ACTA AERONAUTICAET ASTRONAUTICA SINICA ›› 2023, Vol. 44 ›› Issue (10): 27519-027519.doi: 10.7527/S1000-6893.2022.27519
• Reviews • Previous Articles Next Articles
Wanli ZHAO, Yingqing GUO(), Kejie XU, Cansen WANG, Haojie YING, Xinxin TAO
Received:
2022-05-25
Revised:
2022-07-11
Accepted:
2022-09-29
Online:
2023-05-25
Published:
2022-10-14
Contact:
Yingqing GUO
E-mail:yqguo@nwpu.edu.cn
Supported by:
CLC Number:
Wanli ZHAO, Yingqing GUO, Kejie XU, Cansen WANG, Haojie YING, Xinxin TAO. Review of key technologies for fault diagnosis and accommodation for multi⁃electric distributed engine control system[J]. ACTA AERONAUTICAET ASTRONAUTICA SINICA, 2023, 44(10): 27519-027519.
Table 1
Several communication protocols and their characteristics
特征 | 协议 | |||||
---|---|---|---|---|---|---|
ARINC825 | TTEthernet | TTP/C | Flexray | TTCAN | ARINC 629 | |
最大传输速率/Mbps | 1 | 100 | 25 | 10 | 1 | 2 |
时间触发机制 | 否 | 是 | 是 | 是 | 是 | 否 |
事件触发机制 | 是 | 否 | 否 | 是 | 是 | 是 |
来源 | CAN | Ethernet(IEEE 802.3) | None | Byteflight 、TTP/C | CAN | ARINC 429 |
总线仲裁机制 | CSMA/CA | TDMA | TDMA | 时间触发 | CSMA/CA | 时间触发 |
拓扑结构 | 总线型、星型、点对点 | 分组交换网络 | 总线型、星型 | 点对点、星型 | 总线型、星型、点对点 | 点对点、总线型 |
时钟同步 | 软件层面 | 软件层面 | 硬件层面 | 硬件层面 | 硬件层面 | 软件层面 |
故障检测 | 软件层面 | 硬件层面 | 硬件层面 | 硬件层面 | 软件层面 | 软件层面 |
支持的数据传输类型 | 异步 | 同步 | 同步 | 同步、异步 | 异步 | 异步 |
Table 2
Typical fault types of multi-electric distributed engine control system level and unit level
故障级别 | 装置名称 | 部件/单元名称 | 典型故障类型 |
---|---|---|---|
系统级故障 | 传感器 | 转速传感器 | 恒值偏差,漂移,间歇故障 |
压力传感器 | |||
温度传感器 | |||
位置传感器 | |||
执行机构 | 供油泵 | 容积效率下降,机械效率下降 | |
计量装置 | 稳态偏差,动态特性变化 | ||
作动装置 | 恒值偏差,卡死 | ||
发动机部件 | 低压压气机 | 效率下降,流通能力变化 | |
高压压气机 | |||
低压涡轮 | |||
高压涡轮 | |||
单元级故障 | 智能传感器 | 转速传感器 | 短路、断路故障 恒值偏差、漂移、间歇故障 自诊断故障漏报、误报 |
压力传感器 | |||
温度传感器 | |||
位置传感器 | |||
电动燃油泵 | 齿轮泵 | 容积效率下降,机械效率下降 | |
电机 | 电气故障 | ||
计量装置 | 计量误差 | ||
电力作动器 | 电机 | 电气故障 | |
传动、丝杠 | 机械故障 |
1 | 李睿超. 航空发动机分布式控制系统关键技术研究[D]. 西安:西北工业大学,2019. |
LI R C. On key technologies of distributed engine control system[D]. Xi’an:Northwestern Polytechnical University,2019 (in Chinese). | |
2 | PAKMEHR M, BEHBAHANI A R,RAY A. Distributed modular supervisory control of integrated aircraft propulsion,power,and thermal systems:An overview[C] ∥ 53rd AIAA/SAE/ASEE Joint Propulsion Conference. Reston: AIAA, 2017. |
3 | GOHARDANI A S, DOULGERIS G, SINGH R. Challenges of future aircraft propulsion:A review of distributed propulsion technology and its potential application for the all electric commercial aircraft[J]. Progress in Aerospace Sciences, 2011, 47(5): 369-391. |
4 | BRELJE B J, MARTINS J R R A. Electric,hybrid,and turboelectric fixed-wing aircraft:A review of concepts,models,and design approaches[J]. Progress in Aerospace Sciences, 2019, 104: 1-19. |
5 | RENDÓN M, SÁNCHEZ R C D, GALLO M J, et al. Aircraft hybrid-electric propulsion:Development trends,challenges and opportunities[J]. Journal of Control, Automation and Electrical Systems, 2021, 32(5): 1244-1268. |
