| [1] | Mohammadpour J, Franchek M, Grigoriadis K. A survey on diagnostics methods for automotive engines. In:Proceedings of the 2011 American Control Conference. San Francisco, CA, USA:IEEE, 2011. 985-990 |
| [2] | Nimmo I. Adequately address abnormal situation operations. Chemical Engineering Progress, 1995, 91(9):36-45 |
| [3] | Smith K S, Ran L, Penman J. Real-time detection of intermittent misfiring in a voltage-fed PWM inverter induction-motor drive. IEEE Transactions on Industrial Electronics, 1997, 44(4):468-476 doi: 10.1109/41.605620 |
| [4] | Ding S X. Model-based Fault Diagnosis Techniques. Berlin Heidelberg:Springer, 2008. 1-11 |
| [5] | 李秋玲. 基于优化型支持向量机的发动机失火故障诊断研究[硕士学位论文], 太原理工大学, 中国, 2015 Li Qiu-Ling. Research based on the Optimization Model of Support Vector Machine for Car-engine Misfire Fault Diagnosis[Master dissertation], Taiyuan University of Technology, China, 2015 |
| [6] | 刘升刚. 基于神经网络的电喷发动机故障诊断技术研究[硕士学位论文], 重庆理工大学, 中国, 2012 Liu Sheng-Gang. A Study on EFI Engine Fault Diagnosis Technology based on Neural Networks[Master dissertation], Chongqing University of Technology, China, 2012 |
| [7] | Merkisz J, Boguś P, Grzeszczyk R. Overview of engine misfire detection methods used in on board diagnostics. Journal of KONES, 2001, 8(1-2):326-341 |
| [8] | Venkatasubramanian V, Rengaswamy R, Yin K W, Kavuri S N. A review of process fault detection and diagnosis:Part Ⅰ:quantitative model-based methods. Computers and Chemical Engineering, 2003, 27(3):293-311 doi: 10.1016/S0098-1354(02)00160-6 |
| [9] | Venkatasubramanian V, Rengaswamy R, Kavuri S N. A review of process fault detection and diagnosis:Part Ⅱ:qualitative models and search strategies. Computers and Chemical Engineering, 2003, 27(3):313-326 doi: 10.1016/S0098-1354(02)00161-8 |
| [10] | Venkatasubramanian V, Rengaswamy R, Kavuri S N, Yin K W. A review of process fault detection and diagnosis:Part Ⅲ:process history based methods. Computers and Chemical Engineering, 2003, 27(3):327-346 doi: 10.1016/S0098-1354(02)00162-X |
| [11] | Janakiraman V M, Nguyen X, Stemiak J, Assanis D. Identification of the dynamic operating envelope of HCCI engines using class imbalance learning. IEEE Transactions on Neural Networks And Learning Systems, 2015, 26(1):98-112 doi: 10.1109/TNNLS.2014.2311466 |
| [12] | Mayhew C G, Knierim K L, Chaturvedi N A, Park S, Ahmed J, Kojic A. Reduced-order modeling for studying and controlling misfire in four-stroke HCCI engines. In:Proceedings of the 48th IEEE Conference on Decision and Control. Shanghai, China:IEEE, 2009. 5194-5199 |
| [13] | Knierim K L, Park S, Ahmed J, Kojic A, Orlandini I, Kulzer A. Simulation of misfire and strategies for misfire recovery of gasoline HCCI. In:Proceedings of the 2008 American Control Conference. Seattle, WA, USA:IEEE, 2008. 3947-3952 |
| [14] | Bahri B, Aziz A A, Shahbakhti M, Said M F M. Understanding and detecting misfire in an HCCI engine fuelled with ethanol. Applied Energy, 2013, 108:24-33 doi: 10.1016/j.apenergy.2013.03.004 |
| [15] | Mohammadpour J, Franchek M, Grigoriadis K. A survey on diagnostic methods for automotive engines. International Journal of Engine Research, 2012, 13(1):41-64 doi: 10.1177/1468087411422851 |
| [16] | Williams J. An Overview of Misfiring Cylinder Engine Diagnostic Techniques based on Crankshaft Angular Velocity Measurements. SAE Technical Paper 960039, 1996. |
| [17] | Chen J, Randall R, Peeters B, Desmet W, Van der Auweraer H. Artificial neural network based fault diagnosis of IC engines. Key Engineering Materials, 2012, 518:47-56 doi: 10.4028/www.scientific.net/KEM.518 |
| [18] | Chen J, Randall R B, Peerers B, Van der Auweraer H, Desmet W. Automated misfire diagnosis in engines using torsional vibration and block rotation. Journal of Physics:Conference Series, 2012, 364(1):012020 http://adsabs.harvard.edu/abs/2012JPhCS.364a2020C |
