节点文献
基于接收信号强度测量的室内定位算法
An Indoor Location Algorithm Based on the Measurement of the Received Signal Strength
【摘要】 首先对现有的"路径—损耗"模型进行了修正,引入距离估计误差随机变量,由于其一般误差较小,不足以改变现有的模型中遮蔽因子的概率密度函数,所以遮蔽因子仍然满足正态分布.然后,推导了一种迭代最大似然估计算法,通过有限次的迭代,可以将由遮蔽因子导入的误差减小到一定程度,并得到令人满意的用户位置的估计结果.模拟表明,该方法可以提供较高的精度.
【Abstract】 Inserting a random variable distance estimation error into the "distance-loss" model results in solvable equations with maximum-likelihood algorithm. The estimation error is too small to change the distribution of log-normal shadowing factor in the model. Therefore an iterative method is introduced to reduce the influence of shadowing and the location estimation based on the received signal strength will be improved. Simulations show that this algorithm is effective.
【关键词】 通信技术;
接收信号强度;
"距离—损耗"模型;
最大似然估计;
定位算法;
遮蔽因子;
【Key words】 communication technology; received signal strength (RSS); "distance-loss" model; maximum-likelihood(ML) estimation; location algorithm; shadowing factor;
【Key words】 communication technology; received signal strength (RSS); "distance-loss" model; maximum-likelihood(ML) estimation; location algorithm; shadowing factor;
【基金】 国家自然科学基金资助项目(60172021)
- 【文献出处】 复旦学报(自然科学版) ,Journal of Fudan University , 编辑部邮箱 ,2004年01期
- 【分类号】TN929.5
- 【被引频次】303
- 【下载频次】1881