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航天发射系统运行安全性评估研究进展与挑战

柴毅 毛万标 任浩 屈剑锋 尹宏鹏 杨志敏 冯莉 张邦双 叶欣

柴毅, 毛万标, 任浩, 屈剑锋, 尹宏鹏, 杨志敏, 冯莉, 张邦双, 叶欣. 航天发射系统运行安全性评估研究进展与挑战. 自动化学报, 2019, 45(10): 1829-1845. doi: 10.16383/j.aas.c180135
引用本文: 柴毅, 毛万标, 任浩, 屈剑锋, 尹宏鹏, 杨志敏, 冯莉, 张邦双, 叶欣. 航天发射系统运行安全性评估研究进展与挑战. 自动化学报, 2019, 45(10): 1829-1845. doi: 10.16383/j.aas.c180135
CHAI Yi, MAO Wan-Biao, REN Hao, QU Jian-Feng, YIN Hong-Peng, FENG Li, ZHANG Bang-Shuang, ZHANG Bang-Shuang, YE Xin. Research on Operational Safety Assessment for Spacecraft Launch System: Progress and Challenges. ACTA AUTOMATICA SINICA, 2019, 45(10): 1829-1845. doi: 10.16383/j.aas.c180135
Citation: CHAI Yi, MAO Wan-Biao, REN Hao, QU Jian-Feng, YIN Hong-Peng, FENG Li, ZHANG Bang-Shuang, ZHANG Bang-Shuang, YE Xin. Research on Operational Safety Assessment for Spacecraft Launch System: Progress and Challenges. ACTA AUTOMATICA SINICA, 2019, 45(10): 1829-1845. doi: 10.16383/j.aas.c180135

航天发射系统运行安全性评估研究进展与挑战

doi: 10.16383/j.aas.c180135
基金项目: 

国家自然科学基金项目 61773080

国家自然科学基金项目 61633005

重庆大学科研后备拔尖人才项目 cqu2018CDHB1B04

详细信息
    作者简介:

    毛万标  西昌卫星发射中心高级工程师.主要研究方向为故障诊断, 发射场安全性分析评估.E-mail:rocketmwb@126.com

    任浩  重庆大学自动化学院博士研究生.主要研究方向为智能系统, 故障诊断和深度学习.E-mail:renhao@cqu.edu.cn

    屈剑锋  重庆大学自动化学院副教授.2009年获得重庆大学博士学位.主要研究方向为故障诊断, 信号分析与处理.E-mail:qujianfeng@cqu.edu.cn

    尹宏鹏  重庆大学自动化学院教授.2009年获得重庆大学博士学位.主要研究方向为模式识别与智能系统, 故障诊断与健康管理.E-mail:yinhongpeng@gmail.com

    杨志敏  重庆大学自动化学院博士研究生.主要研究方向为故障诊断和容错控制.E-mail:zmyoung@yeah.net

    冯莉  重庆交通大学交通运输学院讲师.2017年获得重庆大学博士学位.主要研究方向为故障诊断和故障估计.E-mail:fengli_cqu@126.com

    张邦双  西昌卫星发射中心高级工程师.主要研究方向为设备设施可靠性, 装备环境适应性.E-mail:zhangbangshuang@163.com

    叶欣  西昌卫星发射中心工程师.主要研究方向为低温推进剂管道输送, 发射场可靠性分析评估, 数字图像处理.E-mail:nanjingyexin@163.com

    通讯作者:

    柴毅  重庆大学自动化学院教授.2001年获得重庆大学博士学位.主要研究方向为信息融合, 故障诊断, 智能控制系统.本文通信作者. E-mail:chaiyi@cqu.edu.cn

Research on Operational Safety Assessment for Spacecraft Launch System: Progress and Challenges

Funds: 

National Natural Science Foundation of China 61773080

National Natural Science Foundation of China 61633005

Scientific Reserve Talent Programs of Chongqing University cqu2018CDHB1B04

More Information
    Author Bio:

     Senior engineer of Xichang Satellite Launch Center. His research interest covers fault diagnosis, launch site safety analysis and assessment

     Ph. D. candidate at the College of Automation, Chongqing University. His research interest covers intelligent control system, fault diagnosis, and deep learning

     Associate professor at the College of Automation, Chongqing University. He received his Ph. D. degree from Chongqing University in 2009. His research interest covers fault diagnosis, signal analysis and processing

     Professor at the College of Automation, Chongqing University. He received his Ph. D. degree from Chongqing University in 2009. His research interest covers pattern recognition and intelligent systems, fault diagnosis and health management

     Ph. D. candidate at the College of Automation, Chongqing University. His research interest covers fault diagnosis and fault tolerance control

     Lecturer at the College of Traffic and Transportation, Chongqing Jiaotong University. She received her Ph. D. degree from Chongqing University in 2017. Her research interest covers fault diagnosis and fault estimation

     Senior engineer at Xichang Satellite Launch Center. His research interest covers equipment facility reliability and equipment environment adaptability

     Engineer at Xichang Satellite Launch Center. His research interest covers low temperature propellant pipeline transportation, reliability analysis and evaluation of launch site, and digital image processing

    Corresponding author: CHAI Yi  Professor at the College of Automation, Chongqing University. He received his Ph. D. degree from Chongqing University in 2001. His research interest covers information fusion, fault diagnosis, intelligent control system. Corresponding author of this paper
  • 摘要: 航天发射作为人类太空活动最为基础和最为重要的环节之一,是评判一个国家综合国力的重要指标,而航天发射系统运行安全性评估作为现代航天发射控制指挥与决策系统的核心,是保证航天发射安全运行的基础.首先,本文概述了现代航天发射系统,简要回顾了系统安全性研究发展历程,阐述了航天发射系统运行安全性评估的内涵.其次,通过综述航天发射系统运行故障检测与诊断、异常运行工况识别、运行过程安全分析与预测、安全性动态评估技术等方面的研究现状的基础上,总结出了航天发射系统运行安全性评估面临着系统极度复杂、决策风险性极大、先验信息少以及评估结果要求高准确性与实时性等方面的挑战.最后,本文对航天发射系统运行安全性评估有待研究的基础前沿问题进行了思考.
    1)  本文责任编委 潘泉
  • 图  1  航天发射控制指挥与决策系统示意图

