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Development of an Artificial Intelligence Model to Predict Combustion Properties, with a Focus On Auto-ignition Delay 燃烧特性预测的人工智能模型的开发,重点是自动点火延迟
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-17 DOI: 10.1115/1.4063774
Roda Bounaceur, Romain Heymes, Pierre Alexandre Glaude, Baptiste Sirjean, René Fournet, Pierre Montagne, A Auvray, E Impellizzeri, Pierre Biehler, Alexandre Picard, B Prieur-Garrouste, Michel Moliere
Abstract Hydrogen-compatible gas turbines are one way to decarbonize electricity production. Burning and handling hydrogen is not trivial because of its tendency to detonate. Mandatory safety parameters can be estimated thanks to predictive detailed kinetic models, but with significant calculation times that limit coupling with fluid mechanic codes. An auto-ignition prediction tool was developed based on an artificial intelligence (AI) model for fast computations and an implementation into an explosion model. A dataset of ignition delay times was generated automatically using a recent detailed kinetic modelselected from the literature. Generated data covers a wide operating range and different compositions of fuels. Clustering problems in sample points were avoided by a quasi-random Sobol sequence, which covers uniformly the entire input parameter space. The different algorithms were trained, cross-validated and tested using a database of more than 70'000 ignitions cases of Natural Gas/Hydrogen blends calculated with the full kinetic model by using a common split of 70/30 for training, testing. The AI model shows a high degree of robustness. For both the training and testing datasets, the average value of the correlation coefficient was above 99.91%, the Mean Absolute Error (MAE) and the Mean Square Error (MSE) around 0.03 and lower than 0.04 respectively. Tests showed the robustness of the AI model outside the ranges of pressure, temperature, and equivalence ratio of the data set. A deterioration is however observed with increasing amounts of large alkanes in the natural gas.
氢兼容燃气轮机是脱碳发电的一种方式。由于氢气有爆炸的倾向,燃烧和处理氢气不是一件小事。通过预测详细的动力学模型,可以估计出强制安全参数,但由于计算时间长,限制了与流体力学代码的耦合。开发了一种基于人工智能模型的自动点火预测工具,实现了快速计算和爆炸模型的实现。使用最近从文献中选择的详细动力学模型自动生成点火延迟时间数据集。生成的数据涵盖了广泛的操作范围和不同的燃料成分。采用拟随机Sobol序列,均匀覆盖整个输入参数空间,避免了样本点的聚类问题。不同的算法进行了训练、交叉验证和测试,使用了一个数据库,该数据库包含超过70,000个天然气/氢气混合物的点火案例,该数据库使用完整的动力学模型计算,使用70/30的常见分割进行训练和测试。人工智能模型具有高度的鲁棒性。训练数据集和测试数据集的相关系数平均值均在99.91%以上,平均绝对误差(MAE)在0.03左右,均方误差(MSE)在0.04以下。测试表明,人工智能模型在数据集的压力、温度和等效比范围之外具有鲁棒性。然而,随着天然气中大型烷烃含量的增加,会出现变质现象。
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引用次数: 0
Experimental Investigation of the Effect of Superheated Liquid Fuel Injection On the Combustion Characteristics of Lean Premixed Flames 过热液体燃料喷射对稀预混火焰燃烧特性影响的实验研究
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-17 DOI: 10.1115/1.4063772
Saeed Izadi, Jan Zanger, Martina Baggio, Hannah Seliger-Ost, Peter Kutne, Manfred Aigner
Abstract The effect of superheated liquid fuel injection on the performance and emissions of a single nozzle combustor was investigated. Combustion of the lean premixed flames was achieved using a combination of jet and swirl as a stabilization method. In a non-reactive setup, the optimum transition temperature of Jet A-1 fuel from liquid to superheated vaporized state was analyzed. In a subsequent reactive setup, a series of tests were conducted with the liquid fuel at low and elevated temperatures. The experiments were conducted at ambient pressure and various air and fuel preheat temperatures, axial swirlers, thermal powers, adiabatic flame temperatures, and flame tube diameters. Concentrations of nitric oxide (NOx) and carbon monoxide (CO) in the flue gas were measured. The results showed that the adiabatic flame temperature caused the most significant change in combustion emissions and the position and shape of the reaction zone, while the superheated fuel injection had only a minor effect because the liquid fuel droplets were largely vaporized before entering the reaction zone through the integration of a swirler and a prefilmer. The use of the axial swirler and prefilmer allowed the combustor to operate in both spray and fully vaporized fuel conditions. As a result, very low emission concentrations of NOx (~5 ppm) and CO (~6 ppm) were achieved. The median flame length and height above the burner of the characterized flames showed competitive values of 32 and 50 mm, respectively. Lean blowout limits of less than 1500 K were achieved.