6 | 孙莉. 多电航空发动机关键技术在某型航空发动机上的初步应用[C]∥2015年第二届中国航空科学技术大会. 北京:中国航空学会, 2015: 315-320. |
SUN L. Preliminary application of key technologies of multi-electric aero-engine in a certain type of aero-engine[C] ∥ Proceedings of the 2nd China Aviation Science and Technology Conference in 2015. Beijing:Chinese Society of Aeronautics and Astronautics, 2015: 315-320 (in Chinese). | |
7 | 孙志岩. 航空发动机控制系统发展概述[J]. 测控技术,2019, 38(6): 1-4. |
SUN Z Y. Overview of the development of aero-engine control system[J]. Measurement & Control Technology,2019, 38(6): 1-4 (in Chinese). | |
8 | BEHBAHANI A R, MACMANN O B, SEITZ T M,et al. Integrated robust and resilient control of propulsion systems[C] ∥ 52nd AIAA/SAE/ASEE Joint Propulsion Conference. Reston: AIAA, 2016. |
9 | MIRKO J, LEONARD F, DEWEY B. Expectation and vision for true modular distributed engine control-beyond 1st project[C] ∥ 44th AIAA/ASME/SAE/ASEE Joint Propulsion Conference & Exhibit. Reston: AIAA, 2008. |
10 | THOMPSON H A, FLEMING P J. An integrated multi-disciplinary optimisation environment for distributed aero-engine control systems architectures[J]. IFAC Proceedings Volumes, 1999, 32(2): 8084-8088. |
11 | BEHBAHANI A, TULPULE B. Perspective for distributed intelligent engine controls of the future[C] ∥ 46th AIAA/ASME/SAE/ASEE Joint Propulsion Conference & Exhibit. Reston: AIAA, 2010. |
12 | SHAFFER P L. Distributed control system for turbine engines[J]. Journal of Engineering for Gas Turbines and Power,1999,121(1):102-107. |
13 | YEDAVALLI R, WILLETT M, BEHBAHANI A. The role of various real-time communication data bus for open system distributed engine control architectures for the future[C] ∥ 47th AIAA/ASME/SAE/ASEE Joint Propulsion Conference & Exhibit. Reston: AIAA, 2011. |
14 | PAKMEHR M, MOUNIER M, FITZGERALD N,et al. Distributed control of turbofan engines[C] ∥ 45th AIAA/ASME/SAE/ASEE Joint Propulsion Conference & Exhibit. Reston: AIAA, 2009. |
15 | 郭迎清,章泓. 航空发动机分布式控制系统综述[J]. 航空发动机, 2003, 29(3): 52-55. |
GUO Y Q, ZHANG H. Survey of the distributed control system for an aeroengine[J]. Aeroengine, 2003, 29(3):52-55 (in Chinese). | |
16 | 何鹄环, 郭迎清. 基于DSP和CAN的航空发动机分布式控制系统设计[J]. 航空计算技术, 2006, 36(1): 30-32. |
HE H H, GUO Y Q. Design of distributed control system for aero-engines based on DSP and CAN[J]. Aeronautical Computing Technique, 2006, 36(1): 30-32 (in Chinese). | |
17 | 李光耀, 郭迎清, 王海泉. 基于CAN总线的航空发动机分布式控制系统通信研究[J]. 测控技术, 2009, 28(1):62-66, 69. |
LI G Y, GUO Y Q, WANG H Q. Communication research on CAN based distributed aero-engine control system[J]. Measurement & Control Technology,2009,28(1): 62-66, 69 (in Chinese). | |
18 | 李光耀, 郭迎清, 祁新杰. 航空发动机分布式控制系统原理样机研制[J]. 计算机测量与控制, 2009, 17(5):865-868. |
LI G Y, GUO Y Q, QI X J. Construction of distributed aero-engine control system demonstrator[J]. Computer Measurement & Control, 2009, 17(5): 865-868 (in Chinese). | |
19 | 田飞龙, 郭迎清, 李睿超, 等. 某涡扇发动机分布式控制系统设计与总线性能[J]. 航空动力学报, 2015, 30(9):2278-2285. |
