Maritime data integration and analysis: recent progress and research challenges

C Claramunt, C Ray, L Salmon… - Advances in …, 2017 - openaccess.city.ac.uk
The correlated exploitation of heterogeneous data sources offering very large historical as
well as streaming data is important to increasing the accuracy of computations when …

Online event recognition from moving vessel trajectories

K Patroumpas, E Alevizos, A Artikis, M Vodas… - GeoInformatica, 2017 - Springer
We present a system for online monitoring of maritime activity over streaming positions from
numerous vessels sailing at sea. The system employs an online tracking module for …

[PDF][PDF] Big Data Analytics for Time Critical Mobility Forecasting: Recent Progress and Research Challenges.

GA Vouros, A Vlachou, GM Santipantakis… - EDBT, 2018 - crida.es
The correlated exploitation of heterogeneous data sources offering very large archival and
streaming data is important to increasing the accuracy of computations when analysing and …

Challenges in vessel behavior and anomaly detection: From classical machine learning to deep learning

L May Petry, A Soares, V Bogorny, B Brandoli… - Advances in Artificial …, 2020 - Springer
The global expansion of maritime activities and the development of the Automatic
Identification System (AIS) have driven the advances in maritime monitoring systems in the …

时空数据语义理解: 技术与应用

姚迪, 张超, 黄建辉, 陈越新, 毕经平 - 软件学报, 2018 - jos.org.cn
随着移动互联网的发展与手持智能终端的普及, 海量带有用户时空属性的数据被生成.
理解这些数据表达的语义信息对推测用户需求, 分析用户偏好, 进而提供精准时空推荐和预测 …

Deep learning approaches for AIS data association in the context of maritime domain awareness

JY Yu, MO Sghaier… - 2020 IEEE 23rd …, 2020 - ieeexplore.ieee.org
Automatic Identification System (AIS) allows the ships to broadcast important kinematic and
static information, and is one of the most commonly used tools for ship traffic monitoring as …

SPARTAN: Semantic integration of big spatio-temporal data from streaming and archival sources

GM Santipantakis, A Glenis, K Patroumpas… - Future Generation …, 2020 - Elsevier
An ever-increasing number of applications in critical domains, such as maritime and
aviation, generate, collect, manage and process spatio-temporal data related to the mobility …

Design principles of a stream-based framework for mobility analysis

L Salmon, C Ray - GeoInformatica, 2017 - Springer
Trajectory analysis is of crucial importance in several fields as social analysis, zoology,
climatology or traffic monitoring. Over the last decade, the number of mobile systems and …

Simplification and event identification for AIS trajectories: the equivalent passage plan method

LF Sánchez-Heres - The Journal of Navigation, 2019 - cambridge.org
Two pre-processes for Automatic Identification System (AIS) trajectories commonly reported
in the maritime knowledge discovery literature are trajectory simplification and event …

Exploring uses of maritime surveillance data for marine spatial planning: A review of scientific literature

C Dupont, F Gourmelon, C Meur-Ferec, F Herpers… - Marine Policy, 2020 - Elsevier
Abstract Maritime Spatial Planning (MSP) has become of key interest in many countries
around the world in the last decade, leading to an increased need to inform the historical …