| [19] | 徐晓齐. OBD车载诊断系统与维修案例解析.北京:化学工业出版社, 2015. 13-16 Xu Xiao-Qi. On-Board Diagnosis System and Maintenance Case Analysis. Beijing:Chemical Industry Press, 2015. 13-16 |
| [20] | Alkhateeb A, Das M. A model based data normalization technique for improving performance of engine misfire detection algorithms. In:Proceedings of the 2004 IEEE Electro/Information Technology Conference. Milwaukee, WI, USA:IEEE, 2004. 115-124 |
| [21] | Gevecia M, Osburn A W, Franchek M A. An Investigation of Crankshaft Oscillations for Cylinder Health Diagnostics. Mechanical Systems and Signal Processing, 2005, 19(5):1107-1134 doi: 10.1016/j.ymssp.2004.06.009 |
| [22] | Liu L Y, Yang H L, Plee S, Naber J. Windowed selected moving autocorrelation (WSMA), tri-correlation (TriC), and misfire detection. SAE Technical Paper 2005-01-0647, 2005. |
| [23] | 任卫军, 贺昱曜, 张卫钢.基于曲轴段加速度的内燃机失火故障在线诊断.汽车工程, 2010, 32(4):339-342 http://www.cnki.com.cn/Article/CJFDTOTAL-QCGC201004012.htm Ren Wei-Jun, He Yu-Yao, Zhang Wei-Gang. On-line diagnosis on misfire fault of internal combustion engine based on crankshaft segment acceleration. Automotive Engineering, 2010, 32(4):339-342 http://www.cnki.com.cn/Article/CJFDTOTAL-QCGC201004012.htm |
| [24] | Nishibe Y, Nonomura Y, Tsukada K, Takeuchi M, Miyashita M, Ito K. Determination of engine misfiring using magnetoelastic torque sensor. IEEE Transactions on Instrumentation and Measurement, 1998, 47(3):760-765 doi: 10.1109/19.744343 |
| [25] | Sood A K, Fahs A A, Henein N A. Engine fault analysis:Part Ⅱ-parameter estimation approach. IEEE Transactions on Industrial Electronics, 1985, IE-32(4):301-307 doi: 10.1109/TIE.1985.350101 |
| [26] | Haskara I, Mianzo L. Real-time cylinder pressure and indicated torque estimation via second order sliding modes. In:Proceedings of the 2001 American Control Conference. Arlington, VA, USA:IEEE, 2001. 3324-3328 |
| [27] | Helm S, Kozek M, Jakubek S. Combustion torque estimation and misfire detection for calibration of combustion engines by parametric Kalman filtering. IEEE Transactions on Industrial Electronics, 2012, 59(11):4326-4337 doi: 10.1109/TIE.2012.2193855 |
| [28] | Jung D, Eriksson L, Frisk E, Krysander M. Development of misfire detection algorithm using quantitative FDI performance analysis. Control Engineering Practice, 2015, 34:49-60 doi: 10.1016/j.conengprac.2014.10.001 |
| [29] | Molinar-Monterrubio J, Castro-Linares R. Sliding mode observer for internal combustion engine misfire detection. In:Proceedings of the 2007 Electronics, Robotics and Automotive Mechanics Conference. Morelos, Mexico:IEEE, 2007. 620-624 |
| [30] | Molinar-Monterrubio J, Castro-Linares R. Internal combustion engine parametric identification scheme for misfire fault detection:experimental results. In:Proceedings of the 2009 IEEE International Conference on Industrial Technology. Gippsland, VIC, UK:IEEE, 2009. 1-6 |
| [31] | Tinaut F V, Melgar A, Laget H, Domínguez J I. Misfire and compression fault detection through the energy model. Mechanical Systems and Signal Processing, 2007, 21(3):1521-1535 doi: 10.1016/j.ymssp.2006.05.006 |
| [32] | Liu J M, Shi Y P, Zhang X M, Xu S Y, Dong L J. Fuel injection system fault diagnosis based on cylinder head vibration signal. Procedia Engineering, 2011, 16:218-223 doi: 10.1016/j.proeng.2011.08.1075 |
| [33] | 乔新勇, 刘建敏, 张小明.基于神经网络信息融合的发动机失火故障诊断.内燃机工程, 2009, 30(1):74-79 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG200901018.htm Qiao Xin-Yong, Liu Jian-Min, Zhang Xiao-Ming. A method for diagnosing misfiring fault of engine based on neural network data fusion. Chinese Internal Combustion Engine Engineering, 2009, 30(1):74-79 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG200901018.htm |
| [34] | Devasenapati S B, Sugumaran V, Ramachandran K I. Misfire identification in a four-stroke four-cylinder petrol engine using decision tree. Expert Systems with Applications, 2010, 37(3):2150-2160 doi: 10.1016/j.eswa.2009.07.061 |
