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Liquid Cooling of Fuel Cell Powered Aircraft: The Effect of Coolants on Thermal Management 燃料电池动力飞机的液体冷却:冷却剂对热管理的影响
Pub Date : 2024-07-22 DOI: 10.1115/1.4066047
Adam C Frey, David Bosak, Joseph Stonham, Carl Sangan, Oliver Pountney
Electric propulsors powered by Proton Exchange Membrane Fuel Cells (PEMFCs) offer a net zero solution to aircraft propulsion. Heat generated by the PEMFCs can be transferred to atmospheric air via a liquid cooling system; however, the cooling system results in parasitic power and adds mass to the propulsion system, thereby affecting system specific power. The design of the cooling system is sensitive to the choice of liquid coolant and so informed coolant selection is required if associated parasitic power and mass are to be minimized. Two approaches to selection of coolants for PEMFC-powered aircraft are presented in this paper for operating temperatures in the range 80-200°C (this covers low, intermediate, and high temperature PEMFCs). The first approach uses a Figure of Merit (FoM) alongside minimum and maximum operating temperature requirements. The FoM supports the selection of coolants that minimize pumping power and mass while maximizing heat transfer rate. The second approach uses a cooling system model to select ȜPareto efficientȝ coolants. A hybrid-electric aircraft using a PEMFC stack is used as a representative case study for the two approaches. Hydrocarbon-based coolants are shown to be favorable for the case study considered here (aromatics for PEMFCs operating at <130°C and aliphatics for PEMFCs operating at >130°C). As the PEMFC operating temperature increases, the parasitic power and mass of the TMS decreases. Operating at elevated temperatures is therefore beneficial for liquid cooled PEMFC-powered aircraft. Nevertheless, there are diminishing performance gains at higher operating temperatures.
由质子交换膜燃料电池(PEMFC)提供动力的电动推进器为飞机推进提供了一种净零解决方案。PEMFC 产生的热量可通过液体冷却系统转移到大气中;然而,冷却系统会产生寄生功率并增加推进系统的质量,从而影响系统的比功率。冷却系统的设计对液体冷却剂的选择非常敏感,因此,如果要将相关的寄生功率和质量降到最低,就必须在知情的情况下选择冷却剂。本文介绍了两种为工作温度在 80-200°C 范围内的 PEMFC 动力飞机选择冷却剂的方法(包括低温、中温和高温 PEMFC)。第一种方法是在提出最低和最高工作温度要求的同时,使用 "优点图"(FoM)。FoM 支持冷却剂的选择,以最大限度地降低泵功率和质量,同时最大限度地提高热传导率。第二种方法使用冷却系统模型来选择ȜPareto 高效ȝ冷却剂。使用 PEMFC 烟囱的混合动力电动飞机是这两种方法的代表性案例研究。研究表明,碳氢化合物冷却剂对本案例研究有利(芳烃冷却剂适用于工作温度为 130°C 的 PEMFC)。随着 PEMFC 工作温度的升高,TMS 的寄生功率和质量也随之降低。因此,在较高温度下工作有利于液冷 PEMFC 驱动的飞机。不过,在更高的工作温度下,性能的提升也会逐渐减少。
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引用次数: 0
Comprehensive Understanding of TGO Morphology Effect on the Thermal Barrier Coatings Failure Under Free Edges 全面了解 TGO 形态对热障涂层在自由边缘下失效的影响
Pub Date : 2024-07-22 DOI: 10.1115/1.4066027
Da Qiao, Wu Zeng
The growth stresses induced by the thermally grown oxide (TGO) will be amplified at the free-edge site, making the free-edge site a weak part of the thermal barrier coatings (TBCs). In this study, the TBCs failure behavior is investigated based on different TGO morphologies under free edges. The thermomechanical model is established by creating straight lines and simplified sinusoidal curves, respectively. Dynamic TGO growth is realized by the secondary development of the subroutine. The cohesive element is inserted at the TC/TGO interface to simulate the delamination. The stress evolution near different TGO morphologies under the influence of the free edge are examined. In addition, the interfacial cracking behavior near the free edge is also explored. The results show that the appearance of the free edge will deteriorate the stress condition in the nearby area, change the preferred cracking area, and induce the earlier failure behavior. The straight line morphology has the most “friendly” stress distribution. The sinusoidal curves have peaks and valleys, and different areas of the TGO shape are different under the influence of the free edge, but all of them have the effect of stress “convergence”. These results can provide significant guidance to develop the next-generation advanced TBCs.
