Incorporation of Deep Kernel Convolution into Density Clustering for Shipping AIS Data Denoising and Reconstruction

• Published in: Journal of Marine Science and Engineering
• Main Authors: Zhang, J, Ren, X, Li, H, Yang, Z
• Format: Article in Journal/Newspaper
• Language: English
• Published: MDPI 2022
• Subjects: T Technology (General); TA Engineering (General). Civil engineering (General); Arctic; Arctic Ocean; Dover
• Online Access: http://researchonline.ljmu.ac.uk/id/eprint/17669/; https://researchonline.ljmu.ac.uk/id/eprint/17669/1/jmse-10-01319-v4%20%281%29.pdf; https://doi.org/10.3390/jmse10091319

Automatic Identification System (AIS) equipment can aid in identifying ships, reducing ship collision risks and ensuring maritime safety. However, the explosion of massive AIS data has caused increasing data processing challenges affecting their practical applications. Specifically, mistakes, noise,...