11 pages, 8274 KiB  
Article
Atomization Characteristics of Kerosene in Crossflow with an Incident Shock Wave
by Yongsheng Zhao *, Junfei Wu and Xiangyang Mu
China Academy of Aerospace Aerodynamics, Beijing 100074, China
Aerospace 2023, 10(1), 30; https://doi.org/10.3390/aerospace10010030 - 30 Dec 2022
Cited by 4 | Viewed by 2726
Abstract
An unsteady numerical simulation method was used in order to explore more efficient atomization methods for liquid fuel in scramjet combustors and to study the influence of different shock wave incident positions on the atomization characteristics of kerosene in crossflow. The wedge compression [...] Read more.
An unsteady numerical simulation method was used in order to explore more efficient atomization methods for liquid fuel in scramjet combustors and to study the influence of different shock wave incident positions on the atomization characteristics of kerosene in crossflow. The wedge compression surface was used to generate the incident shock wave, and the incident position of the shock wave on the fuel jet was controlled by changing the angle of the wedge surface. The inlet Mach number was 2.01; the total temperature was 300 K, and the momentum ratio was 12. The research results show that as the incident position of the shock wave moves upstream, the penetration depth of the jet is essentially unchanged, but the inner edge trajectory of the jet is closer to the wall. Because the shock wave affects the Kelvin–Helmholtz instability of the jet, the unsteadiness of the jet root is strengthened, and the unsteadiness downstream of the jet is weakened. The atomization of the jet and the stability of the particle-size distribution are, thus, realized more quickly. The incident shock wave reduces the Sauter mean diameter of the jet section and makes the droplet distribution more uniform. The incident shock wave makes the atomization angle of the jet along the flow direction increase first and then decrease. The changes in the jet characteristics are determined by the changes in the reflux region, momentum transport, and pressure distribution caused by the incident shock wave. Full article
(This article belongs to the Special Issue Thermal Fluid Dynamics and Control in Aerospace)
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18 pages, 6478 KiB  
Article
Numerical Study on Parameters of the Airborne VLF Antenna by Quasi-Stationary Model
by Jiangfeng Cheng 1,2,*, Xueqiang Liu 1,2,* and Feng Deng 1,2
1 College of Aerospace Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China
2 Key Laboratory of Unsteady Aerodynamics and Flow Control, Ministry of Industry and Information Technology, Nanjing University of Aeronautics and Astronautics, Yudao Street 29, Nanjing 210016, China
Aerospace 2023, 10(1), 29; https://doi.org/10.3390/aerospace10010029 - 29 Dec 2022
Cited by 2 | Viewed by 2401
Abstract
When a Very-Low-Frequency (VLF) antenna is towed in a circular flightpath at a constant altitude, the spatial configuration of the antenna can become relatively stationary with the orbiting aircraft. Accordingly, a quasi-stationary model of the towed antenna is established based on the force [...] Read more.
When a Very-Low-Frequency (VLF) antenna is towed in a circular flightpath at a constant altitude, the spatial configuration of the antenna can become relatively stationary with the orbiting aircraft. Accordingly, a quasi-stationary model of the towed antenna is established based on the force balance, which can efficiently solve a large number of parameter optimization problems. This work studies the influence law of all relevant parameters, including the physical properties of the drogue and the towline, the flight conditions, the wind profile, and the phase of the flight. The results show that the towline verticality and towing force are highly sensitive to the flight conditions, wind profile, and the phase of the flight; followed by sensitivity to the towline itself, and slight sensitivity to the drogue. The flight conditions of the aircraft can change the verticality of the towline from 15% to 80% or more. In addition, as the maximum monthly average wind speed exceeds 7 m/s, the antenna system in hover will oscillate seriously, resulting in a range of up to 50% variation in towline verticality between different positions. Full article
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25 pages, 23721 KiB  
Article
Aero-Engine Rotor Assembly Process Optimization Based on Improved Harris Hawk Algorithm
by Bin Zhang, Hongyi Lu *, Shun Liu, Yucheng Yang and Doudou Sang
School of Aircraft Engineering, Nanchang Hangkong University, Nanchang 330063, China
Aerospace 2023, 10(1), 28; https://doi.org/10.3390/aerospace10010028 - 28 Dec 2022
Cited by 13 | Viewed by 2857
Abstract
Multi-stage disc rotor assembly is an important part of the aero-engine rotor manufacturing process. To solve the problem that excessive unbalance of assembly affects the vibration of the whole machine, this paper presents an optimization method for aero-engine rotor assembly balance based on [...] Read more.