TIAN F L, GUO Y Q, LI R C,et al. Design of distributed control system and investigation on bus communication performance of a turbofan engine[J]. Journal of Aerospace Power, 2015, 30(9): 2278-2285 (in Chinese). | |
20 | 李睿超,郭迎清,李岩,等. 基于数据集中器的超燃冲压发动机分布式控制系统通信方案设计[J]. 推进技术,2016,37(9):1766-1773. |
LI R C, GUO Y Q, LI Y,et al. Communication scheme design of distributed control system for scramjet engine based on data concentrators[J]. Journal of Propulsion Technology, 2016, 37(9): 1766-1773 (in Chinese). | |
21 | 李睿超, 郭迎清, 姜彩虹, 等. 航空发动机分布式控制系统时延/丢包鲁棒性分析[J]. 航空动力学报, 2017, 32(6): 1441-1446. |
LI R C, GUO Y Q, JIANG C H,et al. Transmission delay/packet dropout robustness analysis of distributed control system of aero-engine[J]. Journal of Aerospace Power, 2017, 32(6): 1441-1446 (in Chinese). | |
22 | 谢振伟, 郭迎清, 姜彩虹, 等. 变循环发动机完全分布式控制[J]. 航空学报, 2016, 37(6): 1809-1818. |
XIE Z W, GUO Y Q, JIANG C H,et al. Fully distributed control of variable cycle engine[J]. Acta Aeronautica et Astronautica Sinica, 2016, 37(6): 1809-1818 (in Chinese). | |
23 | 黄金泉, 徐科. 航空发动机分布式控制系统结构分析[J]. 航空动力学报, 2003, 18(5): 698-704. |
HUANG J Q, XU K. Distributed control systems for aeroengines:A survey[J]. Journal of Aerospace Power,2003, 18(5): 698-704 (in Chinese). | |
24 | 李勇, 黄金泉, 潘慕绚. 带有网络时延的航空发动机分布式系统H∞鲁棒控制[J]. 伺服控制, 2013(8): 39-41, 44. |
LI Y, HUANG J Q, PAN M X. H∞ robust control of aero-engine distributed system with network delay[J]. Servo Control, 2013(8): 39-41, 44 (in Chinese). | |
25 | 关越, 潘慕绚. 基于DSP的航空发动机分布式控制TTCAN总线的节点设计[J]. 航空发动机, 2013, 39(4):61-66. |
GUAN Y, PAN M X. Design of TTCAN node for aeroengine distributed control system based on DSP[J]. Aeroengine, 2013, 39(4): 61-66 (in Chinese). | |
26 | 宋军强, 潘慕绚, 黄金泉. 航空发动机分布式控制系统技术分析及系统方案[J]. 航空动力学报, 2013, 28(10):2391-2400. |
SONG J Q, PAN M X, HUANG J Q. Technology analysis and system scheme for aero-engine distributed control system[J]. Journal of Aerospace Power, 2013, 28(10): 2391-2400 (in Chinese). | |
27 | 王海涛, 张攻博, 谢寿生, 等. 基于分布式控制的航空发动机智能转速传感器[J]. 传感器与微系统, 2008, 27(10): 86-88. |
WANG H T, ZHANG G B, XIE S S, et al. Smart rotate speed sensor for aircraft engine based on distributed control[J]. Transducer and Microsystem Technologies,2008, 27(10): 86-88 (in Chinese). | |
28 | 王海涛, 翟旭升, 谢寿生,等. 基于DSP的航空发动机智能计量活门控制器[J]. 仪表技术与传感器,2009(3):81-83. |
WANG H T, ZHAI X S, XIE S S,et al. Aircraft engine intelligent scale valve based on DSP[J]. Instrument Technique and Sensor, 2009(3): 81-83 (in Chinese). | |
29 | 王磊,谢寿生,彭靖波,等. 航空发动机分布式控制系统不确定性鲁棒H∞容错控制[J]. 推进技术,2013,34(6):836-842. |
WANG L, XIE S S, PENG J B,et al. Uncertain robust H∞ fault-tolerant control for aero-engine distributed control system[J]. Journal of Propulsion Technology,2013,34(6):836-842 (in Chinese). | |
30 | 王磊,谢寿生,彭靖波,等. 双目标约束下的航空发动机分布式控制系统最优保成本容错控制[J]. 航空动力学报,2014,29(7):1729-1737. |
WANG L, XIE S S, PENG J B,et al. Optimal guaranteed cost fault-tolerant control with bi-index constraints for aero-engine distributed control system[J]. Journal of Aerospace Power,2014, 29(7):1729-1737 (in Chinese). | |