    Fig.  1  The diagram of space launch control command and decision system

    图  2  航天发射系统运行安全性分析与评估的内涵

    Fig.  2  The connotation of operational safety analysis and assessment of spacecraft launch system

    表  1  近年来部分航天发射场的安全问题统计

    Table  1  The statistics on safety issues in some space launch sites in recent years

    时间 后果 国别 原因
    1960-10-24 160多名专家死亡. 前苏联 异常抢修过程中, 第二级引擎意外点燃.
    2003-08-22 VLS火箭最后测试中爆炸, 21人死亡. 巴西 火箭主体内一个发动机的点火装置出现故障.
    2010-11-05 “发现”号航天飞机第五次推迟发射. 美国 “发现”号外部燃料箱加注液氢和液氧燃料两小时后, 外部燃料箱的一个通风孔出现了氢气泄漏.
    2011-04-29 “奋进”号航天飞机推迟至少48小时起飞. 美国 “奋进”号航天飞机附属电力装置加热器出现技术故障, 5次推迟后才成功.
    2012-11-29 “罗老号”运载火箭和发射台的连接部分故障, 第三次延期发射. 韩国 “罗老号”第一段火箭的高压、超低温液态气体压力不足, 导致阀门异常开合.
    2013-07-02 三颗格洛纳斯M导航卫星化为灰烬. 俄罗斯 发射几秒钟后, 质子M火箭失控并爆炸.
    2013-08-27 日本新型火箭发射前19秒出现异常, 中止发射. 日本 地面计算机“LCS (发射控制系统)”向火箭上的计算机“OBC (板载计算机)”数据交换出现了0.07秒的时间差.
    2014-11-26 载有欧洲通讯卫星“Astra-G”的运载火箭“质子-M”推迟发射. 俄罗斯 俄罗斯航天局:在检查助推器时查出指令系统故障, 更换故障仪器.
    2015-01-06 猎鹰9号运载火箭在倒计时1分钟时, 发射任务紧急中止. 美国 由于火箭“二级推力矢量控制驱动器发生漂移”导致火箭在倒计时1分钟时发射任务紧急中止.
    2017-11-28 未能将卫星载荷送入预定轨道, 发射失败. 俄罗斯 联盟2.1b运载火箭由于上面级火箭出现故障, 失败.
    下载: 导出CSV
  • [1] Stamatelatos M. Probabilistic Risk Assessment Procedures Guide for NASA Managers and Practitioners. Washington, D.C., USA: NASA, 2011.
    [2] Morio J, Balesdent M. Estimation of Rare Event Probabilities in Complex Aerospace and Other Systems. Waltham:Woodhead Publishing Limited, 2015.
    [3] 柴毅, 李尚福.航天智能发射技术-测试、控制与决策.北京:国防工业出版社, 2013.

    Chai Yi, Li Shang-Fu. Intelligent Testing, Control and Decision-Making for Space Launch. Beijing:National Defense Industry Press, 2013.
    [4] Chai Y, Li S F. Intelligent Testing, Control and Decision-Making for Space Launch. New York:John Wiley & Sons, 2015.
    [5] 王家伍, 沈怀荣, 唐立文.现代航天发射场C3I系统探讨.指挥技术学院学报, 2001, 12(1):52-56 http://d.old.wanfangdata.com.cn/Periodical/zhjsxy200101014

    Wang Jia-Wu, Shen Huai-Rong, Tang Li-Wen. The research of C3I system on modern spacecraft launching fields. Journal of Institute of Command and Technology, 2001, 12(1):52-56 http://d.old.wanfangdata.com.cn/Periodical/zhjsxy200101014
    [6] 柴毅.智能化航天发射系统及其关键技术研究.国防科技, 2016, 37(1):7-9, 13 http://d.old.wanfangdata.com.cn/Periodical/gfkj201601003

    Chai Yi. Intelligent space launch system and its key technology. National Defense Science and Technology, 2016, 37(1):7-9, 13 http://d.old.wanfangdata.com.cn/Periodical/gfkj201601003
    [7] 张鹏, 张志勇, 尹玉曙.航天发射场一体化指挥决策系统体系架构研究.电脑与信息技术, 2016, 24(2):12-15 doi: 10.3969/j.issn.1005-1228.2016.02.004

    Zhang Peng, Zhang Zhi-Yong, Yin Yu-Shu. The study of aerospace launch sites integration command decision system architecture. Computer and Information Technology, 2016, 24(2):12-15 doi: 10.3969/j.issn.1005-1228.2016.02.004
    [8] 徐克俊, 金星, 郑永煌.航天发射场可靠性安全性评估与分析技术.北京:国防工业出版社, 2006.

    Xu Ke-Jun, Jin Xing, Zheng Yong-Huang. The Reliability and Safety Assessment of Spacecraft Launch Site. Beijing:National Defense Industry Press, 2006.
    [9] Mashchenko A, Fedyakin A. Space launch system safety estimation models. Acta Astronautica, 2009, 64(1):9-13 doi: 10.1016/j.actaastro.2008.06.003
    [10] Dong X J, Chen Y W, Li M, Zhang Y X. A spacecraft launch organizational reliability model based on CSF. Quality and Reliability Engineering International, 2013, 29(7):1041-1054 doi: 10.1002/qre.1455
    [11] USA, Department of Defense. Handbook test requirements for launch, upper-stage, and space vehicles, Vol I: baselines and Vol Ⅱ: applications guidelines. MIL-HDBK, 1999.
    [12] Murtazin R, Petrov N, Ulybyshev Y. Launch strategy for manned spacecraft:improving safety or increasing of launch mass? Acta Astronautica, 2011, 69(7-8):644-649 doi: 10.1016/j.actaastro.2011.05.031
    [13] 罗桂华.航天发射场的最优运行研究[硕士学位论文], 浙江大学, 中国, 2010 http://cdmd.cnki.com.cn/Article/CDMD-10335-1011052458.htm