热生长氧化物(TGO)引起的生长应力会在自由边缘部位放大,从而使自由边缘部位成为热障涂层(TBC)的薄弱环节。本研究根据自由边缘下不同的 TGO 形态研究了 TBC 的失效行为。通过创建直线和简化正弦曲线,分别建立了热力学模型。通过子程序的二次开发实现了 TGO 的动态生长。在 TC/TGO 界面插入内聚元素来模拟分层。研究了自由边缘影响下不同 TGO 形态附近的应力演变。此外,还探讨了自由边缘附近的界面开裂行为。结果表明,自由边缘的出现会恶化附近区域的应力状况,改变首选开裂区域,并诱发更早的破坏行为。直线形态的应力分布最为 "友好"。正弦曲线有峰有谷,在自由边缘的影响下,TGO 形状的不同区域也有所不同,但都具有应力 "收敛 "的效果。这些结果可为开发下一代先进的 TBC 提供重要指导。
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引用次数: 0
Integrated Power and Thermal Management System for a Hybrid-Electric Aircraft: Integrated Modelling and Passive Cooling Analysis 混合动力电动飞机的集成动力和热管理系统:集成建模和被动冷却分析
Pub Date : 2024-07-22 DOI: 10.1115/1.4066050
Zeyu Ouyang, T. Nikolaidis, S. Jafari
Aircraft electrification introduces challenges in power and thermal management. In a hybrid-electric aircraft (HEA), the additional heat loads generated by the high-power electrical components in the propulsion system can negate the benefits of the HEA. Consequently, an integrated energy management system is required for the HEA to reject the additional heat loads while minimizing energy consumption. This paper presents the integrated modelling method for an integrated power and thermal management system (IPTMS) for HEA. With this method, a platform can be developed to assess the varying efficiencies of the components in the electrical propulsion system (EPS), and the performance of the thermal management system (TMS), such as passive cooling, during a flight mission. This makes it applicable to modular designs and optimizations of the IPTMS. A small/medium range (SMR) aircraft similar to ATR72 is studied. In this study, the EPS operates only during take-off and climb. Therefore, the platform assesses the heat and power loads of the IPTMS for a typical flight mission (take-off and climb) in this study. The performance of passive cooling is also analysed across this typical flight mission and under normal, hot-day, and cold-day conditions. It was found that passive cooling is sufficient under these three conditions, and the active temperature control is requried to ensure the components' temperatures are above the minimum temperatures. These findings imply the potential to minimize TMS weight and energy consumption, providing an insight for further research on IPTMS.
