Method and System for Identification and Mitigation of Errors in Non-Line-of-Sight Distance Estimation

Patent №

US 9,602,972

Granted

2017-03-21

Filed 2015

Owner

MASSACHUSETTS INSTITUTE OF TECHNOLOGY

AI components

1

ml

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

14659156

Ultra-wide bandwidth (UWB) transmission is a promising technology for indoor localization due to its fine delay resolution and obstacle-penetration capabilities. However, the presence of walls and other obstacles present a significant challenge in terms of localization, as they result in positively biased distance estimates. Measurement campaigns with FCC-compliant UWB radios can quantify effects of non-line-of-sight (NLOS) propagation. Features of waveforms measured during a campaign can be extracted for use in distinguishing between NLOS and line-of-sight situations in embodiments of the present invention. Embodiments further include classification and regression methods based on machine learning that improve the localization performance while relying solely on the received signal. Applications for systems employing an example embodiment of the invention include indoor or outdoor search and recovery with high accuracy and low cost.

Machine learningH04W 4/023H04B 17/24H04B 17/27H04B 17/309H04B 17/373H04B 17/391

AI classification

Machine learning1.00
Vision0.04
Speech0.01
Planning0.01
AI hardware0.00
Evolutionary computation0.00
Knowledge representation0.00
Natural language0.00

Ownership

MASSACHUSETTS INSTITUTE OF TECHNOLOGY

assignment · 361990335

Assignors

GIFFORD, WESLEY M., WYMEERSCH, HENK A.H.E., WIN, MOE Z., MARANÒ, STEFANO

On an employer assignment, the assignors are typically the inventors.

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