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Prediction Enhancement of Machine Learning Using Time Series Modeling in Gas Turbines 利用时间序列模型增强机器学习在燃气轮机预测中的应用
4区 工程技术 Q2 Energy Pub Date : 2023-10-17 DOI: 10.1115/1.4063459
Vipul Goyal, Mengyu Xu, Jayanta Kapat, Ladislav Veselý
Abstract This study is based on time-series data taken from the combined cycle heavy-duty utility gas turbines. For analysis, first a multistage vector autoregressive model is constructed for the nominal operation of the powerplant assuming sparsity in the association among variables and this is used as a basis for anomaly detection and prediction. This prediction is compared with the time-series data of the plant-operation containing anomalies. The comparative advantage based on prediction accuracy and applicability of the algorithms is discussed for the postprocessing. Next, the long-memory behavior of residuals is modeled, and heterogeneous variances are observed from the residuals of the generalized additive model. Autoregressive fractionally integrated moving average (ARFIMA) and generalized autoregressive conditional heteroskedasticity (GARCH) models are employed to fit the residual process, which significantly improve the prediction. Rolling one-step-ahead forecast is studied. Numerical experiments of abrupt changes and trend in the blade-path temperature are performed to evaluate the specificity and sensitivity of the prediction. The prediction is sensitive given reasonable signal-to-noise ratio and has lower false positive rate. The control chart is able to detect the simulated abrupt jump quickly.
摘要本研究基于联合循环重型燃气轮机的时序数据。为了进行分析,首先,假设变量之间的关联具有稀疏性,构建了电厂标称运行的多阶段向量自回归模型,并以此作为异常检测和预测的基础。该预测结果与含异常的工厂运行时间序列数据进行了比较。讨论了基于预测精度的比较优势和算法的后处理适用性。其次,对残差的长记忆行为进行建模,并从广义加性模型的残差中观察到异质方差。采用自回归分数积分移动平均(ARFIMA)和广义自回归条件异方差(GARCH)模型对残差过程进行拟合,显著提高了预测效果。研究了滚动一步超前预报。对叶片路径温度的突变和趋势进行了数值实验,以评估预测的特异性和敏感性。在合理的信噪比下,预测灵敏度高,假阳性率低。控制图能够快速检测出模拟的突跳。
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引用次数: 0
Characterization of Spray Field for Water-Emulsified Diesel Using a Pressure Swirl Atomizer Under a Non-Reacting Environment 非反应环境下用压力旋流雾化器表征水乳化柴油喷雾场
4区 工程技术 Q2 Energy Pub Date : 2023-10-17 DOI: 10.1115/1.4063778
Baha Suleiman, Hatem Selim, Alaaeldin Dawood, Jinkwan Song, Jongguen Lee, Abdurrahman Alkhalidi, Kamal M. AlAhmadi, Ibrahim A. AlGhamdi, Eid Badr, Mohammed Al-Gahatani
Abstract Employing a mixture or an emulsion of water and diesel fuel is considered a way to reduce gas emissions such as NOx and soot in a gas turbine. This study presents detailed experimental results on the spray characteristics of a water-diesel emulsion injected by a pressure swirl atomizer with a 90-degree spray angle and a flow number of 0.58 under a non-reacting environment at high pressure and temperature conditions. Acquiring this data is a key step when configuring a combustor that will employ emulsified fuels. In addition, this study seeks to confirm that the emulsion stays intact when it gets sprayed into the combustor. Furthermore, this study attempts to understand if a water-diesel emulsion prepared by a sonicator improves fuel atomization as compared to a water-diesel mixture prepared by a static mixer, i.e., not a proper emulsion. Tests are conducted in a high pressure and temperature testing facility at two ambient pressures and three ambient temperatures and water to diesel ratio (W/D) is varied from 11% to 100% by mass. Phase Doppler Particle Anemometry (PDPA) is employed to measure the spray characteristics. Through a backlit high-speed photography, overall spray patterns over different test conditions are visualized. Mie-scattering and planar laser-induced fluorescence imaging are utilized to visualize the mixture field. In general, the results indicate that emulsion stays intact as it gets sprayed into the combustor; and emulsion is a better solution to reduce emissions than a statically mixed mixture.