| [35] | Willimowski M, Isermann R. A Time Domain based Diagnostic System for Misfire Detection in Spark-ignition Engines by Exhaust-gas Pressure Analysis. SAE Technical Paper 2000-01-0366, 2000. |
| [36] | 范晓梅, 许勇, 李炎.基于EMD算法的发动机故障监测研究.内燃机学报, 2009, 27(3):282-287 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJX200903016.htm Fan Xiao-Mei, Xu Yong, Li Yan. Study on engine monitoring and fault diagnosis based on EMD algorithm. Transactions of CSICE, 2009, 27(3):282-287 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJX200903016.htm |
| [37] | Kim S, Minho C, Kooksang S. The misfire detection by the exhaust pressure ascent rate. Transactions of the Korean Society of Automotive Engineers, 2003, 11(2):1-7 |
| [38] | 李增芳, 何勇.基于粗糙集与BP神经网络的发动机故障诊断模型.农业机械学报, 2005, 36(8):118-121 http://cpfd.cnki.com.cn/Article/CPFDTOTAL-YQYB200812001053.htm Li Zeng-Fang, He Yong. Study on fault diagnosis model of misfire in engines based on rough set theory and neural network technology. Transactions of the Chinese Society for Agricultural Machinery, 2005, 36(8):118-121 http://cpfd.cnki.com.cn/Article/CPFDTOTAL-YQYB200812001053.htm |
| [39] | Rodriguez C, Rementeria S, Martin J I, Lafuente A, Muguerza J, Perez J. A modular neural network approach to fault diagnosis. IEEE Transactions on Neural Networks, 1996, 7(2):326-340 doi: 10.1109/72.485636 |
| [40] | 毕晓君, 柳长源, 卢迪.基于PSO-RVM算法的发动机故障诊断.哈尔滨工程大学学报, 2014, 35(2):245-249 http://www.cnki.com.cn/Article/CJFDTOTAL-HEBG201402019.htm Bi Xiao-Jun, Liu Chang-Yuan, Lu Di. Engine fault diagnosis method based on PSO-RVM algorithm. Journal of Harbin Engineering University, 2014, 35(2):245-249 http://www.cnki.com.cn/Article/CJFDTOTAL-HEBG201402019.htm |
| [41] | Tamura M, Saito H, Murata Y, Kokubu K, Morimoto S. Misfire detection on internal combustion engines using exhaust gas temperature with low sampling rate. Applied Thermal Engineering, 2011, 31(17-18):4125-4131 doi: 10.1016/j.applthermaleng.2011.08.026 |
| [42] | 孙宜权, 张英堂, 李志宁, 程利军, 李志伟.运用Vold-Kalman阶比跟踪的发动机失火故障在线诊断.振动、测试与诊断, 2013, 33(6):1014-1018 http://www.cnki.com.cn/Article/CJFDTOTAL-ZDCS201306020.htm Sun Yi-Quan, Zhang Ying-Tang, Li Zhi-Ning, Cheng Li-Jun, Li Zhi-Wei. Online misfire fault diagnosis using Vold-Kalman order rracking. Journal of Vibration, Measurement & Diagnosis, 2013, 33(6):1014-1018 http://www.cnki.com.cn/Article/CJFDTOTAL-ZDCS201306020.htm |
| [43] | 樊新海, 姚炽伟, 曾兴祥, 王战军.基于排气噪声局域均值分解的失火故障诊断.内燃机工程, 2013, 34(4):38-41 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG201304008.htm Fan Xin-Hai, Yao Chi-Wei, Zeng Xing-Xiang, Wang Zhan-Jun. Misfire fault diagnosis based on local mean decomposition of exhaust noise. Chinese Internal Combustion Engine Engineering, 2013, 34(4):38-41 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG201304008.htm |
| [44] | Boguś P, Merkisz J. Misfire detection of locomotive diesel engine by non-linear analysis. Mechanical Systems and Signal Processing, 2005, 19(4):881-899 doi: 10.1016/j.ymssp.2004.06.004 |
| [45] | Adaileh W M. Engine fault diagnosis using acoustic signals. Applied Mechanics and Materials, 2013, 295-298:2013-2020 doi: 10.4028/www.scientific.net/AMM.295-298 |
| [46] | 王赟松.利用氧传感器诊断电控发动机故障.交通运输工程学报, 2002, 2(2):48-51 http://www.cnki.com.cn/Article/CJFDTOTAL-NTHY201103016.htm Wang Yun-Song. Diagnosing electron-controlled gasoline engine default by exhaust gas sensor. Journal of Traffic and Transportation Engineering, 2002, 2(2):48-51 http://www.cnki.com.cn/Article/CJFDTOTAL-NTHY201103016.htm |
| [47] | Ma Q H, Zhang C Y, Ren H J, Zheng X J. Fault diagnosis of electronic controlled engine by using oxygen sensor. In:Proceedings of the 3rd International Conference on Measuring Technology and Mechatronics Automation. Shanghai, China:IEEE, 2011. 194-197 |
| [48] | Wang H L, Sun W, Liu Y. Study on misfire diagnostic strategy of on-board diagnostics system on LPG passenger car. In:Proceedings of the 2011 Asia-Pacific Power and Energy Engineering Conference. Wuhan, China:IEEE, 2011. 1-4 |