31 | JANSEN R, BOWMAN C, JANKOVSKY A,et al. Overview of NASA electrified aircraft propulsion(EAP)research for large subsonic transports[C] ∥ 53rd AIAA/SAE/ASEE Joint Propulsion Conference. Reston:AIAA, 2017. |
32 | MORIOKA N, OYORI H, GONDA Y,et al. Development of the electric fuel system for the more electric engine[C] ∥ ASME Turbo Expo 2014: Turbine Technical Conference and Exposition. New York: ASME, 2014. |
33 | OYORI H, MORIOKA N. Fault-tolerant control for the more electric engine[C] ∥ 50th AIAA Aerospace Sciences Meeting including the New Horizons Forum and Aerospace Exposition. Reston: AIAA, 2012. |
34 | SEKI N, MORIOKA N, OYORI H,et al. Development of fuel control system for more electric engine[C] ∥ Proceedings of ASME Turbo Expo 2015:Turbine Technical Conference and Exposition. New York: ASME, 2015. |
35 | SIMON D L, CONNOLLY J W, CULLEY D E. Control technology needs for electrified aircraft propulsion systems[J]. Journal of Engineering for Gas Turbines and Power, 2020, 142(1): 011025. |
36 | 孙立业,郝羿飞,赵奉同. 多电发动机技术及其应用前景研究[J]. 沈阳航空航天大学学报,2017,34(2):1-5. |
SUN L Y, HAO Y F, ZHAO F T. More electric engine technology and its application prospect[J]. Journal of Shenyang Aerospace University,2017,34(2):1-5 (in Chinese). | |
37 | 吴志琨,李军,时瑞军. 多电航空发动机研究现况及关键技术[J]. 航空工程进展,2012,3(4):463-467. |
WU Z K, LI J, SHI R J. Current research status and key technologies of more-electric aeroengine[J]. Advances in Aeronautical Science and Engineering,2012,3(4):463-467 (in Chinese). | |
38 | 高毅军,黄金泉,唐世建. 基于分布式控制的航空发动机电动燃油泵方案研究[J]. 燃气涡轮试验与研究,2012,25(S1):36-40. |
GAO Y J, HUANG J Q, TANG S J. Aero-engine electromotion fuel pump based on distributed control[J]. Gas Turbine Experiment and Research,2012,25(S1):36-40 (in Chinese). | |
39 | 田瑶瑶,张惠娟,杨忠,等. 基于小波包和SOM神经网络的电作动器故障诊断[J]. 应用科技,2018,45(1):1-6. |
TIAN Y Y, ZHANG H J, YANG Z,et al. Fault diagnosis of electromechanical actuator based on wavelet packet and SOM neural network[J]. Applied Science and Technology,2018,45(1):1-6 (in Chinese). | |
40 | MOHAMMADREZA T, TSOUTSANIS E,MUHAMM- AD M,et al. Performance-based health monitoring,diagnostics and prognostics for condition-based maintenance of gas turbines:A review[J]. Applied Energy,2017,198:122-144. |
41 | 黄金泉,王启航,鲁峰. 航空发动机气路故障诊断研究现状与展望[J]. 南京航空航天大学学报,2020,52(4):507-522. |
HUANG J Q, WANG Q H, LU F. Research status and prospect of gas path fault diagnosis for aeroengine[J]. Journal of Nanjing University of Aeronautics & Astronautics,2020,52(4):507-522 (in Chinese). | |
42 | 李少尘, 陈敏, 胡金涛, 等. 航空燃气涡轮发动机气路故障诊断进展[J]. 航空发动机,2022, 48(2): 33-49. |
LI S C, CHEN M, HU J T,et al. A review of research progress on aircraft gas turbine engines gas path fault diagnosis[J]. Aeroengine, 2022, 48(2): 33-49 (in Chinese). | |
43 | ZEIN-SABATTO S, BODRUZZAMAN M, MGAYA R,et al. Distributed onboard diagnostic methodology for next generation turbine engines[C] ∥ 46th AIAA/ASME/SAE/ASEE Joint Propulsion Conference & Exhibit. Reston: AIAA, 2010. |