摘要研究了过热液体燃料喷射对单喷嘴燃烧器性能和排放的影响。利用射流和涡流相结合的稳定方法实现了稀薄预混火焰的燃烧。在非反应状态下,分析了喷气a -1燃料从液体到过热汽化状态的最佳转变温度。在随后的反应装置中,对液体燃料在低温和高温下进行了一系列测试。实验在环境压力、不同空气和燃料预热温度、轴向旋流器、热功率、绝热火焰温度和火焰管直径下进行。测定了烟气中一氧化氮(NOx)和一氧化碳(CO)的浓度。结果表明,绝热火焰温度对燃烧排放及反应区位置和形状的影响最为显著,而过热燃油喷射对反应区的影响较小,因为液体燃料液滴在进入反应区之前通过旋流器和预滤器的集成已大量汽化。轴向旋流器和预滤器的使用允许燃烧室在喷雾和完全汽化的燃料条件下运行。因此,NOx (~ 5ppm)和CO (~ 6ppm)的排放浓度非常低。特征火焰在燃烧器上方的火焰长度和高度中值分别为32和50 mm。达到了小于1500k的精益井喷极限。
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引用次数: 0
Hydrogen and Ammonia Blending with Natural Gas: Ignition Delay Times and Chemical Kinetic Model Validation At Gas Turbine Relevant Conditions 天然气与氢、氨混合:燃气轮机相关条件下的点火延迟时间和化学动力学模型验证
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-17 DOI: 10.1115/1.4063789
Michael Pierro, Justin Urso, Ramees K. Rahman, Christopher W Dennis, Marley Albright, Jonathan McGaunn, Cory Kinney, Subith Vasu
Abstract Ignition delay times from undiluted mixtures of natural gas (NG)/H2/Air and NG/NH3/Air were measured using a high-pressure shock tube at the University of Central Florida. The combustion temperatures were experimentally tested between 1000-1500 K near a constant pressure of 25 bar. As mentioned, mixtures were kept undiluted to replicate the same chemistry pathways seen in gas turbine combustion chambers. Recorded combustion pressures exceeded 200 bar due to the large energy release, hence why these were performed at the high-pressure shock tube facility. The data is compared to the predictions of the NUIGMech 1.1 mechanism for chemical kinetic model validation and refinement. An exceptional agreement was shown for stoichiometric conditions in all cases but strayed at lean and rich equivalence ratios, especially in the lower temperature regime of H2 addition and all temperature ranges of the baseline NG mixture. Hydrogen addition also decreased ignition delay times by nearly 90%, while NH3 fuel addition made no noticeable difference in ignition time. NG/NH3 exhibited similar chemistry to pure NG under the same conditions, which is shown in a sensitivity analysis. The reaction CH3 + O2 = CH3O + O is identified and suggested as a possible modification target to improve model performance. Increasing the robustness of chemical kinetic models via experimental validation will directly aid in designing next-generation combustion chambers for use in gas turbines, which in turn will greatly lower global emissions and reduce greenhouse effects.
