Tìm kiếm theo: Tác giả Liu, H.

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  • Tác giả: Liu, H.;  Người hướng dẫn: -;  Người tham gia: Liu, Z.; Liu, S.; Liu, Y.; Bin, J.; Shi, F.; Dong, H. (2019)

  • The integrity of geomagnetic data is a critical factor in understanding the evolutionary process of Earth’s magnetic field, as it provides useful information for near-surface exploration, unexploded explosive ordnance detection, and so on. Aimed to reconstruct undersampled geomagnetic data, this paper presents a geomagnetic data reconstruction approach based on machine learning techniques. The traditional linear interpolation approaches are prone to time inefficiency and high labor cost, while the proposed approach has a significant improvement. In this paper, three classic machine learning models, support vector machine, random forests, and gradient boosting were built. Besides, a dee...