We consider the problem of estimating the 3D orientation of a user, using the downlink mmWave signals received from multiple base stations. We show that the received signals from several base stations, having known positions, can be used to estimate the unknown orientation of the user. We formulate the estimation problem as a maximum likelihood estimation problem in the the manifold of rotation matrices. In order to provide an initial estimate to solve the non-linear non-convex optimization problem, we resort to a least squares estimation problem that exploits the underlying geometry. Our numerical results show that the problem of orientation estimation can be solved when the signals from at least two base stations are received. We also provide the orientation lower error bound, showing a narrow gap between the performance of the proposed estimators and the bound.
翻译:我们考虑使用从多个基站收到的下行键模瓦信号来估计一个用户的三维方向的问题。我们表明,从几个基地站收到的信号,具有已知位置,可以用来估计用户的未知方向。我们把估算问题作为多轮用矩阵中的最大可能性估计问题来分析。为了提供初步估计,以解决非线性非节线性优化问题,我们诉诸一个利用基本几何的最小平方估计问题。我们的数字结果显示,当至少收到两个基站的信号时,可以解决方向估计问题。我们还提供了较低的方向误差,显示了拟议测算员和约束之间的狭小差距。