Multi-stage disc rotor assembly is an important part of the aero-engine rotor manufacturing process. To solve the problem that excessive unbalance of assembly affects the vibration of the whole machine, this paper presents an optimization method for aero-engine rotor assembly balance based on an improved Harris Hawk algorithm. Firstly, the assembly sequence model of the single-stage disc blade and the phase assembly model of a multi-stage disc of the engine rotor is established. Secondly, by using the initial population generation based on dynamic opposing learning and the escape energy function of the non-linear logarithmic convergence factor, the search mechanism of the whale optimization algorithm is introduced in the global exploration, and the adaptive weight strategy and mutation strategy of the genetic algorithm is introduced in the development to improve the algorithm. Then, the effectiveness of the algorithm is verified by experiments and compared with particle swarm optimization, genetic algorithm, and Harris Hawk algorithm, the unbalance of the optimal blade assembly sequence is reduced by 91.75%, 99.82%, and 83.39%, respectively. The algorithm comparison and analysis are carried out for all disc-blade assembly optimization of the rotor. The optimal unbalance of the improved Harris Hawk optimization algorithm is reduced by 79.71%, 99.48%, and 54.92% on average. The unbalance of the algorithm in this paper is the best. Finally, the improved Harris Hawk algorithm is used to find the best assembly phase, and the optimized unbalanced force and moment are reduced by 84.22% and 98.05%, respectively. The results of this study prove that the improved Harris Hawk algorithm for aero-engine rotor assembly balance optimization can effectively reduce the unbalance of rotor disc blade assembly and rotor unbalance and provide a powerful solution for solving engine vibration. Full article
(This article belongs to the Special Issue Aero-Engine Manufacturing Technology)
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15 pages, 7294 KiB  
Article
Experimental Proof of Concept of a Noncircular Rotating Detonation Engine (RDE) for Propulsion Applications
by Jae-Hyuk Lee, Jae-Hoon Ryu, Eun-Sung Lee, Hyung-Seok Han and Jeong-Yeol Choi *
Department of Aerospace Engineering, Pusan National University, Busan 46241, Republic of Korea
Aerospace 2023, 10(1), 27; https://doi.org/10.3390/aerospace10010027 - 28 Dec 2022
Cited by 10 | Viewed by 3766
Abstract
A noncircular engine cross-section could provide great flexibility in the integration of propulsion into the airframe. In this work, a tri-arc RDE was constructed and tested as an example of noncircular cross-sectioned RDE. The operational characteristics of detonation wave propagation and thrust performance [...] Read more.
A noncircular engine cross-section could provide great flexibility in the integration of propulsion into the airframe. In this work, a tri-arc RDE was constructed and tested as an example of noncircular cross-sectioned RDE. The operational characteristics of detonation wave propagation and thrust performance were investigated and compared with an equivalent circular RDE under the same operating conditions. High-speed camera images, short-time Fourier transform (STFT), and fast Fourier transform (FFT) were used for the investigation. The tri-arc RDE showed very similar characteristics to the circular RDE but exhibited slightly better stability and propulsion performance than the circular RDE. We consider that repeated curvature changes positively affect the stability of detonation wave propagation. The experimental data show contradicting results from the numerical analysis with a homogeneous mixture assumption in which the detonation pressures at the convex corner were greater than those at the concave corner. It is reasoned that the tri-arc injector design provides a non-uniform mixture composition, resulting in a strong detonation at the convex corner. Overall, the noncircular RDE of a tri-arc shaped cross-section is demonstrated, one which performs slightly better than an ordinary circular-shaped RDE both in detonation stability and performance. Full article
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17 pages, 8633 KiB  
Article
Deployment Modes and Aerodynamic Analysis of UAV Orthogonal Biaxial Folding Wing
by Gang Wang, Guosheng Xu, Yukun Wang, Yimeng Yao, Kun Wang *, Xi Hu, Heyao Sun and Jingwang Liu
Hebei Key Laboratory of Micro Spacecraft Technology, North China Institute of Aerospace Engineering, Langfang 065000, China
Aerospace 2023, 10(1), 26; https://doi.org/10.3390/aerospace10010026 - 28 Dec 2022
Cited by 3 | Viewed by 3595
Abstract
Considering the deployment characteristics of the folding wing, this paper proposed three deployment modes, synchronous deployment, fixed-axis–non-fixed-axis stepwise deployment, and non-fixed-axis–fixed-axis stepwise deployment, to obtain the optimal deployment scheme of the orthogonal biaxial folding wing of Unmanned Aerial Vehicles (UAVs) at different airspeeds. [...] Read more.