飞机电气化给电源和热管理带来了挑战。在混合动力电动飞机(HEA)中,推进系统中大功率电气组件产生的额外热负荷可能会抵消 HEA 的优势。因此,混合动力飞机需要一个综合能源管理系统,以抵消额外的热负荷,同时最大限度地降低能耗。本文介绍了用于 HEA 的集成功率和热管理系统 (IPTMS) 的集成建模方法。利用这种方法,可以开发一个平台来评估电力推进系统(EPS)中各组件的不同效率,以及热管理系统(TMS)的性能,如飞行任务期间的被动冷却。因此,它适用于模块化设计和 IPTMS 的优化。研究对象是一架类似于 ATR72 的小型/中程(SMR)飞机。在这项研究中,EPS 仅在起飞和爬升期间运行。因此,在这项研究中,平台评估了典型飞行任务(起飞和爬升)中 IPTMS 的热负荷和功率负荷。此外,还分析了在正常、炎热日和寒冷日条件下执行这一典型飞行任务时的被动冷却性能。研究发现,在这三种条件下,被动冷却是足够的,而主动温度控制是确保组件温度高于最低温度的必要条件。这些发现意味着最大限度地减少 TMS 重量和能耗的潜力,为进一步研究 IPTMS 提供了启示。
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引用次数: 0
Comparative Analysis of Total Pressure Measurement Techniques in Rotating Detonation Combustors 旋转式爆燃燃烧器总压测量技术比较分析
Pub Date : 2024-07-22 DOI: 10.1115/1.4066049
Hongyi Wei, Tim Kayser, E. Bach, C. O. Paschereit, Myles D. Bohon
Current total pressure measurement techniques in RDCs are based on different assumptions and therefore show different applicability for specific RDC operating conditions, and few studies have directly compared these techniques. Therefore, this study comprehensively tested three total pressure measurement techniques: the direct Kiel probe method, the Mach-corrected CTAP method, and the equivalent available pressure (EAP) method under different RDC geometries and mass flow rates, and compared them with their corresponding uncertainties considered. The results show that for all tests in this study, the EAP method shows the largest uncertainty range up to 24%, which is mainly contributed by the load cell calibration process, while the direct Kiel probe method has the lowest uncertainty range, which is consistently below 7%. These uncertainties were incorporated into the comparison between the three techniques via Gaussian process regression, showing that the direct Kiel probe method and the Mach-corrected CTAP method can present EAP-like total pressure. In particular, the total pressure of the SWCC and L modes measured by the three techniques is very comparable. This work shows that the comparability of total pressure techniques depends on the specific RDC environment, and provides the possibility to evaluate the RDC performance with the simplest implementation.
目前的 RDC 总压测量技术基于不同的假设,因此在特定的 RDC 运行条件下显示出不同的适用性,很少有研究对这些技术进行直接比较。因此,本研究在不同的 RDC 几何结构和质量流量条件下全面测试了三种总压测量技术:直接基尔探头法、马赫校正 CTAP 法和等效可用压力 (EAP) 法,并在考虑了相应的不确定性后对它们进行了比较。结果表明,在本研究的所有测试中,EAP 方法的不确定性范围最大,可达 24%,这主要是由称重传感器校准过程造成的,而直接基尔探头方法的不确定性范围最小,始终低于 7%。通过高斯过程回归将这些不确定性纳入三种技术的比较中,结果表明直接基尔探头法和马赫校正 CTAP 法可以呈现类似 EAP 的总压。特别是,三种技术测量的 SWCC 和 L 模式的总压力非常相似。这项工作表明,总压技术的可比性取决于具体的 RDC 环境,并提供了以最简单的实现方式评估 RDC 性能的可能性。
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引用次数: 0
Prediction of Soot in an RQL Burner Using a Semi-Detailed Jeta-1 Chemistry 利用半精细 Jeta-1 化学预测 RQL 燃烧器中的烟尘
Pub Date : 2024-07-22 DOI: 10.1115/1.4066029
Etienne Lameloise, B. Cuenot, E. Riber, Aurélien Perrier, Gilles Cabot, Frédéric Grisch
The present work proposes a methodology to include accurate kinetics for soot modeling taking into account real fuel complexity in Large Eddy Simulation of aeronautical engines at a reasonable computational cost. The methodology is based on the construction of an analytically reduced kinetic mechanism describing both combustion and gaseous soot precursors growth with sufficient accuracy on selected target properties. This is achieved in several steps, starting from the selection of the detailed kinetic model for combustion and soot precursors growth, followed by the determination of a fuel surrogate model describing the complex real fuel blend. Finally the selected kinetic model is analytically reduced with the code ARCANE while controlling the error on flame properties and soot prediction for the considered fuel surrogate. To perform all evaluation and reduction tests on canonical sooting flames, a Discrete Sectional Model for soot has been implemented in Cantera. The resulting code (Cantera-soot) is now available for the fast calculation of soot production in laminar flames for any fuel. The obtained reduced kinetic scheme is finally validated in a Rich-Quench-Lean burner of the literature in terms of soot prediction capabilities by comparison of LES coupled to the Lagrangian Soot Tracking model with measurements. Results show a significant improvement of the soot level prediction when using the reduced more realistic kinetics, which also allows a more detailed analysis of the soot emission mechanisms. This demonstrates the gain in accuracy obtained with improved reduced kinetics, and validates the methodology to build such schemes.