44 | CULLEY D E, THOMAS G L, ARETSKIN-HARITON E. A network scheduling model for distributed control simulation[C] ∥ 52nd AIAA/SAE/ASEE Joint Propulsion Conference. Reston: AIAA, 2016. |
45 | WATSON M, SHELDON J, LEE H,et al. Distributed,integrated PHM and control via smart engine accessories for future modern aircraft[C] ∥ 46th AIAA/ASME/SAE/ASEE Joint Propulsion Conference & Exhibit. Reston: AIAA, 2010. |
46 | BELAPURKAR R, YEDAVALLI R, BEHBAHANI A. Study of model-based fault detection of distributed aircraft engine control systems with transmission delays[C] ∥ 47th AIAA/ASME/SAE/ASEE Joint Propulsion Conference & Exhibit. Reston: AIAA, 2011. |
47 | BELAPURKAR R K. Stability and performance of propulsion control systems with distributed control architectures and failures[D]. Ohio:State University,2013. |
48 | DECASTRO J, TANG L, BYINGTON C,et al. Analysis of decentralization and fault-tolerance concepts for distributed engine control[C] ∥ 45th AIAA/ASME/SAE/ASEE Joint Propulsion Conference & Exhibit. Reston: AIAA, 2009. |
49 | DECASTRO J, PALMER C, BEHBAHANI A. Meeting the requirements of distributed engine control via decentralized,modular smart sensing[C] ∥ 46th AIAA/ASME/SAE/ASEE Joint Propulsion Conference & Exhibit. Reston: AIAA, 2010. |
50 | 曹明,黄金泉,周健,等. 民用航空发动机故障诊断与健康管理现状、挑战与机遇Ⅰ:气路、机械和FADEC系统故障诊断与预测[J]. 航空学报,2022,43(9):625573. |
CAO M, HUANG J Q, ZHOU J,et al. Current status,challenges and opportunities of civil aero-engine diagnostics & health managementⅠ: Diagnosis and prognosis of engine gas path,mechanical and FADEC[J]. Acta Aeronautica et Astronautica Sinica,2022,43(9):625573 (in Chinese). | |
51 | 鲁峰,黄金泉,吕怡秋,等. 基于非线性自适应滤波的发动机气路部件健康诊断方法[J]. 航空学报,2013,34(11):2529-2538. |
LU F, HUANG J Q, LYU Y Q,et al. Aircraft engine gas-path components health diagnosis based on nonlinear adaptive filters[J]. Acta Aeronautica et Astronautica Sinica, 2013, 34(11): 2529-2538 (in Chinese). | |
52 | 张书刚,郭迎清,冯健朋. 航空发动机在线综合诊断结构设计及仿真验证[J]. 航空学报,2014,35(2):381-390. |
ZHANG S G, GUO Y Q, FENG J P. Design and simulation validation of an integrated on-board aircraft engine diagnostic architecture[J]. Acta Aeronautica et Astronautica Sinica,2014, 35(2): 381-390 (in Chinese). | |
53 | 卢俊杰,黄金泉,鲁峰. 涡扇发动机故障诊断中粒子滤波改进方法[J]. 航空发动机,2020,46(2):41-46. |
LU J J, HUANG J Q, LU F. Improved method of particle filter in turbofan engine fault diagnosis[J]. Aeroengine,2020,46(2):41-46 (in Chinese). | |
54 | 翟旭升,谢寿生,苗卓广,等. 基于T-S模糊模型的航空发动机非线性分布式控制系统故障诊断[J]. 航空动力学报,2013,28(6):1429-1435. |
ZHAI X S, XIE S S, MIAO Z G,et al. Fault detection of aero-engine non-linear distributed control system based on T-S fuzzy model[J]. Journal of Aerospace Power,2013, 28(6): 1429-1435 (in Chinese). | |
55 | 翟旭升,杨仕美,彭靖波,等. 多包传输机制下航空发动机分布式控制系统故障检测[J]. 空军工程大学学报(自然科学版),2018,19(3):1-6. |
