计算机科学 ›› 2014, Vol. 41 ›› Issue (6): 208-213.doi: 10.11896/j.issn.1002-137X.2014.06.041
陶媛,胡珉,王萍
TAO Yuan,HU Min and WANG Ping
摘要： 以小概率事件风险识别为研究对象,提出一个基于残余抗原学说的动态记忆风险识别模型DMRIM。DMRIM针对小概率事件风险的无规则等特点,将风险的强度和频度直观地、动态地映射为残余抗原的浓度,以残余抗原刺激免疫记忆、指导抗体进化、控制识别器的生命周期,突破了传统的记忆细胞生命周期,实现了识别器分布自制,提高了小概率事件的辨识能力。仿真实验表明,DMRIM充分体现免疫记忆的动态性,有效地识别小概率事件,其 可行性在实际应用中得到了验证。
| [1] Dasgupta D,Yu Sen-hua,Nino F．Recent Advances in Artificial Immune Systems:Models and Applications[J].Applied Soft Computing,2011,11(2):1574-1587 [2] Boukerche A,Juca K R L,Sobral J B,et al．An artificial immune based intrusion detection model for computer and telecommunication systems[J]．Parallel Computing,2004,30(5/6):629-646 [3] 李涛,刘赛,苏贝.人工免疫记忆模型研究[J].计算机技术与发展,2006,6(7):29-31 [4] Jerne N K．The immune system[J]．Scientific American,1973,229(1):51-60 [5] Tan K C,Goh C K,Mamun A A．An evolutionary artificial immune system for multi-objective optimization[J]．European Journal of Operational Research,2008,7(2):371-392 [6] 尚荣华,焦李成,公茂果,等.免疫克隆算法求解动态多目标优化问题[J].软件学报,2007,1(18):2700-2711 [7] 蔡舒平,戴理,倪淏.基于Fisher 信息理论的突变检测新方法[J]．物理学报,2013,62(18):1-9 [8] 颜鹏程,侯威,胡经国.基于Logistic模型的均值突变时间序列临界预警研究[J]．物理学报,2012,61(18):1-8 [9] Castro P A D,Zuben F J V．Multi-objective Feature SelectionUsing a Bayesian Artificial Immune System[J]．International Journal of Intelligent Computing and Cybernetics,2010,3(2):235-256 [10] Ciccazzo A,Conca P,Nicosia G,et al.An Advanced Clonal Selection Algorithm with Ad Hoc Network-Based Hypermutation Operators for Synthesis of Topology and Sizing of Analog Electrical Circuits[C]∥Artificial Immune Systems-7th International Conference,ICARIS 2008,Proceedings,2008．Tiergartenstrasse 17,Heidelberg,D-69121,Germany:Springer Verlag,2008:60-70 [11] Wilson W O,Garrett S M．Modelling Immune Memory for Prediction and Computation[C]∥3rd International Conference in Artificial Immune Systems,ICARIS2004,4.Catania,Sicily,Italy:Springer,2004:386-399 [12] 陶媛,吴耿锋,胡珉．一种基于进化与免疫的动态多目标人工免疫系统模型[J].计算机科学,2010,37(1):217-22 [13] De Castro L N,Von Zuben F J．Clonal selection algorithm with engineering applications[C]∥GECCO 2002-Workshop Procee-dings,2000．Las Vegas:Proc.of GECCO’00,0:36-37 [14] Aickelin U,Greensmith J．Sensing danger:Innate immunology for intrusion detection[J]．Information Security Technical Report,2007,12(4):218-227 |
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