| [49] | Naik S. Advanced misfire detection using adaptive signal processing. International Journal of Adaptive Control and Signal Processing, 2004, 18(2):181-198 doi: 10.1002/(ISSN)1099-1115 |
| [50] | 王银辉, 黄开胜, 林志华, 王东亮.发动机多缸随机失火诊断算法研究.内燃机工程, 2012, 33(1):18-21 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG201201005.htm Wang Yin-Hui, Huang Kai-Sheng, Lin Zhi-Hua, Wang Dong-Liang. Study of engine multi-cylinder random misfire detection. Chinese Internal Combustion Engine Engineering, 2012, 33(1):18-21 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG201201005.htm |
| [51] | Cavina N, Cipolla G, Marcigliano F, Moro D, Poggio L. A methodology for increasing the signal to noise ratio for the misfire detection at high speed in a high performance engine. Control Engineering Practice, 2006, 14(3):243-250 doi: 10.1016/j.conengprac.2005.03.024 |
| [52] | Ali A, Magnor O, Schultalbers M. Misfire detection using a neural network based pattern recognition technique. In:Proceedings of the 2007 International Conference on Electrical Engineering. Lahore, Pakistan:IEEE, 2007. 1-6 |
| [53] | Dumele H, Horn M. Misfire detection by evaluating the small signal of a glow plug. In:Proceedings of the 2008 IEEE Sensors. Lecce, Italy:IEEE, 2008. 784-786 |
| [54] | 张志永, 李从跃, 曹银波, 李理光.基于离子电流反馈的失火循环内补火控制试验.内燃机学报, 2012, 30(1):56-61 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJX201201010.htm Zhang Zhi-Yong, Li Cong-Yue, Cao Yin-Bo, Li Li-Guang. An experimental study of re-spark ignition control in misfired combustion cycle based on ion current feedback. Transactions of CSICE, 2012, 30(1):56-61 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJX201201010.htm |
| [55] | Fan Q W, Bian J, Lu H F, Tong S Y, Li L G. Misfire detection and re-ignition control by ion current signal feedback during cold start in two-stage direct-injection engines. International Journal of Engine Research, 2014, 15(1):37-47 doi: 10.1177/1468087412458099 |
| [56] | 高忠权, 李春艳, 刘兵, 黄佐华, 富田荣二, 吉山定见.采用离子电流法的发动机非正常燃烧诊断.西安交通大学学报, 2015, 49(5):1-6 doi: 10.7652/xjtuxb201505001 Gao Zhong-Quan, Li Chun-Yan, Liu Bing, Huang Zuo-Hua, Eiji T, Sadami Y. Detection of engine abnormal combustion with ion current method. Journal of Xi'an Jiaotong University, 2015, 49(5):1-6 doi: 10.7652/xjtuxb201505001 |
| [57] | 高青, 刘成材, 金英爱, 马纯强, 张广军, 苏俊林.发动机起动动态过程富氧燃烧排放及其失火特性研究.内燃机工程, 2010, 31(3):7-10 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG201003003.htm Gao Qing, Liu Cheng-Cai, Jin Ying-Ai, Ma Chun-Qiang, Zhang Guang-Jun, Su Jun-Lin. Investigation on start emission and misfire characteristics of spark ignition engine intaking oxygen-enriched air. Chinese Internal Combustion Engine Engineering, 2010, 31(3):7-10 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG201003003.htm |
| [58] | Assanis D N, Poola R B, Sekar R, Cataldi G R. Study of using oxygen-enriched combustion air for locomotive diesel engines. Journal of Engineering for Gas Turbines and Power, 2000, 123(1):157-166 |
| [59] | Liu L T, Liao H Y, Chen X L, Feng Y M, Xiao Y K. Diesel misfire fault diagnosis using vibration signal over cylinder head. Communication Systems and Information Technology, Berlin Heidelberg:Springer, 2011. 761-768 |
| [60] | Chang J, Kim M, Min K. Detection of misfire and knock in spark ignition engines by wavelet transform of engine block vibration signals. Measurement Science and Technology, 2002, 13(7):1108-1114 doi: 10.1088/0957-0233/13/7/319 |
| [61] | Lee M, Yoon M, Sunwoo M, Park S, Lee K. Development of a new misfire detection system using neural network. International Journal of Automotive Technology, 2006, 7(5):637-644 |
| [62] | Zhu Z Q, Yang J, Zhang X M, Li X L. Misfire diagnosis of diesel engine based on short-time vibration characters. Applied Mechanics and Materials, 2010, 34-35:301-305 doi: 10.4028/www.scientific.net/AMM.34-35 |