利用中佛罗里达大学的高压激波管测量了未稀释的天然气/H2/空气和天然气/NH3/空气混合物的点火延迟时间。实验测试了燃烧温度在1000-1500 K之间,接近25 bar的恒定压力。如上所述,混合物保持未稀释,以复制在燃气轮机燃烧室中看到的相同化学途径。由于大量的能量释放,记录的燃烧压力超过200巴,因此为什么这些是在高压激波管设施中进行的。将数据与NUIGMech 1.1机制的预测结果进行对比,对化学动力学模型进行验证和改进。在所有情况下,化学计量条件下的结果都非常一致,但在贫当量比和富当量比下,特别是在H2添加的较低温度范围和基线NG混合物的所有温度范围内,结果却不一致。氢气的加入也使点火延迟时间减少了近90%,而NH3燃料的加入对点火延迟时间没有显著影响。在相同条件下,NG/NH3表现出与纯NG相似的化学性质,这在灵敏度分析中得到了证明。确定了反应CH3 + O2 = ch30 + O,并提出了可能的修改目标,以提高模型的性能。通过实验验证提高化学动力学模型的稳健性将直接有助于设计用于燃气轮机的下一代燃烧室,从而大大降低全球排放并减少温室效应。
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引用次数: 0
Axial Compressor Map Generation Leveraging Autonomous Self-Training Artificial Intelligence. Phase 2 轴向压缩机地图生成利用自主自我训练人工智能。第二阶段
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-16 DOI: 10.1115/1.4063779
Maksym Burlaka, Sascha Podlech, Leonid Moroz
Abstract This paper discusses a study performed by SoftInWay as part of a Phase II SBIR project funded by NASA. In contrast with the Phase I project (published in paper GTP-22-1328) where three discrete compressors were considered, the Phase II study was focused on addressing the problem of axial compressor long development time and cost with the use of AI models capable of predicting the geometry and performance of various multi-stage axial compressors with multiple variable vanes. The applicability of the AI models to various compressors enables the opportunity to avoid iterations between engine cycle analysis and compressor design. In this paper, automated compressor design and performance generation workflows are described. The approach for autonomous selection of the architectures and hyperparameters of Machine Learning (ML) models is explained. The uncertainty quantification techniques are considered. The developed ML-powered methods for compressor geometry prediction are discussed. The ML models' accuracy values and representations of typical geometry and performance predictions are given. The utilization of the ML models in engine cycle analysis is discussed.
本文讨论了由SoftInWay进行的一项研究,该研究是由NASA资助的SBIR二期项目的一部分。与第一阶段项目(发表在论文GTP-22-1328上)相比,第二阶段研究的重点是解决轴向压缩机开发时间长、成本高的问题,使用人工智能模型,能够预测具有多个可变叶片的各种多级轴向压缩机的几何形状和性能。人工智能模型适用于各种压缩机,从而避免了发动机循环分析和压缩机设计之间的迭代。本文描述了压缩机自动化设计和性能生成的工作流程。解释了机器学习(ML)模型的结构和超参数的自主选择方法。考虑了不确定度量化技术。讨论了基于机器学习的压缩机几何形状预测方法。给出了机器学习模型的精度值和典型几何形状和性能预测的表示。讨论了机器学习模型在发动机循环分析中的应用。
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引用次数: 0
The Role of Diffusive Mixing in Current and Future Aviation Fuels at Relevant Operating Conditions 在相关操作条件下,扩散混合在当前和未来航空燃料中的作用
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-16 DOI: 10.1115/1.4063773
Francesco Di Sabatino, Kevin Wan, Julien Manin, Tyler Capil, Yolanda Hicks, Alex Gander, Cyril Crua
Abstract With aviation's dependence on the high volumetric energy density offered by liquid fuels, Sustainable Aviation Fuels (SAFs) could offer the fastest path towards the decarbonization of aircrafts. However, the chemical properties of SAFs present new challenges, and research is needed to better understand their injection, combustion and emission processes. One of these processes in particular is about droplet evaporation at relevant pressures and temperatures, and this represents the focus of the present manuscript. To address this gap we characterized the evaporation and mixing of spray droplets at conditions relevant to modern and next generation aero-engine combustors. We tested three fuels from the National Jet Fuel Combustion Program, namely an average Jet A fuel (A-2), an alcohol-to-jet fuel (C-1), and a blend made of 40 % C-1 and 60 % iso-paraffins (C-4). We also tested a single component normal alkane: n-dodecane, as well as an advanced bio-derived cyclo-alkane fuel: bicyclohexyl. The time evolution of fuel droplets was monitored using high-speed long-distance microscopy. The collected images were processed using a purposely-developed and trained machine learning (ML) algorithm to detect and characterize the droplets' evaporation regime. The results revealed different evaporation regimes, such as classical and diffusive. In agreement with previous studies, evaporation regimes appear to be controlled by ambient pressure, temperature, and fuel type. The measurements demonstrate that diffusive evaporation is relevant at high-pressure conditions, such as take-off combustor pressures for modern commercial aircraft engines.