摘要采用水和柴油的混合物或乳化液被认为是减少燃气轮机中氮氧化物和煤烟等气体排放的一种方法。在高压、高温条件下,采用90度喷角、流量为0.58的压力旋流雾化器,对水柴油乳化液在非反应环境下的喷雾特性进行了详细的实验研究。在配置使用乳化燃料的燃烧器时,获取这些数据是关键的一步。此外,这项研究还试图证实,当乳剂被喷进燃烧室时,它是否完好无损。此外,本研究试图了解与静态混合器制备的水-柴油混合物相比,由声纳制备的水-柴油乳液是否能改善燃料雾化,即不是适当的乳液。试验在高压和高温试验设施中进行,在两种环境压力和三种环境温度下进行,水柴油比(W/D)从11%到100%不等。采用相位多普勒粒子风速法(PDPA)测量喷雾特性。通过背光高速摄影,可以看到不同测试条件下的整体喷雾模式。利用米散射和平面激光诱导荧光成像对混合场进行可视化。总的来说,结果表明,乳液在喷入燃烧室时保持完整;乳剂是一种比静态混合液更好的减排方案。
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引用次数: 0
Large-Eddy-Simulation of Turbulent Non-Premixed Hydrogen Combustion Using the Filtered Tabulated Chemistry Approach 大涡流湍流非预混氢燃烧的过滤制表化学模拟
4区 工程技术 Q2 Energy Pub Date : 2023-10-17 DOI: 10.1115/1.4063790
Samuel Dillon, Renaud Mercier, Benoît Fiorina
Abstract With air traffic expected to grow 5% annually until the year 2030, alternative fuels such as hydrogen are being investigated in order to tackle the current environmental crisis. Due to safety concerns, future hydrogen combustion chambers will require new designs of injection systems and are expected to operate under multi-mode combustion regimes. From a Large-Eddy-Simulation (LES) perspective, a prerequisite for the shift towards new hy- drogen combustion chamber technologies is a robust turbulent combustion model capable of functioning in non-premixed condi- tions. Turbulent combustion modeling using flame front filtering is a well-developed strategy in premixed combustion (Filtered- TAbulated Chemistry for Large-Eddy-Simulation - F-TACLES). This approach has been extended to non-premixed flames how- ever, it suffers from high flame filter size sensitivity. Moreover, thin hydrogen flame fronts will result in lower resolution on the LES grid, potentially amplifying this issue. In order to address the feasibility of the non-premixed F-TACLES model applied to hydrogen fuel, simple 1-D and 2-D laminar counterflow diffusion flames are computed. The model is then tested on the 3-D Sandia hydrogen jet flame with a Reynolds number of 10000. Simulations and a-priori tests show that tabulated sub-grid-scale correction terms are stiff and can result in nonphysical results, however the model is capable of correctly reproducing non-premixed flame structures for small filter sizes.
