模型的标定。在本研究中,基于模型的标定采用了深度神经网络(DNN)建模和遗传算法(GA,NSGA-II)优化。通过一个有效的全局模型,同时研究了所有输入控制参数(包括点火角、连续可变气门正时等)对所有输出控制参数(包括制动油耗、排放水平、爆震限制、燃烧稳定性等)的影响,这是基于模型标定的一个显著成果。某些执行器的动态滞后会延迟执行 ECU 发送的控制命令。为了避免执行器数值的突然变化,标定过程中要考虑发动机映射的平滑性。为了降低油耗、减少排放水平并获得平滑的映射,控制参数的标定是通过局部多目标优化和全局单目标优化来进行的。与手动标定相比,本研究提出的基于局部-全局模型的标定可降低 3.7% 的制动特定油耗和 7%-10% 的发动机图谱断点排放水平。此外,通过自动标定过程,可以减少标定时间和成本,同时产生更好的发动机性能。最后,标定后的地图以查找表(LUT)的形式存储在 ECU 中。生成最佳查找表需要预先计算覆盖计算域的几个点,并允许对其他点进行插值。选择最佳点进行精确计算对 LUT 的大小和精度至关重要。本研究还介绍了一种优化工具,用于生成精确高效的 LUT。
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引用次数: 0
Nonlinear feedforward controller design of gasoline engine air-path system for reducing engine torque overshoot 减少发动机扭矩过冲的汽油发动机空气通路系统非线性前馈控制器设计
IF 2.5 4区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-02-24 DOI: 10.1177/14680874241231619
Tatsuya Shiraishi, Mitsuo Hirata, Masayasu Suzuki
In gasoline engines, the amount of fresh air in the cylinder becomes temporarily excessive owing to the slow response in exhaust gas recirculation (EGR) gas under a high EGR ratio. This phenomenon should be avoided, as it causes an engine torque overshoot because the amount of fuel also increases to follow the stoichiometric ratio, and can cause discomfort to the driver. In this study, we investigate reducing torque overshoot using a feedforward controller, which is a simple and effective method for improving the response of a control system. The feedforward controller is typically designed based on the inverse of the plant model. However, designing a feedforward controller for a high-order and nonlinear plant, such as an engine air-path system, can be challenging. Therefore, we exploit the fact that if a given nonlinear system satisfies the flatness property, a feedforward controller based on the inverse model can be easily obtained. The effectiveness of the proposed feedforward controller is evaluated through simulations.
在汽油发动机中,由于废气再循环(EGR)气体在高 EGR 比率下反应缓慢,气缸中的新鲜空气量会暂时过多。这种现象应予避免,因为它会导致发动机扭矩过冲,因为燃油量也会随化学计量比的增加而增加,并可能给驾驶员带来不适。在本研究中,我们研究了使用前馈控制器减少扭矩过冲的问题,前馈控制器是改善控制系统响应的一种简单而有效的方法。前馈控制器通常根据工厂模型的逆向设计。然而,为发动机气路系统等高阶非线性设备设计前馈控制器是一项挑战。因此,我们利用了一个事实,即如果给定的非线性系统满足平坦性属性,就可以很容易地获得基于逆模型的前馈控制器。我们通过仿真评估了所提出的前馈控制器的有效性。
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引用次数: 0
A misfire-integrated Gaussian process (MInt-GP) emulator for energy-assisted compression ignition (EACI) engines with varying cetane number jet fuels 用于使用不同十六烷值喷气燃料的能量辅助压燃(EACI)发动机的失火积分高斯过程(MInt-GP)模拟器
IF 2.5 4区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-02-23 DOI: 10.1177/14680874241229514
Sai Ranjeet Narayanan, Yi Ji, Harsh Darshan Sapra, Chol-Bum Mike Kweon, Kenneth S Kim, Zongxuan Sun, Sage Kokjohn, Simon Mak, Suo Yang
For energy-assisted compression ignition (EACI) engine propulsion at high-altitude operating conditions using sustainable jet fuels with varying cetane numbers, it is essential to develop an efficient engine control system for robust and optimal operation. Control systems are typically trained using experimental data, which can be costly and time consuming to generate due to setup time of experiments, unforeseen delays/issues with manufacturing, mishaps/engine failures and the consequent repairs (which can take weeks), and errors in measurements. Computational fluid dynamics (CFD) simulations can overcome such burdens by complementing experiments with simulated data for control system training. Such simulations, however, can be computationally expensive. Existing data-driven machine learning (ML) models have shown promise for emulating the expensive CFD simulator, but encounter key limitations here due to the expensive nature of the training data and the range of differing combustion behaviors (e.g. misfires and partial/delayed ignition) observed at such broad operating conditions. We thus develop a novel physics-integrated emulator, called the Misfire-Integrated GP (MInt-GP), which integrates important auxiliary information on engine misfires within a Gaussian process surrogate model. With limited CFD training data, we show the MInt-GP model can yield reliable predictions of in-cylinder pressure evolution profiles and subsequent heat release profiles and engine CA50 predictions at a broad range of input conditions. We further demonstrate much better prediction capabilities of the MInt-GP at different combustion behaviors compared to existing data-driven ML models such as kriging and neural networks, while also observing up to 80 times computational speed-up over CFD, thus establishing its effectiveness as a tool to assist CFD for fast data generation in control system training.
