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Maritime Anomaly Detection

An ST-based method using failure-pattern knowledge to detect tiny anomalies in manufacturing time-series data.

PersonalSystem Monitoring & Anomaly Detection
2020.01 – 2022.01
Route PlanningMaritime Situational AwarenessMaritime Surveillance
·Motivation

The maritime industry is a key component of the global economy — a complex adaptive system that must adjust quickly to changing situations by solving many decision-making problems.

·Goal
  • Construct the best-planned route (the reference line)
  • Develop a novel statistical (low-likelihood) anomaly detector
  • Ensure maritime situational awareness and surveillance
·Methodology
  • Quantify the route probability
  • Detect spatial and temporal anomalies
Maritime Anomaly Detection
Maritime Anomaly Detection