一种基于差分进化算法的无距离定位方法

Jianglong Liu, B. Xu, Y. Wan, S. Tang, X. Ding, Q. Wan
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引用次数: 1

摘要

室内定位服务(LBS)是无线传感器网络(WSN)领域的一个新兴课题。为了解决在无距离方法中手工建立指纹数据库的问题,本文提出了一种分析式指纹识别方法。该方法降低了成本,具有良好的自动建立数据库的性能,提高了系统对环境的鲁棒性。在分析指纹数据库的基础上,在离线阶段采用差分进化算法的接入点选择方案,实现了接入点的最优部署。给出了仿真结果,并与经典定位方法进行了比较,验证了该方法的定位性能。
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A rang-free location method based on differential evolution algorithm
Indoor location based service (LBS) is an emerging subject in the field of wireless sensor network (WSN). To solve the problem of building the fingerprinting database manually in the range-free methods, an analytical fingerprinting is proposed in this paper. It can reduce the cost and has good properties on building database automatically and increase the robustness to environment. Based on the analytical fingerprinting database, the access point (AP) selection scheme using differential evolution (DE) algorithm is applied in the off-line stage, which results in an optimal deployment of APs. The simulation results are provided and the positioning performance is verified in comparison with that of classical methods.
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A preconditioner for surface integral equation formulations of dielectric problems Development of a middleware for exploring practicality of IEEE 1451 protocol family A novel joint parameter estimation method of single-channel and time-frequency overlapped multi-component signal A rang-free location method based on differential evolution algorithm Analysis of near-field characteristic of airborne antenna
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