Considering the deployment characteristics of the folding wing, this paper proposed three deployment modes, synchronous deployment, fixed-axis–non-fixed-axis stepwise deployment, and non-fixed-axis–fixed-axis stepwise deployment, to obtain the optimal deployment scheme of the orthogonal biaxial folding wing of Unmanned Aerial Vehicles (UAVs) at different airspeeds. On this basis, combined with the folding wing deployment action, the Lagrange method was used to establish the aerodynamic model of the folding wing, and the Fluent simulation software was used to simulate the aerodynamic simulation of multiple deployment modes of the orthogonal biaxial folding wing, which analyze the influence of the UAV deployment mode and airspeed towards the driving torque of the folding wing. Based on the driving moment of the folding wing, the optimal deployment mode at different airspeeds was obtained. The comparison of simulation results shows that when the airspeed is less than 40 m/s, the optimal deployment mode is synchronous deployment. When the airspeed is greater than or equal to 40 m/s, the optimal deployment mode is non-fixed-axis–fixed-axis stepwise deployment. The accuracy of the folding wing aerodynamics model can be proven according to the comparison of the simulation results with the theoretical results. Full article
(This article belongs to the Section Aeronautics)
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16 pages, 9176 KiB  
Article
Experimental Study on the Effect of Porous Media on the Aerodynamic Performance of Airfoils
by Wenjie Kong 1, Hao Dong 1,2,*, Jie Wu 1,2, Yidi Zhao 1 and Zhou Jin 1
1 College of Aerospace Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China
2 State Key Laboratory of Mechanics and Control of Mechanical Structures, Nanjing 210016, China
Aerospace 2023, 10(1), 25; https://doi.org/10.3390/aerospace10010025 - 27 Dec 2022
Cited by 9 | Viewed by 3459
Abstract
Porous media has potential applications in fluid machinery and in aerospace science and engineering due to its excellent drag-reduction properties. We carried out experimental time-resolved particle image velocimetry (TR-PIV) research, laying porous media with different pore densities on the suction side of an [...] Read more.
Porous media has potential applications in fluid machinery and in aerospace science and engineering due to its excellent drag-reduction properties. We carried out experimental time-resolved particle image velocimetry (TR-PIV) research, laying porous media with different pore densities on the suction side of an airfoil in the low-turbulence recirculation wind tunnel of Nanjing University of Aeronautics and Astronautics to study the effects and mechanisms of porous media on airfoil aerodynamic performance. We also used a smooth airfoil model in the experiment for comparison. Comparing the aerodynamic forces, pressure distributions, and the airfoil’s suction side flow field, we found that the porous media with different pore densities had different effects on the airfoil’s aerodynamic performance. Although the porous media with 20PPI (pores per inch) increased the pressure drag and reduced the airfoil lift, it considerably reduced the friction drag, thus significantly improving the airfoil’s aerodynamic force. The flow visualization results indicated that, although the porous media with 20PPI reduced the circulation of flow velocity around the suction side of airfoil, it also destroyed the vortex structure, broke the low-frequency large-scale vortex into a high-frequency granular vortex, inhibited the amplitude of vortex fluctuation, reduced the shear stress on the airfoil surface, weakened the vortex energy of different modes, and accelerated the vortex’s spatio-temporal evolution. Full article
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19 pages, 7137 KiB  
Article
Aerocapture Optimization Method with Lift–Drag Joint Modulation Suitable for Variable Structure Spacecraft
by Yongyuan Li 1, Guang Sun 1 and Hongwei Han 2,*
1 Research and Development Department, China Academy of Launch Vehicle Technology, Beijing 100076, China
2 School of Aerospace Engineering, Beijing Institute of Technology, Beijing 100081, China
Aerospace 2023, 10(1), 24; https://doi.org/10.3390/aerospace10010024 - 26 Dec 2022
Cited by 3 | Viewed by 2397
Abstract
Aerocapture, the action of delivering a vehicle from a hyperbolic orbit to a planetary orbit by using the aerodynamic force, could potentially lower fuel consumption. By controlling the direction and size of the aerodynamic force, the vehicle can accurately enter the target orbit. [...] Read more.