本研究提出了一种方法,在航空发动机大涡模拟中考虑到实际燃料的复杂性,以合理的计算成本将精确的动力学纳入烟尘建模。该方法的基础是构建一个分析减少的动力学机制,描述燃烧和气态烟尘前体的生长,并对选定的目标特性有足够的准确性。这一过程分为几个步骤,首先是选择详细的燃烧和烟尘前体生长动力学模型,然后是确定描述复杂实际混合燃料的燃料替代模型。最后,使用 ARCANE 代码对选定的动力学模型进行分析还原,同时控制所考虑的燃料代用物的火焰特性和烟尘预测误差。为了对典型烟尘火焰进行所有评估和还原测试,在 Cantera 中实施了烟尘离散截面模型。由此产生的代码(Cantera-soot)现在可用于快速计算任何燃料在层流火焰中的烟尘生成。通过将 LES 与拉格朗日烟尘跟踪模型和测量结果进行比较,最终在文献中的 Rich-Quench-Lean 燃烧器中验证了所获得的简化动力学方案的烟尘预测能力。结果表明,在使用更符合实际情况的简化动力学方案时,烟尘水平预测有了明显改善,同时还能对烟尘排放机制进行更详细的分析。这表明使用改进的还原动力学可以提高精度,并验证了建立此类方案的方法。
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引用次数: 0
Nox Emissions Assessment of a Multi Jet Burner Operated with Premixed High Hydrogen Natural Gas Blends 使用预混高氢天然气混合物的多喷嘴燃烧器的氮氧化物排放评估
Pub Date : 2024-07-22 DOI: 10.1115/1.4066030
Alexander Jaeschke, Bernhard Ćosić, Dominik Wassmer, C. O. Paschereit
Decarbonization of gas turbine combustion creates a pressing demand for new technical solutions for the combustion process. While switching to hydrogen fuels may solve the problem of carbon emissions and associated pollutants it can also lead to stability issues for swirl-stabilized combustors due to its increased reactivity. However, with jet flame burner systems, the required flashback safety can be achieved with high axial flow velocities even for premixed combustion of 100% hydrogen fuel. The development of such an engineering solution, however, requires significant effort to reach the maturity of today's swirl burners. This study examines the capacity of a premixed multi-tube jet burner to manage the chemical reactivity change over a range of volumetric blends from pure natural gas to pure hydrogen fuel. NOx emissions are measured and analyzed for atmospheric tests. The changes in emissions originate not only from altered combustion chemistry but also from changes in flame shape and turbulence intensity. To get a deeper understanding of the NOx formation process, a low-order model is designed and compared to the experimental data of technically and perfectly premixed combustion tests. Parameter variations of the low-order model are conducted to assess the influences on the NOx emission production of the multi jet burner. The information on the combustion process required for the model is obtained computationally and experimentally. Therefore, flame images are recorded and analyzed.
