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Using Wi-Fi/magnetometers for indoor location and personal navigation

机译:使用Wi / Fi /磁力计进行室内定位和个人导航

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New location algorithms using Wi-Fi or/and magnetometer sensors are proposed considering the orientation impact on the measurements. The feasibility of magnetometer alone fingerprint positioning and orientation inference is also assessed with real indoor data. Android smart devices with low cost sensors are used to build up database along with a Gaussian Processes Regression (GPR) model and to collect independent track test to validate results. The corresponding performance of various solutions such as Wi-Fi alone, magnetometer alone and the magnetometer-aided Wi-Fi are compared. The effects of user's orientation on Wi-Fi signal strength, sensed magnetic fields and overall positioning results in real indoor office-like scenarios are also assessed and investigated.
机译:考虑到方向对测量的影响,提出了使用Wi-Fi或/和磁力计传感器的新定位算法。还使用真实的室内数据评估了磁力计单独进行指纹定位和方向推断的可行性。具有低成本传感器的Android智能设备用于建立数据库和高斯流程回归(GPR)模型,并收集独立的跟踪测试以验证结果。比较了各种解决方案的相应性能,例如单独的Wi-Fi,单独的磁力计和磁力计辅助的Wi-Fi。在真实的室内办公室场景中,用户的方位对Wi-Fi信号强度,感测到的磁场和整体定位结果的影响也将得到评估和调查。

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