Aerocapture, the action of delivering a vehicle from a hyperbolic orbit to a planetary orbit by using the aerodynamic force, could potentially lower fuel consumption. By controlling the direction and size of the aerodynamic force, the vehicle can accurately enter the target orbit. This paper focuses on a preliminary study of the optimal trajectory for aerocapture on the basis of a novel flight control option, which considers lift and drag joint modulation so as to suit variable structure spacecraft. In the preliminary evaluation of such a flight control option, the aerocapture corridors under lift modulation and drag modulation and the influence of the ballistic coefficient on aerocapture were analyzed, demonstrating that joint modulation can achieve complementary advantages compared with pure lift modulation and drag modulation. Based on this flight control option, optimal aerocapture trajectories with different path constraints, target orbital constraints and control variable constraints were found. It bears noting that both the bank angle and the reference area were taken as control variables for lift modulation and drag modulation, respectively, during the atmospheric flight in the process of designing the optimal trajectories. The optimal results indicate that the flight control option with lift and drag joint modulation can greatly broaden the necessary conditions for aerocapture and extend the target orbital range. Full article
(This article belongs to the Special Issue Dynamics and Control Problems on Asteroid Explorations)
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19 pages, 424 KiB  
Article
Implementation of Fuel Cells in Aviation from a Maintenance, Repair and Overhaul Perspective
by Tim Hoff 1,*, Florian Becker 2, Alireza Dadashi 1, Kai Wicke 1 and Gerko Wende 1
1 Institute of Maintenance, Repair and Overhaul, German Aerospace Center (DLR e.V.), Hein-Saß-Weg 22, 21129 Hamburg, Germany
2 Institute of Engineering Thermodynamics, German Aerospace Center (DLR e.V.), Hein-Saß-Weg 22, 21129 Hamburg, Germany
Aerospace 2023, 10(1), 23; https://doi.org/10.3390/aerospace10010023 - 26 Dec 2022
Cited by 9 | Viewed by 6886
Abstract
Hydrogen is one of the most promising power sources for meeting the aviation sector’s long-term decarbonization goals. Although on-board hydrogen systems, namely, fuel cells, are extensively researched, the maintenance, repair and overhaul (MRO) perspective remains mostly unaddressed. This paper analyzes fuel cells from [...] Read more.
Hydrogen is one of the most promising power sources for meeting the aviation sector’s long-term decarbonization goals. Although on-board hydrogen systems, namely, fuel cells, are extensively researched, the maintenance, repair and overhaul (MRO) perspective remains mostly unaddressed. This paper analyzes fuel cells from an MRO standpoint, based on a literature review and comparison with the automotive sector. It also examines how well the business models and key resources of MRO providers are currently suited to provide future MRO services. It is shown that fuel cells require extensive MRO activities and that these are needed to meet the aviation sector’s requirements for price, safety and, especially, durability. To some extent, experience from the automotive sector can be built upon, particularly with respect to facility requirements and qualification of personnel. Yet, MRO providers’ existing resources only partially allow them to provide these services. MRO providers’ underlying business models must adapt to the implementation of fuel cells in the aviation sector. MRO providers and services should, therefore, be considered and act as enablers for the introduction of fuel cells in the aviation industry. Full article
(This article belongs to the Section Aeronautics)
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12 pages, 16023 KiB  
Article
Experimental Study on Ice Accretion of Aviation Jet Fuel Tube
by Chengxiang Zhu 1, Jingxin Wang 1, Qingyong Bian 1, Chunyang Liu 2, Ning Zhao 3 and Chunling Zhu 3,*
1 Key Laboratory of Fundamental Science for National Defense-Advanced Design Technology of Flight Vehicle, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China
2 Shanghai Aircraft Airworthiness Certification Center of Civil Aviation Administration of China, Shanghai 200335, China
3 State Key Laboratory of Mechanics and Control of Mechanical Structures, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China
Aerospace 2023, 10(1), 22; https://doi.org/10.3390/aerospace10010022 - 26 Dec 2022
Cited by 1 | Viewed by 2384
Abstract
Ice accretion on the inner surface of a fuel tube can fall off and potentially block the filters and small orifices, which thereby restricts the fuel flow to the engines during the long flying of the aircraft in cold conditions. This might cause [...] Read more.