燃气轮机燃烧的去碳化迫切要求为燃烧过程提供新的技术解决方案。虽然改用氢燃料可以解决碳排放和相关污染物的问题,但由于其反应活性增加,也会导致漩涡稳定燃烧器的稳定性问题。然而,利用喷射火焰燃烧器系统,即使在 100% 氢燃料的预混合燃烧中,也能以较高的轴向流速实现所需的回火安全性。然而,要开发出这样的工程解决方案,需要付出巨大的努力,才能达到当今漩涡燃烧器的成熟度。本研究考察了预混合多管喷射燃烧器在从纯天然气到纯氢燃料的体积混合范围内管理化学反应性变化的能力。在大气测试中对氮氧化物排放进行了测量和分析。排放量的变化不仅源于燃烧化学性质的改变,还源于火焰形状和湍流强度的变化。为了更深入地了解氮氧化物的形成过程,设计了一个低阶模型,并与技术燃烧和完全预混燃烧试验的实验数据进行了比较。对低阶模型进行参数变化,以评估对多喷射燃烧器氮氧化物排放产生的影响。模型所需的燃烧过程信息是通过计算和实验获得的。因此,对火焰图像进行了记录和分析。
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引用次数: 0
Development of 1400°C(2552°F) class Ceramic Matrix Composite Turbine Shroud and Demonstration Test with JAXA F7 Aircraft Engine 1400°C(2552°F) 级陶瓷基复合材料涡轮护罩的开发及在 JAXA F7 飞机发动机上的演示试验
Pub Date : 2024-07-22 DOI: 10.1115/1.4066028
Fumiaki Watanabe, Shohei Yamanaka, Toshihito Noguchi, Hiroto Hirano, Hayao Sato, M. Makida, Masahiro Hojo
The Authors developed 1400°C(2552°F) class CMC material system which consist of SiC fibers and SiC matrix and ytterbium silicate base matrix, aiming for higher temperature capability. Then they designed and manufactured high pressure turbine shrouds for aircraft engines using that 1400°C class material system, and they conducted strength tests and thermal cycle tests for turbine shroud components. After that they conducted engine tests for the CMC turbine shrouds demonstration in the actual engine environment jointly with the Japan Aerospace Exploration Agency (JAXA) in 2021. The engine test was conducted for over 75 hours including over 35 hour hot time. After the test teardown inspection was conducted. No spallation of EBC, no recession and no wear on CMC turbine shrouds were found. As the result of the microstructure observation for cut faces of CMC turbine shrouds, no oxidation in SiC fibers, no chemical reaction in matrix, and no microcrack in matrix were found, but, some oxidation in fiber interface coating and microcrack in EBC were found. Bending strength tests with specimens cut out from CMC turbine shrouds were conducted in order to survey the degradation of material. As the result of bending test, the strength of the specimens cut out from engine tested shrouds were equivalent to the strength of the specimens cut out from unused shrouds. The CMC turbine shrouds after engine test were determined to be serviceable, therefore the developed 1400°C class CMC shrouds was proven to be sound in an actual engine environment.
作者开发了 1400°C(2552°F)级 CMC 材料系统,该系统由碳化硅纤维、碳化硅基体和硅酸镱基体组成,旨在实现更高的耐温能力。然后,他们使用这种 1400°C 级材料系统设计并制造了飞机发动机的高压涡轮护罩,并对涡轮护罩部件进行了强度测试和热循环测试。之后,他们于 2021 年与日本宇宙航空研究开发机构(JAXA)联合进行了 CMC 涡轮护罩在实际发动机环境中的发动机试验。发动机试验进行了超过 75 小时,其中包括超过 35 小时的热时间。试验结束后进行了拆卸检查。没有发现 EBC 的剥落,也没有发现 CMC 涡轮护罩的衰退和磨损。对 CMC 涡轮护罩切割面的微观结构观察结果表明,SiC 纤维未发生氧化,基体未发生化学反应,基体未出现微裂纹,但纤维界面涂层出现了一些氧化,EBC 出现了微裂纹。为了检测材料的降解情况,对从 CMC 涡轮护罩上切割下来的试样进行了弯曲强度测试。弯曲试验结果表明,从发动机试验过的护罩上切割下来的试样强度与未使用过的护罩上切割下来的试样强度相当。发动机测试后的 CMC 涡轮护罩确定可以使用,因此开发的 1400°C 级 CMC 护罩在实际发动机环境中证明是可靠的。
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引用次数: 0
Low Swirl Effect On Compact Spray and Combustion Systems Using Additive Manufactured Dual Airblast Injectors 使用添加剂制造的双空气喷射器的紧凑型喷雾和燃烧系统的低漩涡效应
Pub Date : 2024-07-20 DOI: 10.1115/1.4066005
Yeonse Kang, Jihwan Ahn, Fabian Hampp
Novel low swirl concepts provide a promising approach to ensure stable flame anchoring over an extensive operation condition range, necessary for optimising compact designs for liquid fuel combustors as used in hybrid aero-engine or micro gas turbines in terms of scalability and flexibility. The current study utilises seven different additive manufactured low swirler integrated into a dual airblast injection concept to delineate the influence of high momentum swirling air jet on spray atomization and combustion performance. The developed injector is designed for vane angles from zero to 45° for co- and counter-direction against the orientation of the liquid sheet ejected from the pre-filming pressure swirl injector. The spray atomization in swirl afflicted air jet is demonstrated by phase Doppler interferometry and shadowgraphy. The combustion process is analysed using OH* -chemiluminescence imaging and emission measurements. The results show that a circumferential gaseous flow acting on the wall-film amplifies the radial fuel penetration and atomization. The latter produces robust spray dispersion in response to variations of operational conditions. The effect of low swirl injection on combustion process of kerosene flames leads to a noticeably more compact and intensified heat release zone. In addition, non-monotonic decomposed mode energy with considerable NOx reduction is observed.