到2030年,航空运输量预计将以每年5%的速度增长,为了解决当前的环境危机,人们正在研究氢等替代燃料。出于安全考虑,未来的氢燃烧室将需要新的喷射系统设计,并有望在多模式燃烧制度下运行。从大涡模拟(LES)的角度来看,向新型氢气燃烧室技术转变的先决条件是能够在非预混条件下运行的鲁棒湍流燃烧模型。使用火焰前滤波的湍流燃烧建模是预混燃烧的一种成熟策略(过滤-制表化学大涡流模拟- F-TACLES)。这种方法已经推广到非预混火焰,然而,它受到火焰过滤器尺寸高灵敏度的影响。此外,较薄的氢火焰锋面将导致LES网格的分辨率较低,潜在地放大了这个问题。为了验证非预混F-TACLES模型应用于氢燃料的可行性,分别对一维和二维简单层流扩散火焰进行了计算。然后在雷诺数为10000的三维桑迪亚氢射流火焰上对模型进行了测试。模拟和先验试验表明,表列的亚网格尺度校正项是僵硬的,可能导致非物理结果,但该模型能够正确地再现小过滤器尺寸的非预混火焰结构。
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引用次数: 0
Influence of Variable Swirl On Emissions in a Non-Premixed Fuel-Flexible Burner At Elevated Ambient Conditions 高环境条件下可变涡流对非预混燃料柔性燃烧器排放的影响
4区 工程技术 Q2 Energy Pub Date : 2023-10-17 DOI: 10.1115/1.4063786
Daniel Pugh, Philip Bowen, Rukshan Navaratne, Burak Goktepe, Anthony Giles, Agustin Valera Medina, Steven Morris, Robin Vivoli
Abstract As alternative fuels are designated for future energy applications, flexible combustor designs require considerable development to ensure stable operation with reduced NOx emissions. A non-premixed variable swirl burner was used to experimentally appraise changes in NO production pathways, with CH4 NH3, and H2 flames, alongside intermediate fuel blends. Maintaining an equivalent thermal power and flame temperature between fuels, preheated reactants (500 K) were supplied to the burner, with parametric changes made to pressure (1 - 6 bara) and swirl number (0.8 - 2.0). NO production was characterized, alongside variations in flame structure and topology, with a correlation demonstrated for exhaust emissions. NO production was shown to be sensitive to combustor pressure, providing an expected increase for CH4 and H2 flames. Emission profiles from both NH3 and H2 flames are shown to be significantly augmented by a change in swirl number. As NH3 fractions were increased in the H2 blend, a decaying trend in NO emissions was observed with an increase in pressure, and as a function of mixture ratio. However, this behaviour was markedly augmented by a change in swirl number and suggests that further reductions may be possible at increased pressure. At the low swirl/high pressure condition the NH3/H2 blend outperformed pure H2, providing lower NO concentrations. Emissions data were normalised using the traditional dry/O2 correction, alongside mass scaled by thermal power, with a comparison provided. The corresponding differences in emission formation pathways were investigated, alongside high-speed OH* chemiluminescence to further elucidate findings.
随着替代燃料被指定为未来的能源应用,灵活的燃烧室设计需要大量的开发,以确保稳定运行,减少氮氧化物排放。使用非预混可变涡流燃烧器,实验评估了CH4 NH3和H2火焰以及中间燃料混合物在NO生成途径中的变化。为了保持燃料之间的热功率和火焰温度相等,将预热过的反应物(500 K)提供给燃烧器,并对压力(1 - 6 bara)和涡流数(0.8 - 2.0)进行参数改变。NO的产生与火焰结构和拓扑结构的变化一起被表征,并与废气排放证明了相关性。NO的产生对燃烧室压力很敏感,这为CH4和H2火焰提供了预期的增加。随着旋流数的变化,NH3和H2火焰的发射曲线明显增强。随着H2混合物中NH3组分的增加,NO排放量随压力的增加和混合物比例的变化呈衰减趋势。然而,随着旋流数的变化,这种行为明显增强,这表明在压力增加的情况下,进一步降低是可能的。在低旋流/高压条件下,NH3/H2混合物的性能优于纯H2,提供更低的NO浓度。使用传统的干/氧校正对排放数据进行归一化,同时使用热电进行质量缩放,并提供比较。研究了相应的发射形成途径的差异,以及高速OH*化学发光,以进一步阐明研究结果。
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引用次数: 0
The Manufacturing and Experimental Validation of a Nickel Superalloy Double-Wall, Effusion Test Specimen 镍高温合金双壁渗液试样的制备及实验验证
4区 工程技术 Q2 Energy Pub Date : 2023-10-17 DOI: 10.1115/1.4063448
Alexander Murray, Peter Ireland, Nick Green, Michael Wickins, Richard Hood, Janendra Telisinghe
Abstract With the hot stage of a modern aeroengine operating with combustor firing temperatures well beyond the melting point of the nickel superalloys from which the turbine blades are manufactured, developments to the methods of cooling of these components are required to advance performance. Double-wall, effusion systems exhibit a quasi-transpiration like cooling effect with recent work demonstrating their exceptional cooling performance. Such systems are characterized by two walls, one with impingement holes and the other with film cooling holes, that are mechanically and thermally connected via pedestals. However, manufacturing such geometries from single-crystal nickel superalloys remains a significant barrier to entry into service. This paper presents a method of manufacturing double-wall effusion specimens from a nickel superalloy commonly used in modern commercial high-pressure turbine components. The method maintains the mechanical integrity associated with nickel superalloys. Details of the method are presented alongside X-ray and GOM laser scan data of a flat-plate test article that demonstrates the success of the manufacturing process. Aerothermal testing of the specimen in a bespoke recirculating wind-tunnel facility was undertaken in which the overall cooling effectiveness of the system is obtained. The results reaffirm the excellent cooling performance of double-wall, effusion systems and further validate the manufacturing methodology as a method by which to realize enhanced cooling effectiveness in service.