随着航空对液体燃料所提供的高体积能量密度的依赖,可持续航空燃料(SAFs)可以为飞机脱碳提供最快的途径。然而,saf的化学性质提出了新的挑战,需要更好地研究其喷射、燃烧和排放过程。其中一个特别的过程是关于液滴蒸发在相关的压力和温度,这代表了目前的手稿的重点。为了解决这一差距,我们在与现代和下一代航空发动机燃烧室相关的条件下表征了喷雾液滴的蒸发和混合。我们测试了三种来自国家航空燃料燃烧计划的燃料,即一种普通的航空燃料(A-2),一种酒精制航空燃料(C-1),以及一种由40%的C-1和60%的异石蜡(C-4)组成的混合物。我们还测试了一种单组分正常烷烃:正十二烷,以及一种先进的生物衍生环烷烃燃料:双环己基。利用高速远距显微镜对燃料液滴的时间演化进行了监测。收集的图像使用专门开发和训练的机器学习(ML)算法进行处理,以检测和表征液滴的蒸发状态。结果显示了不同的蒸发方式,如经典蒸发和扩散蒸发。与先前的研究一致,蒸发机制似乎受环境压力、温度和燃料类型的控制。测量结果表明,扩散蒸发与高压条件有关,例如现代商用飞机发动机的起飞燃烧室压力。
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引用次数: 0
Fluid Dynamic Behaviour of Conventional and Pressure Relieving Brush Seals 传统和减压刷式密封的流体动力学特性
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-16 DOI: 10.1115/1.4063775
Joshua Bowen, Josh Bird, Harry Cross, Matthew Jenkins, Aaron Bowsher, Peter Crudgington, Carl M. Sangan, James Scobie
Abstract Brush seals consist of a static ring of densely packed, flexible, fine wire bristles that provide resistance to the flow. Pressure relieving brush seals can be employed to overcome issues such as hysteresis that affect seal durability by reducing friction between the bristle pack and back plate surface. The impact of such designs on the fluid dynamic behaviour of brush seals was studied following a concomitant methodology that exploited the benefits of both engine representative and large-scale testing facilities. Leakage data were fitted using a porous medium model found in the literature to quantify viscous and inertial resistance coefficients. Shaft rotation was shown to cause a reduction in seal leakage and an increase in static pressure on the back plate surface. The pressure relieving back plates also resulted in increased static pressures at this location, causing a reduction in flow resistance that increased leakage through the porous bristle pack. Interrogation of the large-scale inter-bristle pressure field for the two back plate designs revealed the distributions of axial pressure diverged towards the rear of the bristle pack. The detail gathered using the large-scale study has been shown to be representative, hence the insight is generically applicable to brush seals.
刷密封由一个静态环密集的,灵活的,细线刷毛,提供阻力流动。减压刷式密封可以通过减少刷毛包与背板表面之间的摩擦来克服影响密封耐久性的滞后等问题。这种设计对刷式密封件流体动力学特性的影响是根据一种附带的方法进行的,该方法利用了发动机代表性和大型测试设施的优势。泄漏数据使用文献中发现的多孔介质模型进行拟合,以量化粘性和惯性阻力系数。轴的旋转减少了密封泄漏,增加了背板表面的静压。减压后板还导致该位置的静压增加,导致流动阻力降低,从而增加了通过多孔刷毛包的泄漏。对两种后板设计的大尺度猪鬃间压力场进行了分析,揭示了轴向压力向猪鬃包后部发散的分布。使用大规模研究收集的细节已被证明具有代表性,因此该见解一般适用于刷状密封。
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引用次数: 0
On the Demonstration of a Humid Combustion System Performing Flexible Fuel-Switch From Pure Hydrogen to Natural Gas with Ultra-Low Nox Emissions 湿燃烧系统实现从纯氢到天然气的灵活燃料切换,超低Nox排放的演示
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-16 DOI: 10.1115/1.4063767
Simeon Dybe, Muhammad Yasir, Felix Güthe, Reddy Alemela, Michael Bartlett, Bruno Schuermans, Christian Oliver Paschereit
Abstract To fight global warming the European Union formulated the objective of completely decarbonising the energy sector, stimulating the advent of unconventional fuels and the adaption of the corresponding energy infrastructure. The decarbonisation strategy identified hydrogen to play a key role as an energy storage medium, making systems capable of pure hydrogen operation essential. This requirement can be fulfilled with humid power cycles which offer additional advantages such as highly efficient and fuel-flexible operation with low emissions. As an integral part of such a cycle, a humid combustion systemwas presented previously showing promising results with respect to complete combustion with low emissions for a variety of fuels. The current work introduces an upgraded version of that combustion system. The new Double Swirler system is capable of stable and safe combustion of low calorific value bio-syngas surrogate, hydrogen, and natural gas, from dry to steam-rich conditions within the required pressure drops. The inclusion of dry operation of the system can benefit the start-up procedure of the humid cycle. The combustor's fuel switching performance is demonstrated by a fast fuel switch at full load from pure hydrogen to pure natural gas and vice versa, while maintaining a stable performance with low NOx-emissions at otherwise constant operation parameters.
