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As a journalist, you can create a free Muck Rack account to customize your profile, list your contact preferences, and upload a portfolio of your best work.Articles
Dynamic Biofouling Risk Assessment for Ships Using AIS Data and Environmental Factors
1. Introduction Maritime transportation underpins over 90% of global trade by volume, serving as the lifeblood of international supply chains while facing unprecedented pressure to decarbonize [1] [2]. The International Maritime Organization (IMO) has set ambitious targets to reduce greenhouse gas (GHG) emissions by at least 50% by 2050 compared to 2008 levels, with a long-term vision of net-zero emissions [3].
Predicting Ship Propeller Speed with Multi-Source Data Fusion and Physics-Informed LightGBM A Novel Correction Framework
Automatic Identification System (AIS) data provide high-frequency spatiotemporal trajectories, including position (latitude/longitude), speed over ground (SOG), heading (HDG), draft, and timestamps (UTC+8), covering 1200 vessels from 2022-2023. Meteorological variables (wind speed/direction, wave height, surface currents) were sourced from the China Meteorological Administration.
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