    Luo Gui-Hua. The Optimization of Planning, Scheduling and Allocation of Human Resources on Space Launching Project[Master thesis], Zhejiang University, China, 2010 http://cdmd.cnki.com.cn/Article/CDMD-10335-1011052458.htm
    [14] Satellite Earth Stations and Systems (SES), European Co-operation for Space Standardization (ECSS), Satellite Software Data Handling Interfaces (SSDHI), European Standard ETSI-EN-301-927, 2003.
    [15] Jones R T, Handsfield L, Read P W, Wilson D D, Van Ausdal R, Schlesinger D J, et al. Safety and feasibility of STAT RAD:improvement of a novel rapid tomotherapy-based radiation therapy workflow by failure mode and effects analysis. Practical Radiation Oncology, 2015, 5(2):106-112 doi: 10.1016/j.prro.2014.03.016
    [16] Kadzhaev V, Barmin I, Denoyers J Y, Ragot A. Ensuring an acceptable reliability and safety level for a launch complex. Acta Astronautica, 2011, 68(7-8):1079-1085 doi: 10.1016/j.actaastro.2010.09.023
    [17] Ren H, Chai Y, Qu J F, Ye X, Tang Q. A novel adaptive fault detection methodology for complex system using deep belief networks and multiple models:a case study on cryogenic propellant loading system. Neurocomputing, 2018, 275:2111-2125 doi: 10.1016/j.neucom.2017.10.063
    [18] 刘海飞, 陈虹, 王天祥, 雷刚.液氢和液氧低温推进剂加注系统中的管路瞬变特性研究.水动力学研究与进展, 2014, 29(6):642-648 http://d.old.wanfangdata.com.cn/Periodical/sdlxyjyjz201406002

    Liu Hai-Fei, Chen Hong, Wang Tian-Xiang, Lei Gang. Study on the transient flow characteristics of the filling pipe of liquid hydrogen/liquid oxygen cryogenic propellants. Journal of Hydrodynamics, 2014, 29(6):642-648 http://d.old.wanfangdata.com.cn/Periodical/sdlxyjyjz201406002
    [19] Békési B. System Safety Program Requirements, NASAMIL-STD-882D, 2000.
    [20] 国防科学技术工业委员会. QJ2236航天器和导弹武器系统安全性通用大纲, 1996.
    [21] 国防科学技术工业委员会. GJB900-90系统安全性通用大纲, 1996.
    [22] der Kiureghian A. Risk assessment of satellite launch with reusable launch vehicle. Reliability Engineering and System Safety, 2001, 74(3):353-360 doi: 10.1016/S0951-8320(01)00084-9
    [23] Keller S, Collopy P. Value Modeling for a Space Launch System. Procedia Computer Science, 2013, 16:1152-1160 doi: 10.1016/j.procs.2013.01.121
    [24] Gee K, Lawrence S L. Sensitivity Analysis of Launch Vehicle Debris Risk Model. Washington, D.C., USA: NASA, 2010.
    [25] Xu D L, Liu J, Yang J B, Liu G P, Wang J, Jenkinson I, et al. Inference and learning methodology of belief-rule-based expert system for pipeline leak detection. Expert Systems with Applications, 2007, 32(1):103-113 doi: 10.1016/j.eswa.2005.11.015
    [26] 张可, 周东华, 柴毅.复合故障诊断技术综述.控制理论与应用, 2015, 32(9):1143-1157 http://d.old.wanfangdata.com.cn/Periodical/kzllyyy201509003

    Zhang Ke, Zhou Dong-Hua, Chai Yi. Review of multiple fault diagnosis methods. Control Theory and Applications, 2015, 32(9):1143-1157 http://d.old.wanfangdata.com.cn/Periodical/kzllyyy201509003
    [27] Harland D M, Lorenz R. Space Systems Failures:Disasters and Rescues of Satellites, Rocket and Space Probes. Chichester:Praxis, 2005.
    [28] 宋建军, 杜小平, 赵继广.航天发射场加注系统风险评估技术研究.航天控制, 2012, 30(1):76-80 doi: 10.3969/j.issn.1006-3242.2012.01.015

    Song Jian-Jun, Du Xiao-Ping, Zhao Ji-Guang. Research on risk evaluation in filling system of space launch site. Aerospace Control, 2012, 30(1):76-80 doi: 10.3969/j.issn.1006-3242.2012.01.015
    [29] 宋征宇.运载火箭远程故障诊断技术综述.宇航学报, 2016, 37(2):135-144 doi: 10.3873/j.issn.1000-1328.2016.02.001

    Song Zheng-Yu. The survey of launch vehicle long distance fault diagnosis technique. Journal of Astronautics, 2016, 37(2):135-144 doi: 10.3873/j.issn.1000-1328.2016.02.001
    [30] 张素明, 安雪岩, 颜廷贵, 阎小涛.大型运载火箭的健康管理技术应用分析与探讨.导弹与航天运载技术, 2013, (6):33-38 http://d.old.wanfangdata.com.cn/Periodical/ddyhtyzjs201306012