| [63] | Bohn C, Magnor O, Schultalbers M. State observer based analysis of crankshaft speed measurements with application to misfire detection. In:Proceedings of the 2005 International Conference on Control and Automation. Budapest, Hungary:IEEE, 2005. 239-244 |
| [64] | 康葳, 乔新勇, 安钢.基于统计模拟的柴油机失火故障的诊断方法.内燃机工程, 2004, 25(5):66-68 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG200405016.htm Kang Wei, Qiao Xin-Yong, An Gang. Method of diagnosis diesel engine misfire fault based on statistical simulation. Chinese Internal Combustion Engine Engineering, 2004, 25(5):66-68 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG200405016.htm |
| [65] | Rizvi M A, Bhatti A I. Hybrid model for early detection of misfire fault in SI engines. In:Proceedings of the 13th IEEE International Multitopic Conference. Islamabad, Pakistan:IEEE, 2009. 1-6 |
| [66] | Rizvi M A, Bhatti A I, Butt Q R. Fault detection in a class of hybrid system. In:Proceedings of International Conference on Emerging Technologies. Islamabad, Pakistan:IEEE, 2009. 130-135 |
| [67] | Moro D, Azzoni P, Minelli G. Misfire Pattern Recognition in High Performance SI 12-cylinder Engine. SAE Technical Paper 980521, 1998. |
| [68] | Rizvi M A, Zaidi S S H, Akram M A, Bhatti A I. Misfire fault detection in SI engine using sliding mode observer. In:Proceedings of the 38th Annual Conference on IEEE Industrial Electronics Society. Montreal, QC, Canada:IEEE, 2012. 5114-5119 |
| [69] | 张培林, 王怀光, 张磊, 王卫国, 李兵.非负矩阵分解在发动机故障特征提取中的应用.振动工程学报, 2013, 26(6):944-950 http://www.cnki.com.cn/Article/CJFDTOTAL-ZDGC201306018.htm Zhang Pei-Lin, Wang Huai-Guang, Zhang Lei, Wang Wei-Guo, Li Bing. Feature extraction for engine fault diagnosis by utilizing adaptive multi-scale morphological gradient and non-negative matrix factorization. Journal of Vibration Engineering, 2013, 26(6):944-950 http://www.cnki.com.cn/Article/CJFDTOTAL-ZDGC201306018.htm |
| [70] | Cavina N, Corti E, Minelli G, Serra G. Misfire Detection based on Engine Speed Time-frequency Analysis. SAE Technical Paper 2002-01-0480, 2002. |
| [71] | Ponti F. Instantaneous engine speed time-frequency analysis for onboard misfire detection and cylinder isolation in a V12 high-performance engine. Journal of Engineering for Gas Turbines and Power, 2008, 130(1):012805 doi: 10.1115/1.2436563 |
| [72] | Ma X P, Xia Z C, Wu H T, Huang X. Combined Frequency Domain Analysis and Fuzzy Logic for Engine Misfire Diagnosis. SAE Technical Paper 2015-01-0207, 2015. |
| [73] | 李增芳, 何勇, 宋海燕.基于主成分分析和集成神经网络的发动机故障诊断模型研究.农业工程学报, 2006, 22(4):131-134 http://www.cnki.com.cn/Article/CJFDTOTAL-NYGU200604027.htm Li Zeng-Fang, He Yong, Song Hai-Yan. Fault diagnosis model for engines based on principal component analysis and integrated neural network. Transactions of the Chinese Society of Agricultural Engineering, 2006, 22(4):131-134 http://www.cnki.com.cn/Article/CJFDTOTAL-NYGU200604027.htm |
| [74] | 周瑞, 杨建国.基于粗糙集与支持向量机的发动机故障诊断研究.内燃机学报, 2006, 24(4):379-383 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJX200604016.htm Zhou Rui, Yang Jian-Guo. The research of engine fault diagnosis based on rough sets and support vector machine. Transactions of CSICE, 2006, 24(4):379-383 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJX200604016.htm |
| [75] | Liu J M, Li X L, Zhang X M, Xu S Y, Dong L J. Misfire diagnosis of diesel engine based on rough set and neural network. Procedia Engineering, 2011, 16:224-229 doi: 10.1016/j.proeng.2011.08.1076 |
| [76] | 梁锋, 冯静, 肖文雍, 谭文春, 卓斌. BP神经网络在高压共轨式电控柴油机故障诊断中的应用.内燃机工程, 2004, 25(2):46-49 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG200402013.htm Liang Feng, Feng Jing, Xiao Wen-Yong, Tan Wen-Chun, Zhuo Bin. Application of BP neural network to fault diagnosis of high-pressure common rail fuel system of electronic control diesel engines. Chinese Internal Combustion Engine Engineering, 2004, 25(2):46-49 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG200402013.htm |
