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
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)