    Zhang Su-Ming, An Xue-Yan, Yan Ting-Gui, Yan Xaio-Tao. Analysis and discussion of health management technology for large launch vehicle. Missiles and Space Vehicles, 2013, (6):33-38 http://d.old.wanfangdata.com.cn/Periodical/ddyhtyzjs201306012
    [31] Chandra S, Mehta D, Chakrabortty A. Equilibria analysis of power systems using a numerical homotopy method. In: Proceeding of the 2015 IEEE Power and Energy Society General Meeting. Denver, USA: IEEE, 2015. 1-5
    [32] Yin S, Xiao B, Ding S X, Zhou D H. A review on recent development of spacecraft attitude fault tolerant control system. IEEE Transactions on Industrial Electronics, 2016, 63(5):3311-3320 doi: 10.1109/TIE.2016.2530789
    [33] Marzat J, Piet-Lahanier H, Damongeot F, Walter E. Model-based fault diagnosis for aerospace systems:a survey. Proceedings of the Institution of Mechanical Engineers, Part G:Journal of Aerospace Engineering, 2012, 226(10):1329-1360 doi: 10.1177/0954410011421717
    [34] Kang X, Pi D C. A data-driven method of health monitoring for spacecraft. Aircraft Engineering and Aerospace Technology, 2018, 90(2):435-451 doi: 10.1108/AEAT-08-2016-0130
    [35] Datta S, Sarkar S. A review on different pipeline fault detection methods. Journal of Loss Prevention in the Process Industries, 2016, 41:97-106 doi: 10.1016/j.jlp.2016.03.010
    [36] Kordestani M, Zanj A, Orchard M E, Saif M. A modular fault diagnosis and prognosis method for hydro-control valve system based on redundancy in multisensor data information. IEEE Transactions on Reliability, 2019, 68(1):330-341 doi: 10.1109/TR.2018.2864706
    [37] Carvajal-Godinez J, Guo J, Gill E. Agent-based algorithm for fault detection and recovery of gyroscope's drift in small satellite missions. Acta Astronautica, 2017, 139:181-188 doi: 10.1016/j.actaastro.2017.07.001
    [38] Yang E F, Xiang H J, Gu D B, Zhang Z P. A comparative study of genetic algorithm parameters for the inverse problem-based fault diagnosis of liquid rocket propulsion systems. International Journal of Automation and Computing, 2007, 4(3):255-261 doi: 10.1007/s11633-007-0255-5
    [39] Moore R C. Autonomous safeing and fault protection for the New Horizons mission to Pluto. Acta Astronautica, 2007, 61(1-6):398-405 doi: 10.1016/j.actaastro.2007.01.009
    [40] Yu J, Rashid M M. A novel dynamic Bayesian network-based networked process monitoring approach for fault detection, propagation identification, and root cause diagnosis. AIChE Journal, 2013, 59(7):2348-2365 doi: 10.1002/aic.14013
    [41] Pandit J K, Mahapatra D R, Pandiyan R. Modal analysis of power electronics module of spacecraft and its health monitoring-an approach. Procedia Engineering, 2016, 144:283-288 doi: 10.1016/j.proeng.2016.05.134
    [42] 尹茂君.运载火箭故障诊断系统研究与实现[硕士学位论文], 电子科技大学, 中国, 2011 http://cdmd.cnki.com.cn/Article/CDMD-10614-1011192211.htm

    Yin Mao-Jun. Research and Implementation of Launch Vehicle Fault Diagnosis System[Master thesis], University of Electronic Science and Technology of China, China, 2011 http://cdmd.cnki.com.cn/Article/CDMD-10614-1011192211.htm
    [43] 马昕晖, 栾骁, 陈景鹏, 孙克.液氢加注系统中过滤器漏热故障仿真与分析.低温技术, 2012, 40(7):17-21 http://d.old.wanfangdata.com.cn/Periodical/dwycd201207004

    Ma Xin-Hui, Luan Xiao, Chen Jing-Peng, Sun Ke. Hot-Leakage fault simulation and analysis of filter in liquid hydrogen filling system. Cryogenics, 2012, 40(7):17-21 http://d.old.wanfangdata.com.cn/Periodical/dwycd201207004
    [44] Do P, Voisin A, Levrat E, Iung B. A proactive condition-based maintenance strategy with both perfect and imperfect maintenance actions. Reliability Engineering and System Safety, 2015, 133:22-32 doi: 10.1016/j.ress.2014.08.011
    [45] Wu Z W, Wu Y J, Chai T Y, Sun J. Data-driven abnormal condition identification and self-healing control system for fused magnesium furnace. IEEE Transactions on Industrial Electronics, 2015, 62(3):1703-1715 doi: 10.1109/TIE.2014.2349479
    [46] Zeng J S, Kruger U, Geluk J, Wang X, Xie L. Detecting abnormal situations using the Kullback-Leibler divergence. Automatica, 2014, 50(11):2777-2786 doi: 10.1016/j.automatica.2014.09.005
    [47] Greensmith J, Aickelin U, Tedesco G. Information fusion for anomaly detection with the dendritic cell algorithm. Information Fusion, 2010, 11(1):21-34 doi: 10.1016/j.inffus.2009.04.006
    [48] Lutz R R, Mikulski I C. Operational anomalies as a cause of safety-critical requirements evolution. Journal of Systems and Software, 2003, 65(2):155-161 doi: 10.1016/S0164-1212(02)00057-2
    [49] Matthews B L, Srivastava A N, Iverson D, Beil B, Lane B. Space shuttle main propulsion system anomaly detection:a case study. IEEE Aerospace and Electronic Systems Magazine, 2011, 26(9):4-13 doi: 10.1109/MAES.2011.6069898
    [50] Karanki D R, Kim T W, Dang V N. A dynamic event tree informed approach to probabilistic accident sequence modeling:dynamics and variabilities in medium LOCA. Reliability Engineering and System Safety, 2015, 142:78-91 doi: 10.1016/j.ress.2015.04.011
    [51] John A, Yang Z L, Riahi R, Wang J. A risk assessment approach to improve the resilience of a seaport system using Bayesian networks. Ocean Engineering, 2016, 111:136-147 doi: 10.1016/j.oceaneng.2015.10.048
    [52] Rahman F A, Varuttamaseni A, Kintner-Meyer M, Lee J C. Application of fault tree analysis for customer reliability assessment of a distribution power system. Reliability Engineering and System Safety, 2013, 111:76-85 doi: 10.1016/j.ress.2012.10.011
    [53] Higdon K P, Klaus D M. Characterizing human spacecraft safety and operability through a minimum functionality design methodology. Journal of Spacecraft and Rockets, 2013, 50(3):591-602 doi: 10.2514/1.A32261
    [54] Sharifi S, Tivay A, Rezaei S M, Zareinejad M, Mollaei-Dariani B. Leakage fault detection in Electro-Hydraulic Servo Systems using a nonlinear representation learning approach. ISA Transactions, 2018, 73:154-164 doi: 10.1016/j.isatra.2018.01.015
    [55] Yu Y B, Woradechjumroen D, Yu D H. A review of fault detection and diagnosis methodologies on air-handling units. Energy and Buildings, 2014, 82:550-562 doi: 10.1016/j.enbuild.2014.06.042
    [56] Okochi G S, Yao Y. A review of recent developments and technological advancements of variable-air-volume (VAV) air-conditioning systems. Renewable and Sustainable Energy Reviews, 2016, 59:784-817 doi: 10.1016/j.rser.2015.12.328
    [57] Bruton K, Raftery P, Kennedy B, Keane M M, O'Sullivan D T J. Review of automated fault detection and diagnostic tools in air handling units. Energy Efficiency, 2014, 7(2):335-351 doi: 10.1007/s12053-013-9238-2
    [58] Ahmed M, Naser Mahmood A, Hu J K. A survey of network anomaly detection techniques. Journal of Network and Computer Applications, 2016, 60:19-31 doi: 10.1016/j.jnca.2015.11.016
    [59] Pimentel M A F, Clifton D A, Clifton L, Tarassenko L. A review of novelty detection. Signal Processing, 2014, 99:215-249 doi: 10.1016/j.sigpro.2013.12.026
    [60] 龚学兵, 王日新, 徐敏强.基于数据关联性分析的飞轮异常检测.航空学报, 2015, 36(3):898-906 http://d.old.wanfangdata.com.cn/Periodical/hkxb201503023