随着现代航空发动机的热阶段运行,燃烧室燃烧温度远远超过制造涡轮叶片的镍高温合金的熔点,需要开发冷却这些部件的方法来提高性能。双壁,积液系统表现出类似蒸腾的冷却效果,最近的工作证明了它们卓越的冷却性能。这种系统的特点是两个壁,一个有撞击孔,另一个有薄膜冷却孔,它们通过基座机械和热连接。然而,用单晶镍高温合金制造这样的几何形状仍然是进入服务的一个重大障碍。本文介绍了用现代商用高压涡轮部件中常用的镍高温合金制作双壁渗液试样的方法。该方法保持了与镍高温合金相关的机械完整性。该方法的细节与平板测试件的x射线和GOM激光扫描数据一起展示,证明了制造过程的成功。在定制的再循环风洞设施中进行了样品的空气热测试,其中获得了系统的整体冷却效率。结果再次肯定了双壁射流系统的优良冷却性能,并进一步验证了制造方法作为一种方法来实现在服务中提高冷却效率。
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引用次数: 0
Turn-Down Capability of Ansaldo Energia's AE94.3A 安萨尔多能源公司AE94.3A的降压能力
4区 工程技术 Q2 Energy Pub Date : 2023-10-17 DOI: 10.1115/1.4063777
Stefano Piola, Francesco Bavassano, Marcello Benvenuto, Roberto Canepa, Tiziano Garbarino, Elena Pestelli
Abstract At an ever-faster pace, market's requirements for operational flexibility and turn-down capabilities are fundamental for heavy-duty gas turbines. Gas turbine energy plants require the lowest Minimum Environmental Load (MEL) for times when the power request is mainly covered by renewable sources and, however, need to promptly respond to green energy shortages. Ansaldo Energia has addressed such requirements overall its gas turbine portfolio, recently including GT26, as discussed in GT2021-59457. The present paper addresses the MEL reduction for AE94.3A via a modular upgrade package intended for the 110+ units Service fleet. To accomplish that, several features were designed and tested including VIGV extra-closure, air bypass through compressor blow-off lines and extended use of anti-ice air recirculation. None of these require major hardware changes but only upgrades within a normal service outage, together with minor control system adaptations. The wide-ranging technical challenges attached to the MEL reduction features are discussed. Validation on field via special instrumentation focused on compressor, secondary air system and turbine for several engines is also presented. The achieved Minimum Environmental Load reduction is shown and its potential discussed together with some features already in place, such as the use of CO catalyzer or the regulation of control valves put on external cooling lines. The readiness and performance level of this MEL upgrade package, already in operation on several power plants, is here demonstrated. This makes the AE94.3A gas turbine more flexible towards current and future market requirements.