对于在高空作业条件下使用十六烷值不同的可持续喷气燃料进行能量辅助压燃(EACI)发动机推进的情况,开发一种高效的发动机控制系统以实现稳健和优化的运行至关重要。控制系统通常使用实验数据进行训练,由于实验设置时间、制造过程中不可预见的延误/问题、意外事故/发动机故障和随之而来的维修(可能需要数周时间)以及测量误差等原因,生成实验数据可能成本高昂且耗时较长。计算流体动力学(CFD)模拟可以克服这些负担,通过模拟数据对实验进行补充,从而进行控制系统培训。然而,这种模拟的计算成本很高。现有的数据驱动机器学习(ML)模型已显示出模拟昂贵的 CFD 模拟器的前景,但由于训练数据的昂贵性以及在如此广泛的操作条件下观察到的不同燃烧行为(如误点火和部分/延迟点火)的范围,在此遇到了关键的限制。因此,我们开发了一种新型物理集成仿真器,称为 "失火集成 GP(MInt-GP)",它将发动机失火的重要辅助信息集成到高斯过程代理模型中。通过有限的 CFD 训练数据,我们表明 MInt-GP 模型可以在广泛的输入条件下可靠地预测气缸内压力演变曲线和随后的热量释放曲线以及发动机 CA50 预测值。我们进一步证明,与现有的数据驱动 ML 模型(如克里格法和神经网络)相比,MInt-GP 在不同燃烧行为下的预测能力要强得多,计算速度也比 CFD 提高了 80 倍,从而确立了其作为辅助 CFD 在控制系统训练中快速生成数据的工具的有效性。
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引用次数: 0
In-cylinder spray evolution in a motored central-injection gasoline engine: Imaging and simulating the effects of flash-boiling and intake crossflow 发动机中央喷射汽油机的气缸内喷雾演变:闪沸与进气横流的影响成像与模拟
IF 2.5 4区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-02-22 DOI: 10.1177/14680874241231623
Hengjie Guo, Roberto Torelli, Namho Kim, David L Reuss, Magnus Sjöberg
Accurate predictions of fuel spray behavior and mixture formation in simulations of direct-injection spark-ignition (DISI) engines are fundamental to ensure proper description of all subsequent processes including ignition, combustion, and emissions. In this work, the spray evolution in a single-cylinder optical DISI engine was studied experimentally and numerically with the goal of enabling predictive computational fluid dynamics (CFD) modeling of in-cylinder sprays. The authors explored a wide range of operating conditions characterized by several fuel injection temperatures and engine speeds, using a well-characterized nine-component gasoline surrogate known as PACE-20. The effect of flash boiling and intake crossflow on the spray is discussed, with a focus on evaluating the ability of the spray models to capture highly transient spray behavior. In the experiments, the fuel temperature was varied between 20°C and 80°C, allowing for non-flash- to flash-boiling transition to emerge with enhanced flashing intensity at the highest temperatures. Spray collapse resulted in vapor-rich regions, owing to the locally lower inertia of the fluid. Varying the engine speed from 650 to 1950 rpm promoted increasingly more turbulent in-cylinder crossflow which interacted with the spray during the injection event and resulted in enhanced spray dispersion. The CFD model was able to capture the spray morphology transition at different fuel temperatures and engine speeds adequately. It is shown that the spray breakup model could capture the transitional spray behavior induced by flash boiling atomization and intake flow via proper initialization of the spray cone angle and calibration of the spray models’ constants.
在模拟直喷火花点火(DISI)发动机时,对燃料喷射行为和混合气形成的准确预测是确保正确描述点火、燃烧和排放等所有后续过程的基础。在这项工作中,对单缸光学 DISI 发动机中的喷射演变进行了实验和数值研究,目的是对缸内喷射进行预测性计算流体动力学 (CFD) 建模。作者使用一种被称为 PACE-20 的特性良好的九组份汽油替代物,探索了以多种燃油喷射温度和发动机转速为特征的多种工作条件。讨论了闪沸和进气横流对喷雾的影响,重点评估了喷雾模型捕捉高瞬态喷雾行为的能力。在实验中,燃料温度在 20°C 和 80°C 之间变化,使非闪蒸到闪蒸沸腾的过渡得以出现,并在最高温度下增强了闪蒸强度。由于流体的局部惯性较低,喷雾溃散导致富含蒸汽的区域。将发动机转速从 650 转/分提高到 1950 转/分,可使气缸内横流的湍流程度越来越高,在喷射过程中与喷雾相互作用,从而增强了喷雾的分散性。CFD 模型能够充分捕捉不同燃料温度和发动机转速下的喷雾形态变化。研究表明,通过适当初始化喷雾锥角和校准喷雾模型常数,喷雾破裂模型可以捕捉闪沸雾化和进气流引起的过渡喷雾行为。
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引用次数: 0
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International Journal of Engine Research
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