    Gong Xue-Bing, Wang Ri-Xin, Xu Min-Qiang. Abnormality detection for flywheels based on data association analysis. Acta Aeronautica et Astronautica Sinica, 2015, 36(3):898-906 http://d.old.wanfangdata.com.cn/Periodical/hkxb201503023
    [61] Riasi A, Nourbakhsh A, Raises M. Energy dissipation in unsteady turbulent pipe flows caused by water hammer. Computers and Fluids, 2013, 73:124-133 doi: 10.1016/j.compfluid.2012.12.015
    [62] 中华人民共和国国家标准化管理委员会.电气/电子/可编程电子安全相关系统的功能安全, GB-T 20438, 2007.
    [63] Oktem U G, Seider W D, Soroush M, Pariyani A. Improve process safety with near-miss analysis. Chemical Engineering Progress, 2013, 109(5):20-27 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=08129ffaa8d54171bfba50ec755e8eee
    [64] Weiss K A, Dulac N, Chiesi S, Daouk M, Zipkin D, Leveson N. Engineering spacecraft mission software using a model-based and safety-driven design methodology. Journal of Aerospace Computing Information and Communication, 2006, 3(11):562-586 doi: 10.2514/1.24677
    [65] Kadzhaev V, Barmin I, Denoyers J Y, Ragot A. Ensuring an acceptable reliability and safety level for a launch complex. Acta Astronautica, 2011, 68(7-8):1079-1085 doi: 10.1016/j.actaastro.2010.09.023
    [66] van Staalduinen M A, Khan F, Gadag V, Reniers G. Functional quantitative security risk analysis (QSRA) to assist in protecting critical process infrastructure. Reliability Engineering and System Safety, 2017, 157:23-34 doi: 10.1016/j.ress.2016.08.014
    [67] Wang S P, Zhang Z Z, Ning J M, Ren G X, Yan S H, Wan X C. Back propagation-artificial neural network model for prediction of the quality of tea shoots through selection of relevant near infrared spectral data via synergy interval partial least squares. Analytical Letters, 2013, 46(1):184-195 doi: 10.1080/00032719.2012.706848
    [68] Meng H Y, Bianchi-Berthouze N, Deng Y D, Cheng J K, Cosmas J P. Time-delay neural network for continuous emotional dimension prediction from facial expression sequences. IEEE Transactions on Cybernetics, 2016, 46(4):916-929 doi: 10.1109/TCYB.2015.2418092
    [69] Saeh I S, Wustafa M W. Performance evaluation of deregulated power system static security assessment using RBF-NN technique. Jurnal Teknologi, 2013, 64(1):109-116
    [70] Gholami M, Gharehpetian G B, Mohammadi M. Intelligent hierarchical structure of classifiers to assess static security of power system. Journal of Intelligent and Fuzzy Systems, 2015, 28(6):2875-2880 doi: 10.3233/IFS-151566
    [71] Arunraj N S, Mandal S, Maiti J. Modeling uncertainty in risk assessment:an integrated approach with fuzzy set theory and Monte Carlo simulation. Accident Analysis and Prevention, 2013, 55(3):242-255
    [72] Watson M D. System Exergy:system integrating physics of launch vehicles and spacecraft. Journal of Spacecraft and Rockets, 2018, 55(2):451-461 doi: 10.2514/1.A33929
    [73] Kolaini A R, Tsuha W, Fernandez J P. Spacecraft vibration testing:benefits and potential issues. Advances in Aircraft and Spacecraft Science, 2018, 5(2):165-175 http://d.old.wanfangdata.com.cn/NSTLHY/NSTL_HYCC026191111/
    [74] Luo Y Z, Liang L B, Wang H, Tang G J. Quantitative performance for spacecraft rendezvous trajectory safety. Journal of Guidance, Control, and Dynamics, 2011, 34(4):1264-1269 doi: 10.2514/1.52041
    [75] 崔豹, 赵继广, 陈景鹏, 张杨.航天发射场风险分析系统研究.安全与环境工程, 2014, 21(4):152-158 doi: 10.3969/j.issn.1671-1556.2014.04.031

    Cui Bao, Zhao Ji-Guang, Chen Jing-Peng, Zhang Yang. Research of the risk analysis system of space launch site. Safety and Environmental Engineering, 2014, 21(4):152-158 doi: 10.3969/j.issn.1671-1556.2014.04.031
    [76] 苏永芝, 陈景鹏.航天发射场地面设施设备可靠性工作研究.装备学院学报, 2014, 25(2):56-59 doi: 10.3783/j.issn.2095-3828.2014.02.014