为了对抗全球变暖,欧盟制定了能源部门完全脱碳的目标,刺激非常规燃料的出现和相应的能源基础设施的适应。脱碳战略确定氢作为储能介质发挥关键作用,使能够纯氢运行的系统必不可少。这一要求可以通过湿动力循环来满足,湿动力循环还具有其他优点,如高效、低排放、燃料灵活的操作。作为这种循环的一个组成部分,潮湿燃烧系统在各种燃料的低排放完全燃烧方面显示出有希望的结果。目前的工作介绍了该燃烧系统的升级版本。新的双旋流器系统能够在所需的压降范围内,稳定、安全地燃烧低热值生物合成气替代品、氢气和天然气,从干燥到富含蒸汽。系统加入干操作有利于湿循环的启动程序。燃烧室的燃料切换性能通过满载时从纯氢到纯天然气的快速燃料切换来证明,反之亦然,同时在其他恒定的运行参数下保持稳定的性能,低nox排放。
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引用次数: 0
Friction Saturated Limit Cycle Oscillations - Test Rig Design and Validation of Numerical Prediction Methods 摩擦饱和极限循环振荡-试验台设计和数值预测方法的验证
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-16 DOI: 10.1115/1.4063769
Stefan Schwarz, Johannes Reil, Johann Gross, Andreas Hartung, David Rittinger, Malte Krack
Abstract In this paper, an experimental test rig for friction saturated limit cycle oscillations is proposed to provide a validation basis for corresponding numerical methods. Having in mind the application of turbine blades, an instrumented beam-like structure equipped with an adjustable velocity feedback loop and dry frictional contacts is designed and investigated. After dimensioning the test rig by means of a simplified one dimensional beam model and time domain simulations, the specific requirements of limit cycle oscillations for the design of the frictional contact, the velocity feedback loop and the excitation system are discussed and possible solutions are presented. Also appropriate measuring principles and evaluation techniques are assessed. After commissioning of the test rig, the influence of the negative damping and the normal contact force on the limit cycle oscillations is measured and the practical stability is investigated. The test rig shows linear dynamics for sticking contact and highly repeatable limit cycles. The measured results are discussed regarding the consistency with theory and compared to the predictions of a three dimensional reduced order model solved in frequency domain by the harmonic balance solver OrAgL. It is demonstrated that the numerical modeling strategy is able to accurately reproduce the measured limit cycle oscillations, which stabilized for different contact normal forces and self-excitation levels.