| [77] | 陆怀民, 郭秀荣, 杜丹丰, 于晓东. RBF网络在电喷发动机故障诊断中的应用.农业机械学报, 2005, 36(12):35-38 doi: 10.3969/j.issn.1000-1298.2005.12.010 Lu Huai-Min, Guo Xiu-Rong, Du Dan-Feng, Yu Xiao-Dong. Application of radial basis function neural network to fault diagnosis of electronic ejection engine. Transactions of the Chinese Society for Agricultural Machinery, 2005, 36(12):35-38 doi: 10.3969/j.issn.1000-1298.2005.12.010 |
| [78] | 宋崇智, 吴玉国, 王璐, 谢能刚.基于改进Elman网络的发动机点火系统故障诊断.农业机械学报, 2008, 39(3):203-206 http://www.cnki.com.cn/Article/CJFDTOTAL-NYJX200803052.htm Song Chong-Zhi, Wu Yu-Guo, Wang Lu, Xie Neng-Gang. Fault diagnosis of engine ignition system based on modified Elman neural network. Transactions of the Chinese Society for Agricultural Machinery, 2008, 39(3):203-206 http://www.cnki.com.cn/Article/CJFDTOTAL-NYJX200803052.htm |
| [79] | Murphey Y L, Chen Z H, Feldkamp L A. An incremental neural learning framework and its application to vehicle diagnostics. Applied Intelligence, 2008, 28(1):29-49 doi: 10.1007/s10489-007-0040-8 |
| [80] | Chen J, Randall R B. Improved automated diagnosis of misfire in internal combustion engines based on simulation models. Mechanical Systems and Signal Processing, 2015, 64-65:58-83 doi: 10.1016/j.ymssp.2015.02.027 |
| [81] | Ilkivová M R, Ilkiv B R, Neuschl T. Comparison of a linear and nonlinear approach to engine misfires detection. Control Engineering Practice, 2002, 10(10):1141-1146 doi: 10.1016/S0967-0661(02)00080-1 |
| [82] | Yuan R D. Fault diagnosis for engine by support vector machine and improved particle swarm optimization algorithm. Journal of Information and Computational Science, 2014, 11(13):4827-4835 doi: 10.12733/issn.1548-7741 |
| [83] | 徐玉秀, 杨文平, 吕轩, 马志卫, 马新华.基于支持向量机的汽车发动机故障诊断研究.振动与冲击, 2013, 32(8):143-146 http://www.cnki.com.cn/Article/CJFDTOTAL-ZDCJ201308025.htm Xu Yu-Xiu, Yang Wen-Ping, Lv Xuan, Ma Zhi-Wei, Ma Xin-Hua. Fault diagnosis for a car engine based on support vector machine. Journal of Vibration & Shock, 2013, 32(8):143-146 http://www.cnki.com.cn/Article/CJFDTOTAL-ZDCJ201308025.htm |
| [84] | Peng X Y, Chai Y Y, Xu L F, Man X J. Research on fault diagnosis of marine diesel engine based on grey relational analysis and kernel fuzzy c-means clustering. In:Proceedings of the 5th International Conference on Intelligent Computation Technology and Automation. Zhangjiajie, China:IEEE, 2012. 283-286 |
| [85] | Azzoni P M, Moro D, Porceddu-Cilione C M, Rizzoni G. Misfire Detection in a High-performance Engine by the Principal Cmponent Analysis Approach. SAE Technical Paper 960622, 1996. |
| [86] | Hu C Q, Li A H, Zhao X Y. Multivariate statistical analysis strategy for multiple misfire detection in internal combustion engines. Mechanical Systems and Signal Processing, 2011, 25(2):694-703 doi: 10.1016/j.ymssp.2010.08.010 |
| [87] | 胡杰, 颜伏伍.基于BP神经网络的汽油机失火故障诊断方法的研究.汽车工程, 2011, 33(2):101-105 http://www.cnki.com.cn/Article/CJFDTOTAL-QCGC201102005.htm Hu Jie, Yan Fu-Wu. A research on the misfire diagnosis method of gasoline engine based on BP neural network. Automotive Engineering, 2011, 33(2):101-105 http://www.cnki.com.cn/Article/CJFDTOTAL-QCGC201102005.htm |
| [88] | Lee H, Lee J, Sunwoo M. Fault diagnosis of exhaust gas recirculation and variable geometry turbocharger systems in a passenger car diesel engine based on a sliding mode observer for air system states estimation. Journal of Dynamic Systems, Measurement, and Control, 2014, 136(3):031016 doi: 10.1115/1.4026131 |
| [89] | Jung D, Frisk E, Krysander M. A flywheel error compensation algorithm for engine misfire detection. Control Engineering Practice, 2016, 47:37-47 doi: 10.1016/j.conengprac.2015.12.009 |
| [90] | Shamekhi A M, Shamekhi A H. A new approach in improvement of mean value models for spark ignition engines using neural networks. Expert Systems with Applications, 2015, 42(12):5192-5218 doi: 10.1016/j.eswa.2015.02.031 |
| [91] | Rizvi M A, Bhatti A I, Butt Q R. Hybrid model of the gasoline engine for misfire detection. IEEE Transactions on Industrial Electronics, 2011, 58(8):3680-3692 doi: 10.1109/TIE.2010.2090834 |