    Su Yong-Zhi, Chen Jing-Peng. Research on the reliability of spaceflight launch site's facilities and equipment. Journal of Equipment Academy, 2014, 25(2):56-59 doi: 10.3783/j.issn.2095-3828.2014.02.014
    [77] Gee K, Lawrence S L. Launch vehicle debris models and crew vehicle ascent abort risk. In: Proceedings Annual Reliability and Maintainability Symposium. Orlando, FL, USA: IEEE, 2013. 1-5
    [78] Chen W Y, Chen W Y, Wan B L, Sun G. Safety analysis and research on risk assessment model of spacecraft assembly. In: Proceedings of the 9th International Conference on Reliability, Maintainability and Safety. Guiyang, China: IEEE, 2011. 454-459
    [79] Collong S, Kouta R. Fault tree analysis of proton exchange membrane fuel cell system safety. International Journal of Hydrogen Energy, 2015, 40(25):8248-8260 doi: 10.1016/j.ijhydene.2015.04.101
    [80] 李润求, 施式亮, 伍爱友.安全预测的EEMD-PSR-Elman建模方法及应用.中国安全科学学报, 2015, 25(6):105-110 http://d.old.wanfangdata.com.cn/Periodical/zgaqkxxb201506018

    Li Run-Qiu, Shi Shi-Liang, Wu Ai-You. EEMD-PSR-Elman modeling method for safety prediction and its application. China Safety Science Journal, 2015, 25(6):105-110 http://d.old.wanfangdata.com.cn/Periodical/zgaqkxxb201506018
    [81] Falcoz A, Henry D, Zolghadri A. Robust fault diagnosis for atmospheric reentry vehicles:a case study. IEEE Transactions on Systems, Man, and Cybernetics, Part A:Systems and Humans, 2010, 40(5):886-899 doi: 10.1109/TSMCA.2010.2063022
    [82] Dulac N, Nancy L, David Z, et al. A framework for dynamic safety and risk management modeling in complex engineering systems. In: Proceedings of the 2005 Winter Simulation Conference. Orlando, USA, 2007.
    [83] Chen S J, Chen Q X, Xia Q, Zhong H W, Kang C Q. N-1 security assessment approach based on the steady-state security distance. IET Generation, Transmission and Distribution, 2015, 9(15):2419-2426 doi: 10.1049/iet-gtd.2015.0552
    [84] Yang X L, Sam Mannan M. An uncertainty and sensitivity analysis of dynamic operational risk assessment model:a case study. Journal of Loss Prevention in the Process Industries, 2010, 23(2):300-307 doi: 10.1016/j.jlp.2009.11.001
    [85] Nield G C, Sloan J, Gerlach D. Establishing recommended practices for commercial human space flight occupant safety. New Space, 2015, 3(3):147-153 doi: 10.1089/space.2015.0005
    [86] Iverson D L, Martin R, Schwabacher M, Spirkovska L, Taylor W, Mackey R, et al. General purpose data-driven monitoring for space operations. Journal of Aerospace Computing, Information, and Communication, 2009, 9(2):26-44
    [87] Osipov V V, Muratov C B. Dynamic condensation blocking in cryogenic refueling. Applied Physics Letters, 2008, 93(22):224105 doi: 10.1063/1.3025674
    [88] Filatyev A S, Buzuluk V, Yanova O, Ryabukha N, Petrov A. Advanced aviation technology for reusable launch vehicle improvement. Acta Astronautica, 2014, 100:11-21 doi: 10.1016/j.actaastro.2014.03.007
    [89] Mueller G E, Kohrs D, Bailey R, Lai G. Autonomous safety and reliability features of the K-1 avionics system. Acta Astronautica, 2004, 54(5):363-370 doi: 10.1016/S0094-5765(03)00032-8
    [90] Wu F W, Ji Z D, Yang C F. Construction monitoring of cable-stayed bridges based on gray prediction model. Open Civil Engineering Journal, 2015, 9(1):736-742 doi: 10.2174/1874149501509010736
    [91] Ciancone M L, Johnson G W. Safety considerations in design of spacecraft hatches. In: Proceedings of the 4th IAASS Conference-Making Safety Matter. Huntsville, AL, USA: ADS, 2010.
    [92] Chen J, Kumar R. Stochastic failure prognosability of discrete event systems. IEEE Transactions on Automatic Control, 2015, 60(6):1570-1581 doi: 10.1109/TAC.2014.2381437
    [93] Palerm S, Bonhomme C, Petitot S, Chopinet J N. CNES Future preparation for liquid propulsion. In: Proceedings of the 51st AIAA/SAE/ASEE Joint Propulsion Conference. Orlando, USA: AIAA, 2013. 1-7
    [94] Yan H, Gong Q, Park C D, Ross I M, D'Souza C N. High-accuracy trajectory optimization for a trans-earth lunar mission. Journal of Guidance, Control, and Dynamics, 2011, 34(4):1219-1227 doi: 10.2514/1.49237
    [95] Li J Y, Gong S P, Wang X, Li J X. Launch window for manned Moon-to-Earth trajectories. Aircraft Engineering and Aerospace Technology, 2012, 84(5):344-356 doi: 10.1108/00022661211255520
    [96] Fazelzadeh S A, Varzandian G A. Minimum-time Earth-Moon and Moon-Earth orbital maneuvers using time-domain finite element method. Acta Astronautica, 2010, 66(3-4):528-538 doi: 10.1016/j.actaastro.2009.07.021
    [97] Palerm S, Bonhomme C, Guelou Y, Chopinet J N, Danous P. The future of cryogenic propulsion. Acta Astronautica, 2015, 112:166-173 doi: 10.1016/j.actaastro.2015.02.015
    [98] 贾驰千, 冯冬芹.基于多目标决策的工控系统设备安全评估方法研究.自动化学报, 2016, 42(5):706-714 http://www.aas.net.cn/CN/abstract/abstract18860.shtml

