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基于人工免疫系统的RFID数据过滤模型研究*
引用本文:吴华瑞,李美英,赵春江+,朱华吉,朱成礼,杨宝祝. 基于人工免疫系统的RFID数据过滤模型研究*[J]. 计算机应用研究, 2008, 25(6): 1776-1778
作者姓名:吴华瑞  李美英  赵春江+  朱华吉  朱成礼  杨宝祝
作者单位:1. 国家农业信息化工程技术研究中心,北京,100097
2. 国家农业信息化工程技术研究中心,北京,100097;首都师范大学,信息工程学院,北京,100037
基金项目:国家科技支撑计划项目(2006BAD10A04);国家“863”计划资助项目(2006AA10Z237);国家农业部“948”资助项目(2006-G63)
摘    要:为了避免感染计算机病毒或者包含恶意代码等不良信息的电子标签对RFID应用系统运行效率的影响,采用人工免疫系统的多层过滤机制建立了面向RFID数据中不良信息的过滤模型,模型的实施包括数据预处理、多层过滤器的生成与衰亡、过滤器的应用及进化。实验结果表明,该模型有较高的召回率和正确率,这说明了基于人工免疫系统的RFID数据过滤模型具有动态性和自适应强的优点,并为特定领域的信息分类问题解决提供了参考。

关 键 词:无线射频识别; 人工免疫系统; 多层过滤机制; 过滤模型

Research on RFID data filtering model based on artificial immune systems
WU Hua-rui,LI Mei-ying,ZHAO Chun-jiang+,ZHU Hua-ji,ZHU Cheng-li,YANG Bao-zhu. Research on RFID data filtering model based on artificial immune systems[J]. Application Research of Computers, 2008, 25(6): 1776-1778
Authors:WU Hua-rui  LI Mei-ying  ZHAO Chun-jiang+  ZHU Hua-ji  ZHU Cheng-li  YANG Bao-zhu
Affiliation:(1.National Engineering Research Center for Information Technology in Agriculture, Beijing 100097, China; 2.College of Information & Engineering, Capital Normal University, Beijing 100037, China)
Abstract:To avoid RFID tags which were infected by ill information like computer viruses or baleful codes to impact the efficiency of RFID application systems,this paper proposed a multilayer filtering model.This filtering model was established based on the multilayer filtering mechanism of artificial immune system.In this model,there were four steps,i.e.data pretreatment,the generation and contabescence of multilayer filters,application of filters and the evolution of filters.The simulation results show that the model can get high grade in recall and accuracy of data filtering.This proves that the model possesses the characteristics of dynamic and self-adapting,and it can be expandedly used in information classification in other domains.
Keywords:radio frequency identification (RFID)   artificial immune system (AIS)   multilayer filtering mechanism   filtering model
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