Sequential Iterative Cramer-Rao Bound containing NLOS Signal in Cooperative Localization

PROCEEDINGS OF THE 31ST INTERNATIONAL TECHNICAL MEETING OF THE SATELLITE DIVISION OF THE INSTITUTE OF NAVIGATION (ION GNSS+ 2018)(2018)

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摘要
Cramer-Rao Lower Bound(CRLB) has been extensively utilized for wireless location network for its concision and closed form property. In this paper, a generally analytical method and a sequential iterative CRLB (I-CRLB) is proposed and derived for multi-node collaborative scenario with consideration of NLOS distance measurements. According topositively biased property, NLOS range error is fitted by real measurementsdata, and modeled as Gamma distribution. Based on Gamma distribution, the I-CRLB is obtained by the joint probability of themeasurements and system states. This boundis iteratively calculated by chain rulesandpresentsthe theoretical accuracy limit of any position estimators under NLOS environments.
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