ZHAI X S, YANG S M, PENG J B,et al. A fault detection for aero-engine in the distributed control system under condition of multiple-packet transmission[J]. Journal of Air Force Engineering University(Natural Science Edition),2018,19(3):1-6 (in Chinese). | |
56 | 王磊,谢寿生,任立通,等. 基于T-S模糊KPCA模型的分布式控制系统传感器故障诊断[J]. 推进技术,2014,35(7):988-995. |
WANG L, XIE S S, REN L T,et al. Fault diagnosis of sensors in distributed control system based on T-S fuzzy KPCA model[J]. Journal of Propulsion Technology,2014,35(7):988-995 (in Chinese). | |
57 | LU F, GAO T Y, HUANG J Q,et al. A novel distributed extended Kalman filter for aircraft engine gas-path health estimation with sensor fusion uncertainty[J]. Aerospace Science and Technology,2019,84:90-106. |
58 | 余志伟,郭迎清. 涡轴发动机分布式控制系统传感器故障诊断技术[J]. 推进技术,2022,43(4):318-325. |
YU Z W, GUO Y Q. Sensor fault diagnosis technology for distributed control system of turboshaft engine[J]. Journal of Propulsion Technology,2022,43(4):318-325 (in Chinese). | |
59 | AMIN A A, HASAN K M. A review of fault tolerant control systems:Advancements and applications[J]. Measurement, 2019, 143: 58-68. |
60 | RAUSCH R T, GOEBEL K F, EKLUND N H,et al. Integrated in-flight fault detection and accommodation:a model-based study[J]. Journal of Engineering for Gas Turbines and Power,2007,129(4):962-969. |
61 | RAUSCH R T, VIASSOLO D, KUMAR A,et al. Towards in-flight detection and accommodation of faults in aircraft engines[C] ∥ AIAA 1st Intelligent Systems Technical Conference. Reston: AIAA, 2004. |
62 | CHATTERJEE S, LITT J. Online model parameter estimation of jet engine degradation for autonomous propulsion control[C] ∥ AIAA Guidance,Navigation,and Control Conference and Exhibit. Reston: AIAA, 2003. |
63 | TURSO J, LITT J. Intelligent,robust control of deteriorated turbofan engines via linear parameter varing quadratic Lyapunov function design[C] ∥ AIAA 1st Intelligent Systems Technical Conference. Reston: AIAA, 2004. |
64 | BRUNELL B J, MATHEWS JR H K, KUMAR A. Adaptive model-based control systems and methods for controlling a gas turbine: US6823675 [P]. 2004-11-30. |
65 | 贺小栋,郭迎清,杜宪. 一种基于模型的涡扇发动机容错控制策略[J]. 航空动力学报,2016,31(3):708-716. |
HE X D, GUO Y Q, DU X. A model-based fault tolerant control strategy for turbofan engine[J]. Journal of Aerospace Power,2016,31(3):708-716 (in Chinese). | |
66 | 杜宪,郭迎清,陈小磊. 基于MPC的民用涡扇发动机主动容错控制研究[J]. 推进技术,2015,36(8):1242-1247. |
DU X, GUO Y Q, CHEN X L. MPC based active fault tolerant control of a commercial turbofan engine[J]. Journal of Propulsion Technology,2015,36(8):1242-1247 (in Chinese). | |
67 | 杨征山,仇小杰,庄锡明,等. 基于模态切换的航空发动机容错控制[J]. 航空动力学报,2014,29(4):953-964. |
YANG Z S, QIU X J, ZHUANG X M,et al. Aero-engine fault-tolerant control based on mode switch[J]. Journal of Aerospace Power,2014,29(4): 953-964 (in Chinese). | |
68 | 张天宏,袁元,李凌蔚,等. 航空发动机部件性能退化容错控制[J]. 推进技术,2021,42(8):1690-1699. |
ZHANG T H, YUAN Y, LI L W,et al. Accommodation control for component performance deterioration of aeroengine[J]. Journal of Propulsion Technology,2021,42(8):1690-1699 (in Chinese). | |
