Abstract: Highlights•We investigate a magnetic localization system with multiple heterogeneous factors.•We propose a feature extraction method to handle the challenges of various speeds.•We propose data and feature augmentation methods to model various speed patterns.•We propose a multi-scale spatial–temporal learning model for accurate localization.
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