[1] 李晗,萧德云.基于数据驱动的故障诊断方法综述[J].控制与决策,2011,26(1):1-9. LI Han,XIAO e-yun.Survey on data driven fault diagnosis methods[J].Control and Decision,2011,26(1):1-9.(in Chinese)
[2] Dai X,Gao Z.From model,signal to knowledge:A data-driven perspective of fault detection and diagnosis[J].IEEE Transactions on Industrial Informatics,2013,9(4):2226-2238.
[3] Yin S,Li X,Gao H,et al.Data-based techniques focused on modern industry:An overview[J].IEEE Transactions on Industrial Electronics,2015,62(1):657-667.
[4] 汪楚娇,夏士雄,牛强.免疫粒子群算法及其在矿井提升机故障诊断中的应用[J].电子学报,2010,38(2A):94-98. WANG Chu-Jiao,XIA Shi-xiong,NIU Qiang.Artificial immune particle swarm optimization for fault diagnosis of mine hoist[J].Acta Electronica Sinica,2010,38(2A):94-98.(in Chinese)
[5] Kiang C C,Srinivasan R.An artificial immune system for adaptive fault detection,diagnosis and recovery[J].International Journal of Advances in Engineering Sciences & Applied Mathematics,2012,4(1-2):22-31.
[6] Bayar N,Darmoul S,Hajri-Gabouj S,et al.Fault detection,diagnosis and recovery using artificial immune systems:A review[J].Engineering Applications of Artificial Intelligence,2015,46(A):43-57.
[7] Silva G C,Caminhas W M,Palhares R M.Artificial immune systems applied to fault detection and isolation:A brief review of immune response-based approaches and a case study[J].Applied Soft Computing,2017,57(8):118-131.
[8] Matzinger P.Tolerance,danger,and the extended family[J].Annual review of immunology,1994,12(1):991-1045.
[9] Greensmith J,Aickelin U,Cayzer S.Introducing dendritic cells as a novel immune-inspired algorithm for anomaly detection[A].Proc of the 4th International Conference on Artificial Immune Systems[C].Heidelberg:Springer,2005.153-167.
[10] Greensmith J,Gale M B.The functional dendritic cell algorithm:A formal specification with haskell[A].Proc of the 2017 IEEE Congress on Evolutionary Computation[C].Donostia:IEEE,2017.1787-1794.
[11] Cui D,Zhang Q,Xiong J,et al.Fault diagnosis research of rotating machinery based on dendritic cell algorithm[A].Proc of the 2015 IEEE International Conference on Information and Automation[C].Lijiang:IEEE,2015.1020-1025.
[12] Iftikhar K,Khan M T,de Silva C W.Fault detection with sensor fusion using intelligent immune system[A].Proc of the 7th Annual Information Technology,Electronics and Mobile Communication Conference[C].Vancouver:IEEE,2016.1-6.
[13] Alizadeh E,Meskin N,Khorasani K.A dendritic cell immune system inspired scheme for sensor fault detection and isolation of wind turbines[J].IEEE Transactions on Industrial Informatics,2018,PP(99):1-1.
[14] Chelly Z,Elouedi Z.A survey of the dendritic cell algorithm[J].Knowledge and Information Systems,2016,48(3):505-535.
[15] 杨超,李涛.计算机免疫危险理论中危险信号的提取方法研究[J].计算机科学,2015,42(8):170-174. YANG Chao,LI Tao.Research of danger signal extraction based on changes in danger theory[J].Computer Science,2015,42(8):170-174.(in Chinese)
[16] 周福娜,文成林,陈志国,等.基于指定元分析的多级相对微小故障诊断方法[J].电子学报,2010,38(8):1874-1879. ZHOU Fu-na,WEN Cheng-lin,CHEN Zhi-guo,et al.DCA based multi-level small fault diagnosis method[J].Acta Electronica Sinica,2010,38(8):1874-1879.(in Chinese)
[17] 肖振华,梁意文,谭成予,等.基于免疫危险感知的水下接驳盒故障检测方法[J].工程科学与技术,2017,49(5):143-148. XIAO Zhen-hua,LIANG Yi-wen,TAN Cheng-yu,et al.Fault detection method of underwater junction box based on danger theory of immune system[J].Advanced Engineering Sciences,2017,49(5):143-148.(in Chinese)
[18] Zhou W,Liang Y,Dong H,et al.A numerical differentiation based dendritic cell model[A].Proc of the 2017 IEEE International Conference on TOOLS with Artificial Intelligence[C].Boston:IEEE,2017.1092-1098.
[19] Greensmith J,Aickelin U.The deterministic dendritic cell algorithm[A].Proc of the 7th International Conference on Artificial Immune Systems[C].Phuket:Springer,2008.291-302.
[20] 莫宏伟.基于混合方法的免疫T细胞动力学模型研究[J].电子学报,2008,36(1):156-160. MO Hong-wei.Research of dynamics of immune t cells based on hybrid methods[J].Acta Electronica Sinica,2008,36(1):156-160.(in Chinese)
[21] Bartys'M,Patton R,Syfert M,et al.Introduction to the DAMADICS actuator FDI benchmark study[J].Control Engineering Practice,2006,14(6):577-596.
[22] Yin S,Ding SX,Haghani A,et al.A comparison study of basic data-driven fault diagnosis and process monitoring methods on the benchmark tennessee eastman process[J].Journal of Process Control,2012,22(9):1567-1581. |