Fifteen Years of Progress at Zero Velocity: A Review
Johan Wahlstr\"om, Isaac Skog

TL;DR
This review summarizes fifteen years of research on foot-mounted inertial navigation, focusing on zero-velocity detection, its challenges, and future directions for robust and commercial solutions.
Contribution
It provides a comprehensive analysis of current zero-velocity detection methods, categorizes available resources, and offers guidance for future research in pedestrian inertial navigation.
Findings
Zero-velocity detection remains an open research challenge.
Robust detection methods are crucial for accurate foot-mounted navigation.
The review categorizes existing approaches and resources.
Abstract
Fifteen years have passed since the publication of Foxlin's seminal paper "Pedestrian tracking with shoe-mounted inertial sensors". In addition to popularizing the zero-velocity update, Foxlin also hinted that the optimal parameter tuning of the zero-velocity detector is dependent on, for example, the user's gait speed. As demonstrated by the recent influx of related studies, the question of how to properly design a robust zero-velocity detector is still an open research question. In this review, we first recount the history of foot-mounted inertial navigation and characterize the main sources of error, thereby motivating the need for a robust solution. Following this, we systematically analyze current approaches to robust zero-velocity detection, while categorizing public code and data. The article concludes with a discussion on commercialization along with guidance for future research.
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