市场对操作灵活性和降压能力的需求日益增长,是重型燃气轮机发展的基础。当电力需求主要由可再生能源覆盖时,燃气轮机发电厂需要最低的最小环境负荷(MEL),但需要及时应对绿色能源短缺。如GT2021-59457所述,Ansaldo Energia已经在其燃气轮机产品组合中解决了这些要求,最近包括GT26。本文通过针对110多架服役机队的模块化升级包,解决了AE94.3A的MEL降低问题。为了实现这一目标,我们设计并测试了几个功能,包括VIGV额外封闭、通过压缩机排气管道的空气旁路以及防冰空气再循环的扩展使用。这些都不需要重大的硬件更改,只需要在正常的服务中断期间进行升级,以及对控制系统进行小的调整。讨论了MEL减少特征所附带的广泛的技术挑战。文中还介绍了用专用仪器对几种发动机的压气机、二次空气系统和涡轮进行的现场验证。展示了实现的最小环境负荷减少,并讨论了其潜力,以及一些已经到位的功能,例如使用CO催化剂或调节放在外部冷却管道上的控制阀。这个MEL升级包的准备就绪和性能水平,已经在几个发电厂运行,在这里展示。这使得AE94.3A燃气轮机对当前和未来的市场需求更加灵活。
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引用次数: 0
Scaling of Lean Aeronautical Gas Turbine Combustors 精益航空燃气轮机燃烧器的缩放
4区 工程技术 Q2 Energy Pub Date : 2023-10-17 DOI: 10.1115/1.4063776
Simon Gövert, Pascal Gruhlke, Thomas Behrendt, Bertram Janus
Abstract A numerical procedure is presented for the scaling of lean aeronautical gas turbine combustors to different thrust classes. The procedure considers multiple operating points and aims for a self-similar flow field with respect to a reference configuration. The developed scaling approach relies on an optimization-based workflow which involves automated geometry and grid generation, unsteady Reynolds-averaged Navier-Stokes (URANS) simulations and post-processing. Kriging is applied as a meta model to identify new sets of geometrical parameters. A scaling function based on pressure loss, axial location of heat release, pilot air split and the temperature profile at the combustor exit is proposed. A generic internally-staged lean-burn high pressure aeronautical combustor has been designed to serve as a first verification test case with reactive flow characteristics comparable to real combustion chambers. The burner geometry is parameterized by 23 free parameters which are altered within the scaling process. The developed procedure is applied to scale the combustor to a lower thrust class considering multiple operating points simultaneously: take-off, approach and idle. In total, 65 different combustor variants have been evaluated within the scaling procedure. The final combustor configuration, scaled to a lower thrust class, shows good agreement to the reference configuration in terms of the scaling targets and reasonably resembles the emission indices. Integrating the scaling procedure into the design process of future combustion systems could reduce the required design iterations and thereby contribute to significantly reduced development times and costs.
摘要提出了一种针对不同推力等级的航空燃气轮机燃烧室瘦身的数值计算方法。该程序考虑了多个操作点,并旨在获得相对于参考配置的自相似流场。开发的缩放方法依赖于基于优化的工作流,该工作流包括自动几何和网格生成、非定常reynolds -average Navier-Stokes (URANS)模拟和后处理。Kriging被用作元模型来识别新的几何参数集。提出了一种基于压力损失、热释放轴向位置、导风劈裂和燃烧室出口温度分布的标度函数。设计了一种通用的内级稀薄燃烧高压航空燃烧室,作为第一个验证测试案例,其反应流特性与真实燃烧室相当。燃烧器几何形状由23个自由参数参数化,这些参数在缩放过程中改变。应用所开发的程序将燃烧室扩展到一个较低的推力等级,同时考虑多个操作点:起飞、进近和怠速。总共有65种不同的燃烧器变体在缩放程序中进行了评估。最终的燃烧室构型,按比例缩小到较低的推力等级,在标度目标方面与参考构型表现出良好的一致性,并且与排放指标相当接近。将缩放过程集成到未来燃烧系统的设计过程中可以减少所需的设计迭代,从而大大减少开发时间和成本。
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引用次数: 0
Experimental Investigation On Microsecond Pulsed Plasma Supported Biogas Combustion 微秒脉冲等离子体支持沼气燃烧的实验研究
4区 工程技术 Q2 Energy Pub Date : 2023-10-17 DOI: 10.1115/1.4063771
Ahlem Ghabi, Toufik Boushaki, Pablo Escot Bocanegra, Eric Robert