69 | 吕升,郭迎清,孙浩. 航空发动机故障诊断装置硬件在环实时仿真平台[J]. 航空发动机,2017,43(3):43-49. |
LYU S, GUO Y Q, SUN H. Hardware-in-the-loop real-time simulation platform of engine fault diagnosis device[J]. Aeroengine,2017,43(3):43-49 (in Chinese). | |
70 | CULLEY D E, ZINNECKER A M, ARETSKIN-HARITON E. Developing an integration infrastructure for distributed engine control technologies[C]∥50th AIAA/ASME/SAE/ASEE Joint Propulsion Conference. Reston: AIAA, 2014. |
71 | THOMAS G L, CULLEY D E, BRAND A. The application of hardware in the loop testing for distributed engine control[C]∥52nd AIAA/SAE/ASEE Joint Propulsion Conference. Reston: AIAA,2016. |
72 | TOBÓN A, PELÁEZ-RESTREPO J, MONTANO J,et al. MPPT of a photovoltaic panels array with partial shading using the IPSM with implementation both in simulation as in hardware[J]. Energies,2020,13(4):815. |
73 | PANDI P, MOPIDEVI S, KRISHNAN S. Design and analysis of grid tied renewable energy system based E-chopper using main controller[J]. Journal Européen Des Systèmes Automatisés,2020,53(4):505-515. |
74 | KHAMVILAI T, PAKMEHR M, LU G,et al. Hardware-in-the-loop simulation testbed development for distributed turbine engine control systems[C]∥AIAA Scitech 2022 Forum. Reston: AIAA, 2022. |
75 | ZHAO W L, GUO Y Q, YANG J,et al. Hardware-in-the-loop simulation platform for fault diagnosis of rocket engines[C]∥2019 IEEE 10th International Conference on Mechanical and Aerospace Engineering(ICMAE). Piscataway: IEEE Press, 2019: 268-273. |
76 | 赵万里,郭迎清,杨菁,等. 液体火箭发动机故障诊断器设计及其HIL验证[J]. 北京航空航天大学学报,2019,45(10):1995-2002. |
ZHAO W L, GUO Y Q, YANG J,et al. Design of liquid rocket engine fault diagnosis device and its HIL verification[J]. Journal of Beijing University of Aeronautics and Astronautics,2019,45(10):1995-2002 (in Chinese). | |
77 | 赵占越. 控制器硬件在环仿真系统接口模拟技术研 究[D]. 西安:西北工业大学,2019. |
ZHAO Z Y. Research on interface simulation technology of controller hardware-in-the-loop simulation system[D]. Xi’an:Northwestern Polytechnical University,2019 (in Chinese). | |
78 | 林忠麟. 高置信度FADEC接口模拟技术研究[D]. 南京:南京航空航天大学,2015. |
LIN Z L. Research on FADEC interface emulation technology with high confidence[D]. Nanjing:Nanjing University of Aeronautics and Astronautics,2015 (in Chinese). | |
79 | WANG C S, GUO Y Q, ZHAO W L,et al. Hardware-in-the-loop simulation platform for fault diagnosis of distributed engine control system[C] ∥ 2022 13th International Conference on Mechanical and Aerospace Engineering(ICMAE). Piscataway: IEEE Press, 2022: 102-107. |
80 | YANG J, GUO Y Q, ZHAO W L. Long short-term memory neural network based fault detection and isolation for electro-mechanical actuators[J]. Neurocomputing,2019,360:85-96. |
81 | YANG J, GUO Y Q, ZHAO W L. An intelligent fault diagnosis method for an electromechanical actuator based on sparse feature and long short-term network[J]. Measurement Science and Technology,2021,32(9):095102. |
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