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不确定RFID数据流上基于熵的数据推导方法

聂艳明 李战怀

华中科技大学学报:自然科学版2012,Vol.40Issue(4):13-18,6.
华中科技大学学报:自然科学版2012,Vol.40Issue(4):13-18,6.

不确定RFID数据流上基于熵的数据推导方法

Entropy-based data interpretation method over uncertain streaming RFID data

聂艳明 1李战怀2

作者信息

  • 1. 西北农林科技大学信息工程学院,陕西杨凌712100
  • 2. 西北工业大学计算机学院,陕西西安710072
  • 折叠

摘要

Abstract

Owing to the uncertainties and the information gap in raw RFID(radio frequency identification) data,an entropy-based data interpretation method over uncertain RFID streams was proposed.Firstly a time-varying graph model supplemented with history RFID readings was employed to efficiently capture the states of tagged objects.Then an entropy-based method was used to estimate the most likely location and containment for each object.Both the false negatives and false positives could be handled with the proposed method.Finally,the parameters and evaluated the interpretation algorithm were turned with synthetic RFID data.Experimental results show that the method is efficient and scalable.

关键词

不确定RFID数据流/时变图模型/基于熵/数据推导/RFID漏读/RFID交叉读

Key words

uncertain RFID(radio frequency identification) data streams/time-varying graph model/entropy-based/data interpretation/RFID false negatives/RFID overlapped readings

分类

计算机与自动化

引用本文复制引用

聂艳明,李战怀..不确定RFID数据流上基于熵的数据推导方法[J].华中科技大学学报:自然科学版,2012,40(4):13-18,6.

基金项目

国家自然科学基金资助项目 ()

华中科技大学学报:自然科学版

OA北大核心CSCDCSTPCD

1671-4512

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