Abstract This paper evaluates the effect of a microsecond pulsed plasma (MPP) on the stabilization and emission characteristics of non-premixed biogas/air flames with various CO2 contents. The MPP is generated by a unique DC-pulsed power generator providing high voltage (HV) pulses over a wide range of pulse repetition frequencies. The burner configuration is made up of two concentric tubes in which a swirler is placed inside the annular part, ensuring the oxidizer's rotation. The central tube delivers the fuel through an injector placed close to the burner exit. Electrical diagnostics, including voltage, were performed. OH* chemiluminescence measurements were done to describe the structure and stability of the flame. Results showed that plasma generated by microsecond HV pulses can improve flame stability. In this regard, the distribution of key active species in the burner was studied via optical emission spectroscopy (OES). The results revealed that the pulsed plasma generates chemically active species such as excited N2*, CH*, OH* molecules, and H* and O* atoms, thereby improving flame stability. The dependence of the emitted species intensities on plasma parameters was investigated in detail. It is demonstrated that MPP can drastically enhance the dynamic flame stability of swirling non-premixed biogas flames, especially at lean operating conditions. In addition, NOx and CO emissions were studied over a wide range of pulse repetition frequencies. It is seen that the pulsed plasma increases NOx emission slightly and significantly reduces CO concentration in the flue gases.
摘要本文研究了微秒脉冲等离子体(MPP)对不同CO2含量的非预混沼气/空气火焰的稳定性和发射特性的影响。MPP由一个独特的直流脉冲功率发生器产生,在宽脉冲重复频率范围内提供高压(HV)脉冲。燃烧器的结构由两个同心管组成,其中一个旋流器放置在环形部分内,以确保氧化剂的旋转。中心管通过靠近燃烧器出口的喷油器输送燃料。进行电气诊断,包括电压。OH*化学发光测量描述了火焰的结构和稳定性。结果表明,微秒高压脉冲产生的等离子体可以提高火焰的稳定性。为此,利用光学发射光谱(OES)对燃烧器内关键活性物质的分布进行了研究。结果表明,脉冲等离子体产生了化学活性物质,如受激发的N2*、CH*、OH*分子以及H*和O*原子,从而提高了火焰稳定性。详细研究了等离子体参数对发射物质强度的影响。实验结果表明,MPP能显著提高旋转非预混沼气火焰的动态火焰稳定性,特别是在稀薄工况下。此外,在广泛的脉冲重复频率范围内研究了NOx和CO的排放。可以看出,脉冲等离子体略微增加了NOx排放,显著降低了烟气中的CO浓度。
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引用次数: 0
CO Laser Absorption Measurements During Syngas Combustion at High Pressure 合成气高压燃烧过程中CO激光吸收测量
4区 工程技术 Q2 Energy Pub Date : 2023-10-17 DOI: 10.1115/1.4063414
Sean P. Cooper, Damien Nativel, Olivier E. Mathieu, Mustapha Fikri, Eric Petersen, Christof Schulz
Abstract Syngas is a desirable fuel for combustion in the Allam-Fetvedt cycle, which involves combustion under supercritical-CO2 conditions. While some work has been conducted in collecting ignition delay times (IDT) at the extreme pressures required by these systems, significant model deficiencies remain. Additionally, considerable barriers in terms of nonideal gas dynamic effects have been shown for these experiments in shock tubes. Further investigation into the fundamental combustion kinetics of H2/CO/CO2 mixtures is required. Time-resolved speciation measurements for target species have been shown to better aid in improving the understanding of underlying chemical kinetics than global ignition delay time measurements. Therefore, laser absorption measurements of CO were measured behind reflected shock waves during combustion of syngas at 5 and 10 bar and temperatures between 1080 and 2100 K. The mixtures investigated utilized H2-to-CO ratios of 1:1 and 1:4, respectively, each at stoichiometric conditions, allowing for discussions of the effect of initial fuel composition. A ratio of fuel to CO2 of 1:2 was also utilized to represent commercially available syngas. The mixtures were diluted in helium and argon (20% He, 76.5% Ar) to minimize thermal effects and to expedite CO thermal relaxation during the experiment. The resulting CO time histories were then compared to modern chemical kinetics mechanisms, and disagreement is seen for this system, which is assumed to be fairly well known. This study elucidates particular chemistry that needs improvement in moving toward a better understanding of syngas combustion at elevated pressures.
