面向eVTOL/eSTOL的分布式动力能源系统高精度建模与仿真
收稿日期: 2024-11-11
修回日期: 2024-12-18
录用日期: 2025-02-03
网络出版日期: 2025-02-10
基金资助
特色学科基础研究项目(G2022WD);航空科学基金(2024Z006053001)
High-precision modeling and simulation of distributed propulsion energy systems for eVTOL/eSTOL
Received date: 2024-11-11
Revised date: 2024-12-18
Accepted date: 2025-02-03
Online published: 2025-02-10
Supported by
Basic Research Project for Featured Disciplines of China(G2022WD);Aeronautical Science Foundation of China(2024Z006053001)
围绕电动垂直起降飞行器(eVTOL)/电动短距起降飞行器(eSTOL)等分布式电推进飞行器功率负载变化剧烈、复杂输电系统损耗大等带来的动力能源系统难以准确评估的问题,提出一种适用于无人机全飞行过程的高精度动力能源系统建模评估方法。建立了基于二阶RC(由电阻R、电容C并联构成的电路单元)电路模型的能源系统模型,结合电池放电实验数据通过粒子群算法辨识获取模型关键参数,构建了包括螺旋桨、电机、电调、输电线缆的推进系统模型;基于隐函数方程组搭建了适用于全过程高精度模型的无人机动力能源系统工作状态计算框架,与实验数据进行对比验证;针对某项目的分布式电推进无人机开展动力能源系统仿真评估,完成了输电线缆布局优化设计。结果显示,能源系统的电压预测误差、系统状态计算框架误差均小于2%,模型可准确反映全飞行过程各部件工作状态变化,优化后的输电线缆布局电压损失减少了17.2%,平均功率损失减少了16.36%,验证了本方法的准确性、有效性。
孙三亚 , 邵壮 , 周洲 , 王科雷 , 宗嘉 . 面向eVTOL/eSTOL的分布式动力能源系统高精度建模与仿真[J]. 航空学报, 2025 , 46(15) : 131513 -131513 . DOI: 10.7527/S1000-6893.2025.31513
Addressing the challenges posed by drastic power load variations and high losses in complex transmission systems for distributed electric propulsion aircraft such as electric Vertical Take-Off and Landing/ electric Short Take-Off and Landing(eVTOL/eSTOL), this paper proposes a high-precision power and energy system modeling and evaluation method applicable to the entire flight process of unmanned aerial vehicles (UAVs). We first establish an energy system model based on a second-order RC battery model, identifying key parameters through a particle swarm algorithm using battery discharge experimental data, and construct a propulsion system model including propellers, motors, Electronic Speed Controllers (ESCs), and transmission cables. Subsequently, a working state calculation framework for the UAV power and energy system based on an implicit function equation system is introduced and validated against experimental data. Finally, a simulation assessment of the power and energy system is conducted for a specific project involving a distributed electric propulsion UAV, alongside the optimization design of the transmission cable layout. The results indicate that both the voltage prediction error of the energy system and the errors in the system state calculation framework are smaller than 2%. The model accurately reflects the operational state changes of each component throughout the entire flight process, and the optimized transmission cable layout reduces voltage loss by 17.2% and average power loss by 16.36%, thereby verifying the accuracy and validity of the proposed method.