新颖的低漩涡概念提供了一种很有前景的方法,可确保火焰在广泛的运行条件范围内稳定锚定,这对于优化混合航空发动机或微型燃气轮机中使用的液体燃料燃烧器的紧凑型设计,提高其可扩展性和灵活性是必不可少的。目前的研究采用了七种不同的添加剂制造的低漩涡器,并将其集成到双空气喷射概念中,以确定高动量漩涡空气射流对喷雾雾化和燃烧性能的影响。所开发的喷射器的叶片角度设计为零到 45°,可与预过滤压力漩涡喷射器喷射出的液片方向形成同向和反向。通过相位多普勒干涉测量法和阴影测量法展示了漩涡气流中的喷雾雾化情况。使用 OH* 化学发光成像和发射测量分析了燃烧过程。结果表明,作用在壁膜上的周向气流扩大了燃料的径向渗透和雾化。后者可根据运行条件的变化产生稳定的喷雾分散。低漩涡喷射对煤油火焰燃烧过程的影响导致热释放区明显更加紧凑和强化。此外,还观察到非单调分解模式能显著减少氮氧化物。
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引用次数: 0
Experimental Evaluation of an Electric Powertrain Designed for a 180-kw Turboelectric Aircraft Ground Test Rig 为 180 千瓦涡轮发电飞机地面试验台设计的电力传动系统的实验评估
Pub Date : 2024-07-18 DOI: 10.1115/1.4065995
Joshua P. Johnsen, Joshua Melvin, Joshua Drake, Muwanika Jdiobe, K. Rouser
This paper presents the experimental results of a representative aircraft turboelectric powertrain. The 180-kW hybrid gas-electric ground test rig was designed, fabricated, and experimentally evaluated for safe integration. Hybrid turboelectric power systems enable future medium- to long-range electrified aircraft, offering higher energy density over current battery technologies. Previous studies have focused on analytical models of turboelectric systems. However, as industry stakeholders continue to advance toward hybrid turboelectric aircraft, there is a need for practical knowledge regarding their implementation. The objectives of this study are two-fold. First, the study aims to evaluate the real-time transient performance of turboelectric aircraft. The second objective aims to characterize the real-world challenges of safely constructing and operating a hybrid turboelectric aircraft. To satisfy these objectives, a ground test vehicle was constructed from a modified Cessna-172 aircraft, a modified 180-kW PBS-TP100 turboprop, two wing-mounted electric motors, and a purpose-built turboelectric powertrain. The engine was brought to full power and the electric motor power was varied. Experimental observations are made regarding interdependent time responses of the electro-mechanical systems. Test run results include engine performance metrics, current, voltage, and acoustic data. The generator peaked at 4-kW and was augmented by 13-kW battery power to drive distributed propulsors. Practical recommendations for safe integration are identified, such as a pre-charge circuit, crowbar circuit, and short protection circuits. This study provides insight into the design and practical implementation of turboelectric power systems for future electrified aircraft.
