引用

LaTex

@INPROCEEDINGS{7162855,
author={M. Wang and S. Feng and C. Ouyang and Z. Li},
booktitle={The 27th Chinese Control and Decision Conference (2015 CCDC)},
title={RFID tag oriented data allocation method using artificial immune network},
year={2015},
volume={},
number={},
pages={5218-5223},
keywords={artificial immune systems;knapsack problems;matrix algebra;radiofrequency identification;DA-aiNet algorithms;RFID tag oriented data allocation;artificial immune network;correlation matrix;heuristic algorithm;memory capacity;nonlinear knapsack problem;optimization problem;radiofrequency identification;unexplained data off tag;Correlation;Immune system;Optimization;Radiofrequency identification;Resource management;Sociology;0–1 knapsack problem;Artificial immune network;Optimization;Tag data allocation},
doi={10.1109/CCDC.2015.7162855},
ISSN={1948-9439},
month={May},}

Normal

M. Wang, S. Feng, C. Ouyang and Z. Li, “RFID tag oriented data allocation method using artificial immune network,” The 27th Chinese Control and Decision Conference (2015 CCDC), Qingdao, 2015, pp. 5218-5223.
doi: 10.1109/CCDC.2015.7162855
keywords: {artificial immune systems;knapsack problems;matrix algebra;radiofrequency identification;DA-aiNet algorithms;RFID tag oriented data allocation;artificial immune network;correlation matrix;heuristic algorithm;memory capacity;nonlinear knapsack problem;optimization problem;radiofrequency identification;unexplained data off tag;Correlation;Immune system;Optimization;Radiofrequency identification;Resource management;Sociology;0–1 knapsack problem;Artificial immune network;Optimization;Tag data allocation},
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7162855&isnumber=7161655

摘要

Radio frequency identification (RFID)

the patient data stored on RFID tag

only important data items can be allocated to a RFID tag with the limited memory

minimizing the total value of “unexplained” data off tag (TVUD)

the memory capacity
the correlation matrix

Artificial immune network

a nonlinear knapsack problem

主要内容

all sampled data items set：

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relationship between $d_i$ and $d_j$ ：
- perfectly linear correlative — $r_{ij}^2=1$
- independent — $r_{ij}^2=0$

the explained sum of squares (ESS)
the total sum of squares (TSS)

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a 0/1 knapsack problem

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the likelihood that the ith data item cannot be explained by any data item on the tag:

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优化目标：

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$w_i$ ：
1. all $w_i$ are equal to 4 bytes since each piece of information is modeled as a float point data type
2. $w_i$ are randomly determined in the interval [1,4]
3. 本文 — a compact binary string + a data storage format （the data storage format identifier (DSFID)）