| [1] | ZAID A ABU, BELMEKKI B E Y, ALOUINI M S. eVTOL communications and networking in UAM: requirements, key enablers, and challenges[J]. IEEE Communications Magazine, 2023, 61(8): 154-160. |
| [2] | ZHAO W, WANG Y Q, LI L Q, et al. Design and flight simulation verification of the dragonfly eVTOL aircraft[J]. Drones, 2024, 8(7): 311. |
| [3] | 邓景辉. 电动垂直起降飞行器的技术现状与发展[J]. 航空学报, 2024, 45(5): 55-77. |
| DENG J H. Technical status and development of electric vertical take-off and landing aircraft[J]. Acta Aeronautica et Astronautica Sinica, 2024, 45(5): 55-77 (in Chinese). | |
| [4] | SHAHJAHAN S, GONG A, MOORE A, et al. Optimisation of proprotors for tilt-wing eVTOL aircraft?[J]. Aerospace Science and Technology, 2024, 144: 108835. |
| [5] | DIXIT M, BISHT A, WITHERSPOON B, et al. Battery electrolyte design for electric vertical takeoff and landing (eVTOL) platforms[J]. Advanced Energy Materials, 2024, 14(29): 2400772. |
| [6] | 王科雷, 周洲, 郭佳豪, 等. 分布式动力翼前飞状态动力/气动耦合特性[J]. 航空学报, 2024, 45(2):137-155. |
| WANG K L, ZHOU Z, GUOJIA H, et al. Propulsive/aerodynamic coupled characteristics of distributed-propulsion-wing during forward flight[J]. Acta Aeronautica et Astronautica Sinica, 2024, 45(2): 137-155 (in Chinese). | |
| [7] | PARK J, LEE D, LIM D, et al. A refined sizing method of fuel cell-battery hybrid system for eVTOL aircraft[J]. Applied Energy, 2022, 328: 120160. |
| [8] | 于昊亮, 雷涛, 张星雨, 等. 一种分布式电推进飞机的多学科参数快速估计方法[J]. 航空科学技术, 2024, 35(1): 65-74. |
| YU H L, LEI T, ZHANG X Y, et al. A fast multidisciplinary parameter estimation method for distributed electric propulsion aircraft[J]. Aeronautical Science & Technology, 2024, 35(1): 65-74 (in Chinese). | |
| [9] | WANG M, DIEPOLDER J, ZHANG S, et al. Trajectory optimization-based maneuverability assessment of eVTOL aircraft[J]. Aerospace Science and Technology, 2021, 117: 106903. |
| [10] | TEKIN M, KARAMANGIL M ?. Comparative analysis of equivalent circuit battery models for electric vehicle battery management systems[J]. Journal of Energy Storage, 2024, 86: 111327. |
| [11] | 彭纪昌, 刘凯龙, 孟锦豪, 等. 基于变参数结构的锂离子电池建模方法[J]. 机械工程学报, 2024, 60(14): 298-305. |
| PENG J C, LIU K L, MENG J H, et al. Dynamically parameterized structure for lithium-ion battery method[J]. Journal of Mechanical Engineering, 2024, 60(14): 298-305 (in Chinese). | |
| [12] | 龙潘, 耿光超, 江全元, 等. 储能系统锂电池电热耦合建模及参数辨识方法研究[J]. 太阳能学报, 2024, 45(4): 318-327. |
| LONG P, GENG G C, JIANG Q Y, et al. Study on electrothermal coupling modeling and parameter identification of lithium battery energy storage system[J]. Acta Energiae Solaris Sinica, 2024, 45(4): 318-327 (in Chinese). | |
| [13] | GARCíA-RODRíGUEZ V H, SILVA-ORTIGOZA R, HERNáNDEZ-MáRQUEZ E, et al. DC/DC boost converter-inverter as driver for a DC motor: Modeling and experimental verification?[J]. Energies, 2018, 11(8): 2044. |
| [14] | 吴雨林, 李众. 无刷直流电机的分数阶建模方法[J]. 计算机与数字工程, 2022, 50(2): 453-457. |
| WU Y L, LI Z. Method of fractional order modeling for BLDCM[J]. Computer & Digital Engineering, 2022, 50(2): 453-457 (in Chinese). | |
| [15] | SHI D J, DAI X H, ZHANG X W, et al. A practical performance evaluation method for electric multicopters[J]. IEEE/ASME Transactions on Mechatronics, 2017, 22(3): 1337-1348. |
| [16] | 雷涛, 孔德林, 王润龙, 等. 分布式电推进飞机动力系统评估优化方法[J]. 航空学报, 2021, 42(6): 44-63. |
| LEI T, KONG D L, WANG R L, et al. Evaluation and optimization method for power systems of distributed electric propulsion aircraft[J]. Acta Aeronautica et Astronautica Sinica, 2021, 42(6): 44-63 (in Chinese). | |
| [17] | WANG M K, ZHANG S G, JOHANNES D, et al. Battery package design optimization for small electric aircraft[J]. Chinese Journal of Aeronautics, 2020, 33(11): 2864-2876. |
| [18] | 张茂权, 陈海昕. 小型电动无人机航程航时估算模型[J]. 航空学报, 2021, 42(3): 104-112. |