Ice accretion on the inner surface of a fuel tube can fall off and potentially block the filters and small orifices, which thereby restricts the fuel flow to the engines during the long flying of the aircraft in cold conditions. This might cause the engines to shut down and pose a catastrophic safety threat. In this pursuit, the present study evaluates the effects of fuel temperature, entrained water concentration, and duration on the accretion of ice in flowing super-saturated RP-3 aviation jet fuel. A methodology for the quantitative mixing of water mist with fuel for accurately controlling water concentration was proposed. The different kinds of accreted ice, ‘fluffy’ and ‘pebbly’, were observed. As the distance of flow increased, a non-uniform distribution of ice on the cross-sectional area was noted. The amount of ice accretion increased with a decrease in the temperature from −2 °C and −12 °C, and with an increase in entrained water concentration. Besides, the amount of ice accretion showed an increasing trend as time went on and became stable after 2 h. Our experimental results can assist to gain a better understanding of the ice accretion process in flowing super-saturated fuels and may serve as a basis for the design of the aircraft fuel system and airworthiness certification. Full article
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16 pages, 8223 KiB  
Article
Study on Burning Surface Regression Algorithm under Erosive Burning Based on CT Images of Solid Rocket Motor Grain
by Shun Liu, Hongyi Lu *, Bin Zhang, Yucheng Yang and Doudou Sang
School of Aircraft Engineering, Nanchang Hangkong University, Nanchang 330063, China
Aerospace 2023, 10(1), 21; https://doi.org/10.3390/aerospace10010021 - 26 Dec 2022
Cited by 2 | Viewed by 3679
Abstract
The presence of the erosive burning effect during the operation of a solid rocket motor (SRM) is one of the most important factors affecting the proper operation of the motor. To solve the effects of the operating process of the motor under erosive [...] Read more.
The presence of the erosive burning effect during the operation of a solid rocket motor (SRM) is one of the most important factors affecting the proper operation of the motor. To solve the effects of the operating process of the motor under erosive burning, a synthesis algorithm based on the actual CT images is proposed to combine the Level-set (LS) method with the minimum distance function (MDF) method for the simulation of the burning surface regression of the grain under erosive burning. The Hamilton–Jacobi control equation can be solved exactly for the discrete form of LS. To improve the computational efficiency of the LS method, the minimum distance field is initialized and only the distortion grid is adjusted during the reinitialization. The third-order TVD Runge–Kutta method is used to solve the problem of numerical oscillation and improve the calculation accuracy. The experiments simulate the burning process of the NAWC No. 6 partial grain under erosive burning, which can provide the main basis for the performance design of solid propellant. The experimental results show that the method has good applicability to three-dimensional complex grains. It can realize the simulation of grains under erosive burning and its calculation accuracy is high. Full article
(This article belongs to the Special Issue Combustion Evaluation and Control of Solid Rocket Motors)
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22 pages, 10726 KiB  
Article
Numerical Simulation and PIV Experimental Investigation on Underwater Autorotating Rotor
by Liang Li 1, Ming Chen 2, Fang Wang 2,*, Zhichen Wu 3 and Anan Xu 1
1 School of Aeronautic Science and Engineering, Beihang University, Beijing 100191, China
2 Institute of Unmanned System, Beihang University, Beijing 100191, China
3 Shanghai Aircraft Design & Research Institute, COMAC, Shanghai 201210, China
Aerospace 2023, 10(1), 20; https://doi.org/10.3390/aerospace10010020 - 25 Dec 2022
Cited by 2 | Viewed by 2282
Abstract
In this work, the flow field of an autorotating rotor in a water tunnel with various pitches and shaft backward angles was investigated via particle image velocimetry (PIV). The experiments were carried out on a free-rotating two-bladed single rotor. Computational Fluid Dynamics (CFD) [...] Read more.