合成气是在Allam-Fetvedt循环中燃烧的理想燃料,该循环涉及超临界co2条件下的燃烧。虽然在收集这些系统所需的极端压力下的点火延迟时间(IDT)方面已经进行了一些工作,但仍然存在重大的模型缺陷。此外,在激波管中进行的这些实验表明,在非理想气体动力学效应方面存在相当大的障碍。需要进一步研究H2/CO/CO2混合物的基本燃烧动力学。对目标物种进行时间分辨的物种形成测量已被证明比全局点火延迟时间测量更有助于提高对潜在化学动力学的理解。因此,一氧化碳的激光吸收测量是在合成气燃烧时,在5和10 bar,温度在1080和2100 K之间的反射激波后测量的。所研究的混合物分别在化学计量条件下使用1:1和1:4的h2 - co比,允许讨论初始燃料成分的影响。燃料与二氧化碳的比例为1:2,也用于代表商业上可获得的合成气。在氦和氩(20% He, 76.5% Ar)中稀释混合物,以最小化热效应并加速实验过程中的CO热松弛。然后将得到的CO时间历史与现代化学动力学机制进行比较,发现该系统存在分歧,该系统被认为是相当众所周知的。这项研究阐明了需要改进的特殊化学,以便更好地理解合成气在高压下的燃烧。
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引用次数: 0
Effects of the Seal Wire On the Nonlinear Dynamics of the Aircraft Engine Turbine Blades 密封丝对航空发动机涡轮叶片非线性动力学的影响
4区 工程技术 Q2 Energy Pub Date : 2023-10-17 DOI: 10.1115/1.4063413
Mertol Tufekci, Fadi El-Haddad, Loic Salles, Richard Setchfield, Ludovic Renson
Abstract Complicated systems made of multiple components are known to be difficult to model, considering their solutions can change dramatically even with the slightest variations in conditions. Aircraft engines contain such complicated systems, and some components in aircraft engines' turbines can cause significant changes in the system's overall response. Hence, this study is focused on investigating the behavior of a turbine blade of an aircraft engine and the effects of the contact between the blade and the seal wire on the dynamics of the blade-disk system. The investigation is performed via various numerical simulations in time and frequency domains. One sector of the bladed disk is modeled using the finite element method with the lock plate and the seal wire imposing cyclic symmetry boundary conditions in the static, modal, and frequency domain forced response analyses. In time domain analyses, the cyclic symmetry is replaced with simplified displacement restricting boundary conditions. The time domain analysis contains steady-state forced responses of the system. The results show that contact with the seal wire is not a major source of nonlinearity and damping. The contacts with the lock plate contribute more to the vibration damping than the seal wire. However, compared to the contacts at the root of the blade, both components remain less significant with regard to frictional damping and nonlinearity.
众所周知,由多个组件组成的复杂系统很难建模,因为它们的解决方案即使在最微小的条件变化下也会发生巨大变化。飞机发动机包含如此复杂的系统,飞机发动机涡轮中的某些部件可能会导致系统整体响应的重大变化。因此,本研究的重点是研究航空发动机涡轮叶片的性能,以及叶片与密封丝的接触对叶盘系统动力学的影响。研究通过各种时间和频率域的数值模拟进行。在静、模态和频域强迫响应分析中,采用锁紧板和密封丝施加循环对称边界条件,对叶片盘的一个扇形进行了有限元建模。在时域分析中,用简化的位移限制边界条件代替循环对称。时域分析包含了系统的稳态强迫响应。结果表明,与密封丝的接触不是非线性和阻尼的主要来源。与锁紧板的接触比密封丝对减振的贡献更大。然而,与叶片根部的接触相比,这两个分量在摩擦阻尼和非线性方面仍然不太重要。
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引用次数: 0
期刊
Journal of Engineering for Gas Turbines and Power-transactions of The Asme
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