通信学报2019，Vol.40Issue(1)：172-179,8.DOI:10.11959/j.issn.1000-436x.2019001
基于多分布密度位置指纹的高效室内定位算法研究
Fast and resource efficient method for indoor localization based on fingerprint with varied scales
摘要
Abstract
To improve the prediction speed in indoor localization, a novel algorithm based on fingerprint with varied scales was proposed. It divided the region of interest into distinct zones with distinctive coverage indicators, and reference positions with different distribution density were set in the region. According the time relevance and strength vary of the RSS from the anchors, the grids-matching process was greatly sped up for the usage of coverage indictors and the features of the location fingerprint extracted with the PCA, which made the proposed method fit the demand of application with limited power and memory. Experimental results indicate that accuracy of the positioning is ensured with the reduced energy-consuming, and more flexible about the number of anchors and the grid distribution.关键词
无线传感器网络/室内定位/接收信号强度/位置指纹/主成分分析Key words
WSN/indoor localization/RSS/fingerprint/PCA分类
信息技术与安全科学引用本文复制引用
乐燕芬,汤卓,盛存宝,施伟斌..基于多分布密度位置指纹的高效室内定位算法研究[J].通信学报,2019,40(1):172-179,8.基金项目
上海市重点科技攻关基金资助项目(No.14511107902) （No.14511107902）