| ZHANG M Q, CHEN H X. Estimated model of range and endurance of small electric UAVs[J]. Acta Aeronautica et Astronautica Sinica, 2021, 42(3): 104-112 (in Chinese). | |
| [19] | 邓涛, 谭溪, 熊志豪, 等. 垂直起降固定翼无人机混合电推进系统设计与仿真研究[J]. 重庆交通大学学报(自然科学版), 2023, 42(10): 156-162. |
| DENG T, TAN X, XIONG Z H, et al. Design and simulation of hybrid electric propulsion system for convertiplane?[J]. Journal of Chongqing Jiaotong University (Natural Science), 2023, 42(10): 156-162 (in Chinese). | |
| [20] | GRANADO L, BEN-MARZOUK M, SOLANO SAENZ E, et al. Machine learning predictions of lithium-ion battery state-of-health for eVTOL applications?[J]. Journal of Power Sources, 2022, 548: 232051. |
| [21] | 岳永胜, 孙冬, 许爽, 等. 锂离子电池等效电路模型的研究进展[J]. 电池, 2023, 53(6): 682-686. |
| YUE Y S, SUN D, XU S, et al. Research progress in equivalent circuit model for Li-ion battery[J]. Battery Bimonthly, 2023, 53(6): 682-686 (in Chinese). | |
| [22] | TOMASOV M, KAJANOVA M, BRACINIK P, et al. Overview of battery models for sustainable power and transport applications[J]. Transportation Research Procedia, 2019, 40: 548-555. |
| [23] | LI M T, CAO Y, WANG C S, et al. Evaluation and analysis of circuit model for lithium batteries[C]∥2022 41st Chinese Control Conference (CCC). Piscataway: IEEE Press, 2022: 1343-1348. |
| [24] | FULLER M E. A battery model for constant-power discharge including rate effects[J]. Energy Conversion and Management, 2014, 88: 199-205. |
| [25] | MOUSSA S, GHORBAL M J BEN. Shepherd battery model parametrization for battery emulation in EV charging application[C]∥2022 IEEE International Conference on Electrical Sciences and Technologies in Maghreb (CISTEM). Piscataway: IEEE Press, 2022: 1-6. |
| [26] | FOTOUHI A, AUGER D J, PROPP K, et al. Lithium-sulfur battery state-of-charge observability analysis and estimation[J]. IEEE Transactions on Power Electronics, 2018, 33(7): 5847-5859. |
| [27] | NIKOLIAN A, DE HOOG J, FLEURBAEY K, et al. Classification of electric modeling and characterization methods of lithium-ion batteries for vehicle applications[C]∥Proceedings of the European Electric Vehicle Congress 2014 . Brussels: European Electric Vehicle Congress, 2014: 13-16. |
| [28] | 代云腾, 彭乔, 刘天琪, 等. 适应高电流倍率工况的锂离子电池等效电路模型[J]. 储能科学与技术, 2023, 12(11): 3528-3537. |
| DAI Y T, PENG Q, LIU T Q, et al. Application of equivalent circuit model of lithium-ion batteries to high current rate condition?[J]. Energy Storage Science and Technology, 2023, 12(11): 3528-3537 (in Chinese). | |
| [29] | 毛琦, 祝乔, 徐志杰, 等. 基于粒子群优化算法的锂电池模型参数辨识[J]. 电工技术, 2021(12): 156-157. |
| MAO Q, ZHU Q, XU Z J, et al. Parameter identification of batter model based on the particle swarm optimization[J]. Electric Engineering, 2021(12): 156-157 (in Chinese). | |
| [30] | 刘沛清. 空气螺旋桨理论及其应用[M]. 北京: 北京航空航天大学出版社, 2006: 75-82. |
| LIU P Q. Air propeller theory and its application[M]. Beijing: Beijing University of Aeronautics & Astronautics Press, 2006: 75-82 (in Chinese). | |
| [31] | BANGURA M, LIM H, KIM H J, et al. Aerodynamic power control for multirotor aerial vehicles?[C]∥2014 IEEE International Conference on Robotics and Automation (ICRA). Piscataway: IEEE Press, 2014: 529-536. |
| [32] | LINDAHL P, MOOG E, SHAW S R. Simulation, design, and validation of an UAV SOFC propulsion system[J]. IEEE Transactions on Aerospace and Electronic Systems, 2012, 48(3): 2582-2593. |
| [33] | DAI X H, QUAN Q, REN J R, et al. An analytical design-optimization method for electric propulsion systems of multicopter UAVs with desired hovering endurance?[J]. IEEE/ASME Transactions on Mechatronics, 2019, 24(1): 228-239. |
| [34] | QIN J C, ZHOU Z, YANG G W, et al. Aero-propulsive coupling modeling and dynamic stability analysis of distributed electric propulsion tandem-wing UAV with rapid ascent capability?[J]. Aerospace Science and Technology, 2024, 153: 109406. |
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