Walking Direction Estimation Using Smartphone Sensors: A Deep Network-Based Framework

Smartphone-based inertial and magnetic sensors can be the basis for pedestrian navigation, whenever external positioning signals are limited or unavailable. Such navigation solutions are typically accomplished by a practice known as pedestrian dead reckoning, wherein the step length and the heading angle are estimated to form the horizontal trajectory of the user. One of the main challenges in the...