    Jia Chi-Qian, Feng Dong-Qin. Industrial control system devices security assessment with multi-objective decision. Acta Automatica Sinica, 2016, 42(5):706-714 http://www.aas.net.cn/CN/abstract/abstract18860.shtml
    [99] Wurzelbacher S J, Bertke S J, Lampl M P, Bushnell P T, Meyers A R, Robins D C, et al. The effectiveness of insurer-supported safety and health engineering controls in reducing workers' compensation claims and costs. American Journal of Industrial Medicine, 2014, 57(12):1398-1412 doi: 10.1002/ajim.22372
    [100] 龙乐豪, 王小军, 果琳丽.中国进入空间能力的现状与展望.中国工程科学, 2006, 8(11):25-28, 32 doi: 10.3969/j.issn.1009-1742.2006.11.005

    Long Le-Hao, Wang Xiao-Jun, Guo Lin-Li. The present situation and prospect of China's space-entering capacity. Engineering Science, 2006, 8(11):25-28, 32 doi: 10.3969/j.issn.1009-1742.2006.11.005
    [101] Osipov V V, Daigle M J, Muratov C B, Foygel M, Smelyanskiy V, Watson M D. Dynamical model of rocket propellant loading with liquid hydrogen. Journal of Spacecraft and Rockets, 2011, 48(6):987-998 doi: 10.2514/1.52587
    [102] 包为民.航天飞行器控制技术研究现状与发展趋势.自动化学报, 2013, 39(6):697-702 http://www.aas.net.cn/CN/abstract/abstract18095.shtml

    Bao Wei-Min. Present situation and development tendency of aerospace control techniques. Acta Automatica Sinica, 2013, 39(6):697-702 http://www.aas.net.cn/CN/abstract/abstract18095.shtml
    [103] Bandyopadhyay A, Majumdar A. Network flow simulation of fluid transients in rocket propulsion systems. Journal of Propulsion and Power, 2014, 30(6):1646-1653 doi: 10.2514/1.B35194
    [104] Mazzetti A, Merotto L, Pinarello G. Paraffin-based hybrid rocket engines applications:a review and a market perspective. Acta Astronautica, 2016, 126:286-297 doi: 10.1016/j.actaastro.2016.04.036
    [105] Hassan R, Crossley W. Spacecraft reliability-based design optimization under uncertainty including discrete variables. Journal of Spacecraft and Rockets, 2008, 45(2):394-405 doi: 10.2514/1.28827
    [106] Launay S, Sartre V, Bonjour J. Analytical model for characterization of loop heat pipes. Journal of Thermophysics and Heat Transfer, 2008, 22(4):623-631 doi: 10.2514/1.37439
    [107] 刘强, 秦泗钊.过程工业大数据建模研究展望.自动化学报, 2016, 42(2):161-171 http://www.aas.net.cn/CN/abstract/abstract18807.shtml

    Liu Qiang, Qin S J. Perspectives on big data modeling of process industries. Acta Automatica Sinica, 2016, 42(2):161-171 http://www.aas.net.cn/CN/abstract/abstract18807.shtml
    [108] Faure J M, Oloveira J M, Chintalapati S, Gutierrez H M, Kirk D R. Effect of isogrid-type obstructions on thermal stratification in upper-stage rocket propellant tanks. Journal of Spacecraft and Rockets, 2014, 51(5):1587-1602 doi: 10.2514/1.A32699
    [109] 陈俊, 赵继广, 夏鲁瑞.发射场液氢加注管路过滤器仿真分析研究.机床与液压, 2012, 40(7):149-151, 155 doi: 10.3969/j.issn.1001-3881.2012.07.046

    Chen Jun, Zhao Ji-Guang, Xia Lu-Rui. Simulation analysis for filter of liquid hydrogen filling equipment in launch center. Machine Tool and Hydraulics, 2012, 40(7):149-151, 155 doi: 10.3969/j.issn.1001-3881.2012.07.046
    [110] 苏永芝, 刘党辉, 张振伟.基于MultiGen Creator的航天发射场三维模型优化技术.系统仿真学报, 2013, 25(8):1816-1819 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=xtfzxb201308020

    Su Yong-Zhi, Liu Dang-Hui, Zhang Zhen-Wei. Optimization technology of 3D model for space launch site based on MultiGen Creator. Journal of System Simulation, 2013, 25(8):1816-1819 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=xtfzxb201308020
    [111] 陈世超, 黄福友, 丁鹏飞, 唐强, 何燚.液氧加注系统仿真研究.低温与超导, 2016, 44(6):10-13 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=dwycd201606003

    Chen Shi-Chao, Huang Fu-You, Ding Peng-Fei, Tang Qiang, He Yi. Simulation research of the liquid oxygen filling system. Cryogenics, 2016, 44(6):10-13 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=dwycd201606003
    [112] 高智勇, 霍伟汉, 高建民, 姜洪权.化工系统海量数据的扩散映射和异常辨识.计算机集成制造系统, 2014, 20(12):3091-3096 http://d.old.wanfangdata.com.cn/Periodical/jsjjczzxt201412020

    Gao Zhi-Yong, Huo Wei-Han, Gao Jian-Ming, Jiang Hong-Quan. Diffusion mapping and abnormal recognition algorithm for mass data of chemical system. Computer Integrated Manufacturing Systems, 2014, 20(12):3091-3096 http://d.old.wanfangdata.com.cn/Periodical/jsjjczzxt201412020
    [113] Chabridon V, Balesdent M, Bourinet J M, Morio J, Gayton N. Evaluation of failure probability under parameter epistemic uncertainty:application to aerospace system reliability assessment. Aerospace Science and Technology, 2017, 69:526-537 doi: 10.1016/j.ast.2017.07.016
    [114] 杨勇.我国重复使用运载器发展思路探讨.导弹与航天运载技术, 2006, (4):1-4 doi: 10.3969/j.issn.1004-7182.2006.04.001