In this work, the flow field of an autorotating rotor in a water tunnel with various pitches and shaft backward angles was investigated via particle image velocimetry (PIV). The experiments were carried out on a free-rotating two-bladed single rotor. Computational Fluid Dynamics (CFD) based on moving overset grids were developed to study the hydrodynamic characteristics of an underwater autorotating rotor. The simulation results are in good agreement with the test results. The thrust and thrust coefficient of the underwater autorotating rotor were calculated by CFD simulation under different situations. The research demonstrates that rotational speed and thrust have a significant positive correlation with water velocity, pitch, and shaft back angle. In particular, the thrust coefficient scarcely varies with the shaft backward angle. An underwater autorotation rotor with a thin airfoil, negative torque, and a suitable number of blades can increase the thrust and thrust coefficient. The investigation is of significance in enriching the autorotation theory of rotors and helping to develop underwater autorotating rotors. Full article
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13 pages, 4860 KiB  
Article
Emerging from the COVID-19 Pandemic: Aviation Recovery, Challenges and Opportunities
by Kaitano Dube
Ecotourism Management, Faculty of Human Science, Vaal University of Technology, Vanderbijlpark 1911, South Africa
Aerospace 2023, 10(1), 19; https://doi.org/10.3390/aerospace10010019 - 25 Dec 2022
Cited by 14 | Viewed by 10780
Abstract
This exploratory study examined the impacts of COVID-19 and emerging challenges and opportunities from aviation recovery. Using archival and secondary data analysis, the study found that there are several challenges to aviation recovery chief among them are labour challenges and extreme weather events, [...] Read more.
This exploratory study examined the impacts of COVID-19 and emerging challenges and opportunities from aviation recovery. Using archival and secondary data analysis, the study found that there are several challenges to aviation recovery chief among them are labour challenges and extreme weather events, which have been responsible for traffic disruptions in major aviation markets such as Europe and the USA. Other emerging challenges include high debt, inflation, interest rates, fuel, cost of labour, and general operational costs. The study recommends several interventions to address the sector’s challenges, including adopting risk disaster preparedness and management to foster sustainability. Full article
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30 pages, 2131 KiB  
Article
Low-Energy Transfer Design of Heliocentric Formation Using Lunar Swingby on the Example of LISA
by Jia Yang, Zhong Zhang, Fanghua Jiang * and Junfeng Li
School of Aerospace Engineering, Tsinghua University, Beijing 100084, China
Aerospace 2023, 10(1), 18; https://doi.org/10.3390/aerospace10010018 - 25 Dec 2022
Cited by 6 | Viewed by 2573
Abstract
Space-based gravitational wave (GW) detection at low frequencies is of great scientific significance and has received extensive attention in recent years. This work designs and optimizes the low-energy transfer of the heliocentric formation of GW detectors, which starts from a geosynchronous transfer orbit [...] Read more.
Space-based gravitational wave (GW) detection at low frequencies is of great scientific significance and has received extensive attention in recent years. This work designs and optimizes the low-energy transfer of the heliocentric formation of GW detectors, which starts from a geosynchronous transfer orbit and targets an Earth-like orbit. Based on the example of the Laser Interferometer Space Antenna (LISA), the transfer is first designed in two-body dynamical models and then refined in simplified high-fidelity dynamical models that only consider the major orbital perturbations evaluated here. The main contributions of this work are to present an adaptive model continuation technique and to exploit the lunar swingby technique to reduce the problem-solving difficulty and velocity increment of orbital transfer, respectively. The adaptive model continuation technique fully reveals the effect of perturbations and rapidly iterates the solutions to the simplified models. The simulation results show that the lunar swingby does reduce the energy needed to escape the Earth’s sphere of influence. It is found that the gravitation of the Earth–Moon system has a significant contribution to reducing the velocity increment. The solution of low-energy transfer in the simplified models is that the duration is 360.6615 days and the total velocity increment is 0.8468 km/s. Full article
(This article belongs to the Special Issue Emerging Space Missions and Technologies)
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19 pages, 5674 KiB  
Article
Data-Driven Exhaust Gas Temperature Baseline Predictions for Aeroengine Based on Machine Learning Algorithms
by Zepeng Wang and Yongjun Zhao *
Department of Aeronautics & Astronautics, Fudan University, Shanghai 200433, China
Aerospace 2023, 10(1), 17; https://doi.org/10.3390/aerospace10010017 - 25 Dec 2022
Cited by 21 | Viewed by 3412
Abstract
The exhaust gas temperature (EGT) baseline of an aeroengine is key to accurately analyzing engine health, formulating maintenance decisions and ensuring flight safety. However, due to the complex performance characteristics of aeroengine and the constraints of many external factors, it is [...] Read more.
