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Mobility enhanced localization in outdoor environments

机译:移动性增强了户外环境中的本地化

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摘要

There is recently an increasing interest in applications based on localization of mobile objects in outdoor environment. Many existing localization solutions rely primarily on a hybrid wireless network/dead reckoning (DR) scheme, as the regular wireless network can hardly estimate a position with satisfactory accuracy in bad channel conditions. However, the DR can involve considerable hardware investments and operating costs, moreover, it suffers from serious error accumulations in motion measurements of the object. To remedy drawbacks of the hybrid scheme, we present a mobility enhanced localization (MEL), in which the mobile object serves as a pseudo beacon. The proposed scheme enables network localization in those areas where traditional wireless networks may not work, and thus, avoids large investments the special hardware cost and error accumulations of DR. We further propose a weighted preprocessing method for classical localization algorithms, since theoretical analysis shows that they fail to consider some boundary conditions. Extensive real world Global Positioning System (GPS) experimental results demonstrate the superiority of the proposed MEL scheme.
机译:最近,基于室外环境中移动对象的定位的应用程序越来越引起人们的兴趣。许多现有的本地化解决方案主要依赖于混合无线网络/航位推算(DR)方案,因为常规无线网络很难在恶劣的信道条件下以令人满意的精度估算位置。但是,DR可能会涉及大量的硬件投资和运营成本,而且在对象的运动测量中会遭受严重的错误累积。为了弥补混合方案的缺点,我们提出了一种移动性增强的定位(MEL),其中移动对象充当伪信标。所提出的方案使得能够在传统无线网络可能不起作用的那些区域中进行网络定位,从而避免了巨额投资,特殊的硬件成本和DR的错误累积。由于理论分析表明它们无法考虑某些边界条件,因此我们还为经典定位算法提出了一种加权预处理方法。大量的现实世界全球定位系统(GPS)实验结果证明了所提出的MEL方案的优越性。

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