    Yang Yong. Study on roadmap of Chinese reusable launch vehicle. Missiles and Space Vehicles, 2006, (4):1-4 doi: 10.3969/j.issn.1004-7182.2006.04.001
    [115] Cong H, Yang Y L, Jiang P C, Feng F Z, Zhang H X, Li Y K, et al. Optimization strategy for air handling units in spacecraft launching site. Applied Thermal Engineering, 2016, 109:678-684 doi: 10.1016/j.applthermaleng.2016.08.119
    [116] Yang Y L, Jiang P C, Cong H, Feng F Z, Zhang H X. Research on the route optimization for fresh air processing of air handling unit in spacecraft launching site. Applied Thermal Engineering, 2015, 86:292-300 doi: 10.1016/j.applthermaleng.2015.04.060
    [117] Nagano S. Space systems verification program and management process. Systems Engineering, 2008, 11(1):27-38 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=10.1002/sys.20084
    [118] Hedayat A, Cartagena W, Majumdar A K, LeClair A C. Modeling and analysis of chill and fill processes for the cryogenic storage and transfer engineering development unit tank. Cryogenics, 2016, 74:106-112 doi: 10.1016/j.cryogenics.2015.11.003
    [119] Zio E. Reliability engineering:old problems and new challenges. Reliability Engineering and System Safety, 2009, 94(2):125-141 doi: 10.1016/j.ress.2008.06.002
    [120] Daigle M, Goebel K. Model-based prognostics under limited sensing. In: Proceedings of the 2010 IEEE Aerospace Conference. Big Sky, MT, USA: IEEE, 2010. 1-12
    [121] Čepin M. Comparison of methods for dependency determination between human failure events within human reliability analysis. In: Proceedings of the International Conference Nuclear Energy for New Europe. Portorož, Slovenia, 2007. 302.1-302.8
    [122] French S, Bedford T, Pollard S J T, Soane E. Human reliability analysis:a critique and review for managers. Safety Science, 2011, 49(6):753-763 doi: 10.1016/j.ssci.2011.02.008
    [123] 董学军, 陈英武.基于补偿和不可替代因素合成的人因可靠性分析方法.系统工程理论与实践, 2012, 32(9):2087-2096 doi: 10.3969/j.issn.1000-6788.2012.09.029

    Dong Xue-Jun, Chen Ying-Wu. Method of human reliability analysis based on CSICF. Systems Engineering-Theory and Practice, 2012, 32(9):2087-2096 doi: 10.3969/j.issn.1000-6788.2012.09.029
    [124] Su X Y, Mahadevan S, Xu P D, Deng Y. Inclusion of task dependence in human reliability analysis. Reliability Engineering and System Safety, 2014, 128(4):41-55 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=77c8c714b98e4a6f97dea35d03df7c99
    [125] Collopy P. Aerospace system value models: a survey and observations. In: Proceedings of AIAA SPACE 2009 Conference and Exposition. Pasadena, California, USA: AIAA, 2009.
    [126] 智文书, 马昕晖, 赵继广, 陈景鹏.基于层次分析法的低温加注系统安全风险评估.低温工程, 2013, (6):31-35 doi: 10.3969/j.issn.1000-6516.2013.06.007

    Zhi Wen-Shu, Ma Xin-Hui, Zhao Ji-Guang, Chen Jing-Peng. Risk assessment of low temperature filling system based on AHP method. Cryogenics, 2013, (6):31-35 doi: 10.3969/j.issn.1000-6516.2013.06.007
    [127] Geng F, Herd R, Tien A, Saleh J H. Beyond cost tools: spacecraft net present value and the hosted payload paradigm. In: Proceedings of the 2015 IEEE Aerospace Conference. Big Sky, MT, USA: IEEE, 2015. 1-19
    [128] Doherty M P, Gaby J D, Salerno L J, Sutherlin S G. Cryogenic fluid management technology for moon and mars missions. In: Proceedings of AIAA SPACE 2009 Conference and Exposition. Pasadena, USA: AIAA, 2010.
    [129] 马昕晖, 陈景鹏, 徐腊萍, 智文书, 孙建.低温液氢加注系统间歇泉现象风险评估研究.低温工程, 2013, (4):54-59 doi: 10.3969/j.issn.1000-6516.2013.04.013

    Ma Xin-Hui, Chen Jing-Peng, Xu La-Ping, Zhi Wen-Shu, Sun Jian. Risk assessment research of geysering phenomenon in cryogenic liquid hydrogen loading system. Cryogenics, 2013, (4):54-59 doi: 10.3969/j.issn.1000-6516.2013.04.013
    [130] Snelgrove K B, Saleh J H. Toward a new spacecraft optimal design lifetime? Impact of marginal cost of durability and reduced launch price. Acta Astronautica, 2016, 127:271-282 doi: 10.1016/j.actaastro.2016.05.036
    [131] Saffers J B, Molkov V V. Hydrogen safety engineering framework and elementary design safety tools. International Journal of Hydrogen Energy, 2014, 39(11):6268-6285 doi: 10.1016/j.ijhydene.2013.06.060
    [132] Flachbart R H, Hedayat A, Holt K A, Sims J, Johnson E F, Hastings L J, et al. Large-Scale Liquid Hydrogen Tank Rapid Chill and Fill Testing for the Advanced Shuttle Upper Stage Concept, Technical Report NASA/TP-2013-217482, NASA, Washington, D.C., USA, 2013.
    [133] 谢福寿, 雷刚, 王磊, 邢科伟, 厉彦忠.过冷低温推进剂的性能优势及其应用前景.西安交通大学学报, 2015, 49(5):16-23, 127 http://d.old.wanfangdata.com.cn/Periodical/xajtdxxb201505003

    Xie Fu-Shou, Lei Gang, Wang Lei, Xing Ke-Wei, Li Yan-Zhong. Performance advantages and application prospects of subcooled cryogenic propellants. Journal of Xi'an Jiaotong University, 2015, 49(5):16-23, 127 http://d.old.wanfangdata.com.cn/Periodical/xajtdxxb201505003
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  • 收稿日期:  2018-03-09
  • 录用日期:  2018-11-19
  • 刊出日期:  2019-10-20

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