The exhaust gas temperature (EGT) baseline of an aeroengine is key to accurately analyzing engine health, formulating maintenance decisions and ensuring flight safety. However, due to the complex performance characteristics of aeroengine and the constraints of many external factors, it is difficult to obtain accurate non-linear features between various operating factors and EGT. In order to diagnose and forecast aeroengine performance quickly and accurately, four data-driven baseline prediction frameworks for EGT are proposed. These baseline frameworks took engine operating conditions and operating state control parameters as input variables and EGT as predicted output variables. The original data were collected from CFM56-5B engine ACARS flight data. Four typical machine learning methods, including Generalized Regression Neural Network (GRNN), Radial Basis Neural Network (RBF), Support Vector Regression (SVR) and Random Forest (RF) are trained to develop the models. Four aeroengine EGT baseline models were validated by comparing the after-flight data of another engine. The results show that the developed GRNN models have the best accuracy and computational efficiency compared with other models, and their RE and CPU calculation time on the verification set are 1.132 × 10−3 and 3.512 × 10−3 s, respectively. The developed baseline prediction frameworks can meet the needs of practical engineering applications for airlines. The methodologies developed can be employed by airlines to predict the EGT baseline for the purpose of engine performance monitoring and health management. Full article
(This article belongs to the Special Issue Machine Learning for Aeronautics)
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21 pages, 13335 KiB  
Article
Random Dynamic Load Identification with Noise for Aircraft via Attention Based 1D-CNN
by Wenbo He 1,2, Xiaoqiang Zhang 3, Zhenyu Feng 1,2,*, Qiqi Leng 3, Bufeng Xu 2 and Xinmin Li 3
1 Key Laboratory of Civil Aviation Aircraft Airworthiness Certification Technology, Civil Aviation University of China, Tianjin 300300, China
2 School of Safety Science and Engineering, Civil Aviation University of China, Tianjin 300300, China
3 School of Information Engineering, Southwest University of Science and Technology, Mianyang 621010, China
Aerospace 2023, 10(1), 16; https://doi.org/10.3390/aerospace10010016 - 25 Dec 2022
Cited by 7 | Viewed by 2209
Abstract
Dynamic load identification plays an important role in the field of fault diagnosis and structural modification design for aircraft. In conventional dynamic load identification approaches, accurate structural modeling is usually needed, which is difficult to obtain for highly nonlinear or unknown structures. In [...] Read more.
Dynamic load identification plays an important role in the field of fault diagnosis and structural modification design for aircraft. In conventional dynamic load identification approaches, accurate structural modeling is usually needed, which is difficult to obtain for highly nonlinear or unknown structures. In this paper, a one-dimensional convolution neural network with multiple modules is proposed for random dynamic load identification of aircraft. Firstly, the convolution module is designed for temporal feature extraction. Secondly, the extracted features are linearly weighted based on the contributions to the final output. The contributions are learned in a data driven manner via the designed attention module. Lastly, the dynamic load of a certain time stamp is predicted from the learned and weighted features. The proposed model is trained and tested using the real data from a GARTEUR aircraft model. Extensive experimental results with qualitative and quantitative evaluations have demonstrated the identification performance with satisfactory accuracy of the proposed approach under different strengths of load noises. Full article
(This article belongs to the Section Aeronautics)
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