本文介绍了具有代表性的飞机涡轮电力传动系统的实验结果。设计、制造和实验评估了 180 千瓦气电混合动力地面测试平台的安全集成。混合涡轮电力系统使未来的中远程电气化飞机成为可能,与目前的电池技术相比,它具有更高的能量密度。以往的研究侧重于涡轮电力系统的分析模型。然而,随着行业利益相关者继续推进混合涡轮电力飞机的发展,需要有关其实施的实用知识。本研究的目标有两个方面。首先,本研究旨在评估涡电飞机的实时瞬态性能。第二个目标是描述在现实世界中安全建造和运行混合涡轮电动飞机所面临的挑战。为了实现这些目标,我们用一架改装过的塞斯纳-172 飞机、一台改装过的 180 千瓦 PBS-TP100 涡轮螺旋桨飞机、两台机翼安装的电动马达和一个专用的涡轮电力传动系统建造了一个地面测试飞行器。将发动机开到最大功率,并改变电动马达的功率。实验观察了机电系统相互依存的时间响应。测试运行结果包括发动机性能指标、电流、电压和声学数据。发电机的峰值为 4 千瓦,并通过 13 千瓦的电池电量来驱动分布式推进器。确定了安全集成的实用建议,例如预充电电路、撬棍电路和短路保护电路。这项研究为未来电气化飞机涡轮电力系统的设计和实际实施提供了深入的见解。
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引用次数: 0
Local Surrogate Modeling for Spatial Emulation of Gas-Turbine Combustion via Similarity-Based Sample Processing 通过基于相似性的样本处理进行燃气轮机燃烧空间模拟的局部代用建模
Pub Date : 2024-07-18 DOI: 10.1115/1.4065994
Junjie Geng, Haiying Qi, Jialu Li, Xingjian Wang
The present work proposes an accurate and efficient surrogate modeling method for predicting combustion field in a gas-turbine combustor. The method integrates proper orthogonal decomposition-based dimensional reduction, and Gaussian process regression, in conjunction with the similarity-based sample processing technique. The design parameters of concern include fuel mass flow rate and swirler vane angle. Global surrogate models (GSMs) based on proper orthogonal decomposition and kriging produce significant errors for spatial emulation of methane concentration and turbulent kinetic energy (TKE), which is found to be largely attributed to the feature disparity of sample data at different design points. The Tanimoto coefficient is introduced to identify the similarity relation of the sample design points. The similarity-based sample processing method leverages the techniques of radial partitioning, azimuthal rotation, and sample similarity clustering to enhance the similarity among samples. The radial partitioning divides the physical fields into subzones according to the peak and trough characteristics along the radial direction. Local surrogate models (LSMs) are then adaptively constructed in the subzones, through azimuthal rotation for the methane concentration field and sample similarity clustering for the TKE field. The results show that the LSMs reduced the average prediction error of the CH4 concentration field from 19.56% to 8.16% and the TKE field from 93.75% to 9.12% compared to the GSMs. The present method can effectively support the surrogate modeling of combustors with complex variations of geometric structures and flow physics.
本研究提出了一种准确、高效的代用建模方法,用于预测燃气轮机燃烧器的燃烧场。该方法将基于正交分解的适当降维、高斯过程回归与基于相似性的样本处理技术相结合。设计参数包括燃料质量流量和漩涡叶片角度。基于适当正交分解和克里格法的全局代理模型(GSM)在甲烷浓度和湍流动能(TKE)的空间模拟方面产生了显著误差,这在很大程度上归因于不同设计点样本数据的特征差异。为了识别样本设计点的相似性关系,引入了 Tanimoto 系数。基于相似性的样本处理方法利用径向分割、方位旋转和样本相似性聚类技术来增强样本间的相似性。径向划分法根据沿径向的峰谷特征将物理场划分为子区。然后,通过甲烷浓度场的方位角旋转和 TKE 场的样本相似性聚类,在子区内自适应地构建局部替代模型(LSM)。结果表明,与 GSM 相比,LSM 将甲烷浓度场的平均预测误差从 19.56% 降低到 8.16%,将 TKE 场的平均预测误差从 93.75% 降低到 9.12%。本方法可有效支持几何结构和流动物理变化复杂的燃烧器的替代建模。
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引用次数: 0
期刊
Journal of Engineering for Gas Turbines and Power
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