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基于改进克里金插值的室内定位位置指纹库构建方法

刘辉元 马金辉 黄琼

重庆邮电大学学报(自然科学版)2017,Vol.29Issue(6):751-757,7.
重庆邮电大学学报(自然科学版)2017,Vol.29Issue(6):751-757,7.DOI:10.3979/j.issn.1673-825X.2017.06.007

基于改进克里金插值的室内定位位置指纹库构建方法

Construction method of fingerprint database based on improved Kriging interpolation for indoor location

刘辉元 1马金辉 2黄琼2

作者信息

  • 1. 重庆市工业学校网络信息中心,重庆400043
  • 2. 重庆邮电大学移动通信技术重点实验室,重庆400065
  • 折叠

摘要

Abstract

In today's society,the demand for location-based services,especially indoor location services,is becoming more and more urgent.Using the indoor wireless signal intensity to locate,the location fingerprint method has the advantages of convenience,low cost,and so on.But it will take a lot of manpower and time to build a fine-grained fingerprint database.In order to improve the efficiency,this paper proposes a method for constructing the database based on improved Kriging interpolation.The simulated annealing algorithm is used to improve the theoretical variogram fitting accuracy,and then the signal strength at the unmeasured points is estimated with measurement data.Compared with the inverse distance weighted interpolation and traditional Kriging interpolation,experimental results show that this method can not only effectively improve the construction efficiency and precision of interpolation fingerprint database,but also reduce the artificial workload of fingerprint data acquisition by 50%.

关键词

室内定位/位置指纹/克里金插值/模拟退火算法

Key words

indoor location/location fingerprint/Kriging interpolation/simulated annealing algorithm

分类

信息技术与安全科学

引用本文复制引用

刘辉元,马金辉,黄琼..基于改进克里金插值的室内定位位置指纹库构建方法[J].重庆邮电大学学报(自然科学版),2017,29(6):751-757,7.

基金项目

重庆市科委重点产业共性关键技术创新专项(cstc2015zdcy-ztzx40008)The Key Industry Common Key Technology Innovation of Chongqing Municipal Science and Technology Commission (cstc2015zdcy-ztzx40008) (cstc2015zdcy-ztzx40008)

重庆邮电大学学报(自然科学版)

OA北大核心CSCDCSTPCD

1673-825X

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