| [92] | Surenahalli H S, Parker G G, Johnson J H, Devarakonda M N. A Kalman filter estimator for a diesel oxidation catalyst during active regeneration of a CPF. In:Proceedings of the 2012 American Control Conference. Montreal, QC, Canada:IEEE, 2012. 4969-4974 |
| [93] | Osburn A W, Kostek T M, Franchek M A. Residual generation and statistical pattern recognition for engine misfire diagnostics. Mechanical Systems and Signal Processing, 2006, 20(8):2232-2258 doi: 10.1016/j.ymssp.2005.06.002 |
| [94] | Aono T, Fukuchi E. Misfire detection method robust against road noise and vehicle body jolting. In:Proceedings of the 2006 IEEE International Conference on Industrial Technology. Mumbai, India:IEEE, 2006. 2444-2449 |
| [95] | Nohra C, Younes R. Complete-model diesel-engine diagnosis using gain schedule-mu analysis and non-linear estimator. In:Proceedings of the 7th IEEE Conference on Industrial Electronics and Applications. Singapore:IEEE, 2012. 912-918 |
| [96] | Shiao Y, Moskwa J J. Cylinder pressure and combustion heat release estimation for SI engine diagnostics using nonlinear sliding observers. IEEE Transactions on Control Systems Technology, 1995, 3(1):70-78 doi: 10.1109/87.370712 |
| [97] | Wang Y S, Chu F L. Real-time misfire detection via sliding mode observer. Mechanical Systems and Signal Processing, 2005, 19(4):900-912 doi: 10.1016/j.ymssp.2004.07.004 |
| [98] | 王赟松, 褚福磊.基于滑模跟踪控制的汽车发动机在线监测与故障诊断.清华大学学报 (自然科学版), 2005, 45(2):182-185 http://www.cnki.com.cn/Article/CJFDTOTAL-QHXB200502010.htm Wang Yun-Song, Chu Fu-Lei. On-line performance supervision and fault diagnosis for automotive engines using sliding mode tracking control. Journal of Tsinghua University (Science and Technology), 2005, 45(2):182-185 http://www.cnki.com.cn/Article/CJFDTOTAL-QHXB200502010.htm |
| [99] | 郑太雄, 寇晓培, 李永福, 杨新琴.基于Luenberger滑模观测器的气缸压力估计.内燃机工程, 2016, 37(4):173-180 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG201604031.htm Zheng Tai-Xiong, Kou Xiao-Pei, Li Yong-Fu, Yang Xin-Qin. Engine cylinder pressure estimation using Luenberger sliding mode observer. Chinese Internal Combustion Engine Engineering, 2016, 37(4):173-180 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG201604031.htm |
| [100] | Guermouche M, Ali S A, Langlois N. Nonlinear reliable control based super-twisting sliding mode algorithm with the diesel engine air path. Control Engineering & Applied Informatics, 2014, 16(2):111-119 |
| [101] | Zheng T X, Kou X P, Li Y F. Engine cylinder pressure estimation using second-order sliding mode observer based on super-twisting algorithm. In:Proceeding of the 11th World Congress on Intelligent Control and Automation (WCICA). Shenyang, China:IEEE, 2014. 3886-3891 |
| [102] | 王华伟, 高军, 吴海桥.考虑模型不确定性的发动机系统状态监测研究.仪器仪表学报, 2014, 35(2):434-440 http://www.cnki.com.cn/Article/CJFDTOTAL-YQXB201402027.htm Wang Hua-Wei, Gao Jun, Wu Hai-Qiao. Study on engine system condition monitoring considering model uncertainty. Chinese Journal of Scientific Instrument, 2014, 35(2):434-440 http://www.cnki.com.cn/Article/CJFDTOTAL-YQXB201402027.htm |
| [103] | Dinca L, Aldemir T, Rizzoni G. A model-based probabilistic approach for fault detection and identification with application to the diagnosis of automotive engines. IEEE Transactions on Automatic Control, 1999, 44(11):2200-2205 doi: 10.1109/9.802945 |
| [104] | Ponti F. Development of a torsional behavior powertrain model for multiple misfire detection. Journal of Engineering for Gas Turbines and Power, 2008, 130(2):022803 doi: 10.1115/1.2770486 |
| [105] | 胡春明, 胡东宁, 刘娜.基于模型在环仿真的直喷汽油机空燃比辨识与控制研究.内燃机工程, 2016, 37(3):88-93 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG201603016.htm Hu Chun-Ming, Hu Dong-Ning, Liu Na. Model-based identification and control of GDI air-fuel ratio. Chinese Internal Combustion Engine Engineering, 2016, 37(3):88-93 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG201603016.htm |
