Accurate Rigid Body Localization via Semidefinite Relaxation Using Range Measurements

被引:25
|
作者
Jiang, Jian [1 ]
Wang, Gang [1 ]
Ho, K. C. [2 ]
机构
[1] Ningbo Univ, Fac Elect Engn & Comp Sci, Ningbo 315211, Zhejiang, Peoples R China
[2] Univ Missouri, Dept Elect Engn & Comp Sci, Columbia, MO 65211 USA
关键词
Orthogonalization; rigid body localization; semidefinite relaxation (SDR); INERTIAL NAVIGATION; ALGORITHM; SYSTEMS;
D O I
10.1109/LSP.2017.2779830
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this letter, we propose a method to improve the localization accuracy of a rigid body using the range measurements between the anchors and several sensors mounted on the body. Rigid body localization aims to estimate the rotation matrix and position vector of the sensor array on the body and it is a nonlinear and challenging problem to solve. Through the application of semidefinite relaxation to the original maximum likelihood formulation, we can obtain a coarse estimate of the rotation matrix and position vector that is robust to measurement noise. We next apply orthogonalization and refinement to the estimate and gain back the performance loss from relaxation and approximation. Simulation results show that the proposed method can reach the Cramer-Rao lower bound performance even at high noise levels where existing estimators cannot.
引用
收藏
页码:378 / 382
页数:5
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