摘要本文建立了摩擦饱和极限环振荡实验试验台,为相应的数值方法提供验证依据。考虑到涡轮叶片的应用,设计并研究了一种带有可调速度反馈回路和干摩擦触点的仪表式梁状结构。通过简化的一维梁模型和时域仿真对试验台进行了尺寸确定,讨论了极限环振荡对摩擦接触、速度反馈回路和励磁系统设计的具体要求,并提出了可能的解决方案。此外,还评估了适当的测量原则和评估技术。试验台架投入使用后,测量了负阻尼和法向接触力对极限环振荡的影响,并对其实际稳定性进行了研究。该试验台具有粘接和高度可重复极限循环的线性动力学特性。讨论了测量结果与理论的一致性,并与谐波平衡求解器OrAgL在频域求解的三维降阶模型的预测结果进行了比较。结果表明,该数值模拟策略能够准确再现所测极限环振荡,并在不同接触法向力和自激水平下保持稳定。
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引用次数: 0
Modeling Flame Transfer Functions of an Industrial Premixed Burner 工业预混燃烧器火焰传递函数建模
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-16 DOI: 10.1115/1.4063780
Tony John, Nicholas Magina, Fei Han, Jan Kaufmann, Manuel Vogel, Thomas Sattelmayer
Abstract This paper presents an analysis of the unsteady heat release rate response of industrially relevant axisymmetric premixed flames to harmonic velocity perturbations. The heat release rate response, quantified using the Flame Transfer Function (FTF) definition, is measured from an acoustically forced swirl burner under perfectly premixed conditions. To understand the features of the measured FTF, a physics based analytical model is developed in this study. To describe the heat release rate dynamics, a model for the flame spatiotemporal response is derived in the linear limit using the G-equation formulation. Inputs to the flame response model are selected to be consistent with values observed in the corresponding industrial burner, based on experimental and numerical studies. The relative contributions of acoustic and convecting vortical disturbances on specific features of the FTF are explored in this study. The results highlight the importance of capturing the appropriate disturbance velocity field as an input to the flame response model for accurate FTF predictions.
摘要本文分析了工业相关轴对称预混火焰对谐波速度扰动的非定常放热速率响应。热释放率响应,量化使用火焰传递函数(FTF)的定义,从一个声学强迫涡流燃烧器在完美预混条件下测量。为了理解测量的FTF的特征,本研究建立了一个基于物理的分析模型。为了描述热释放速率的动力学特性,利用g方程推导了火焰在线性极限下的时空响应模型。根据实验和数值研究,选择与相应工业燃烧器中观察到的值一致的火焰响应模型输入。本研究探讨了声波和对流涡旋扰动对FTF特定特征的相对贡献。结果强调了捕获适当的扰动速度场作为火焰响应模型的输入对于准确预测火焰火焰的重要性。
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引用次数: 0
Non-Destructive Inspection of Hot Corrosion Damage On Internal Surfaces of Turbine Blades 涡轮叶片内表面热腐蚀损伤的无损检测
4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-10-16 DOI: 10.1115/1.4063770
Justin Kuipers, Kevin Wiens
Abstract Two non-destructive techniques for the identification of hot corrosion damage on internal surfaces were investigated: magnetic permeability measurements and x-ray computed tomography (CT). A group of sixty-one Solar Titan 130 stage 1 blades which were known to have hot corrosion damage on the internal surfaces at a specific location were used for the investigation. X-ray CT was able to accurately identify the presence of hot corrosion as well as the extent to which it had progressed through the wall at the location of interest. The magnetic permeability technique was found to accurately identify whether hot corrosion damage had occurred at the location of interest, but could not as accurately determine the extent to which the damage had progressed through the wall. The results of the non-destructive testing were validated by destructive examination of some blades. The non-destructive testing methods evaluated through the study were able to determine the presence and extent of localized hot corrosion damage on internal surfaces, allowing for higher repair yields.
摘要:研究了两种用于内部表面热腐蚀损伤识别的非破坏性技术:磁导率测量和x射线计算机断层扫描(CT)。一组61个Solar Titan 130一级叶片被用于调查,这些叶片已知在特定位置的内表面有热腐蚀损伤。x射线CT能够准确地识别热腐蚀的存在,以及它在感兴趣的位置通过墙壁的程度。磁导率技术被发现可以准确地识别是否在感兴趣的位置发生了热腐蚀损伤,但不能准确地确定损伤通过壁的程度。通过对部分叶片的无损检测,验证了无损检测的结果。通过研究评估的非破坏性测试方法能够确定内部表面局部热腐蚀损伤的存在和程度,从而实现更高的修复收率。
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引用次数: 0
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Journal of Engineering for Gas Turbines and Power-transactions of The Asme
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