| [106] | Liu B L, Zhao C L, Zhang F J, Cui T, Su J Y. Misfire detection of a turbocharged diesel engine by using artificial neural networks. Applied Thermal Engineering, 2013, 55(1-2):26-32 doi: 10.1016/j.applthermaleng.2013.02.032 |
| [107] | Akram M A, Rizvi M A, Bhatti A I, Messai N. Mode identification for hybrid model of SI engine to detect misfire fault. Control Engineering and Applied Informatics, 2014, 16(3):65-74 |
| [108] | Boudaghi M, Shahbakhti M, Jazayeri S A. Misfire detection of spark ignition engines using a new technique based on mean output power. Journal of Engineering for Gas Turbines and Power, 2015, 137(9):091509 doi: 10.1115/1.4029914 |
| [109] | 胡杰, 颜伏伍, 邹斌, 方茂东.基于OBD系统故障模拟装置的开发与研究.内燃机工程, 2010, 31(2):6-10 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG201002005.htm Hu Jie, Yan Fu-Wu, Zou Bin, Fang Mao-Dong. Development and research of malfunction simulation device based on OBD system. Chinese Internal Combustion Engine Engineering, 2010, 31(2):6-10 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJG201002005.htm |
| [110] | Eriksson D, Eriksson L, Frisk E, Krysander M. Flywheel angular velocity model for misfire and driveline disturbance simulation. IFAC Proceedings Volumes, 2013, 46(21):570-575 doi: 10.3182/20130904-4-JP-2042.00020 |
| [111] | 胡川, 杭勇, 冯源, 施华传, 龚笑舞.柴油机失火故障在线诊断策略的开发.汽车工程, 2012, 34(1):76-79 http://www.cnki.com.cn/Article/CJFDTOTAL-QCGC201201018.htm Hu Chuan, Hang Yong, Feng Yuan, Shi Hua-Chuan, Gong Xiao-Wu. Development of online diagnostics strategy for the misfire fault in diesel engines. Automotive Engineering, 2012, 34(1):76-79 http://www.cnki.com.cn/Article/CJFDTOTAL-QCGC201201018.htm |
| [112] | 梁锋, 杨林, 赫强, 谭文春, 肖文雍, 卓斌.电控柴油机的在线失火诊断策略研究.内燃机学报, 2004, 22(4):332-336 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJX200404007.htm Liang Feng, Yang Lin, He Qiang, Tan Wen-Chun, Xiao Wen-Yong, Zhuo Bin. Study of on-board misfires diagnosing strategy of electronically controlled engine. Transactions of CSICE, 2004, 22(4):332-336 http://www.cnki.com.cn/Article/CJFDTOTAL-NRJX200404007.htm |
| [113] | Hwang J, Park Y, Bae C, Lee J, Pyo S. Fuel temperature influence on spray and combustion characteristics in a constant volume combustion chamber (CVCC) under simulated engine operating conditions. Fuel, 2015, 160:424-433 doi: 10.1016/j.fuel.2015.08.004 |
| [114] | Ye J. Application of extension theory in misfire fault diagnosis of gasoline engines. Expert Systems with Applications, 2009, 36(2):1217-1221 doi: 10.1016/j.eswa.2007.11.012 |
| [115] | Cesario N, Tagliatatela F, Lavorgna M. Methodology for misfire and partial burning diagnosis in SI engines. IFAC Proceedings Volumes, 2006, 39(16):1024-1028 doi: 10.3182/20060912-3-DE-2911.00176 |
| [116] | Siegel J, Kumar S, Ehrenberg I, Sarma S. Engine misfire detection with pervasive mobile audio. In:Proceedings of the 2006 Joint European Conference on Machine Learning and Knowledge Discovery in Databases, Berlin, Germany:ACM, 2016. 226-241 |
| [117] | 李杰[著]邱伯华等[译]. 工业大数据: 工业4. 0时代的工业转型与价值创造. 北京: 机械工业出版社, 2015. 44-99 Lee Jay[Author], Qiu Bo-Hua et al.[Translator]. Industrial Big Data:The Revolutionary Transformation and Value Creation in Industry 4.0 Era. Beijing:Mechanical Industry Press, 2015. 44-52 |
| [118] | Viswanatha H C, Shanmugam R M, Kankariya N M, Anandaraman L. Effect of ignition induced misfire on emission and catalyst temperature——a comparative study in a 1.2L MPI engine with multiple fuels. Internal Combustion Engines:Improving Performance, Fuel Economy and Emission. UK:Woodhead Publishing, 2011. 261-273 |
| [119] | Lacey J, Kameshwaran K, Filipi Z, Cannella W, Fuentes-Afflick P. Influence of ethanol addition in refinery stream fuels and the HCCI combustion. Fuel, 2014, 126:122-133 doi: 10.1016/j.fuel.2014.02.041 |
| [120] | 马云, 曾鸣.读懂互联网+.北京:中信出版社, 2015. 101-106 Ma Yun, Zeng Ming. Read the Internet+. Beijing:China CITIC Press, 2015. 101-106 |