Topic hub

AI Collision Avoidance

Deep RL vs COLREGS, DQN vs PPO, multi-agent collision avoidance, real ship dynamics, uncertainty handling, CV+AIS fusion, and whether AI can explain — or safely take — the maneuver. — 9 evidence-graded features.

ILLUSTRATIVE TELEMETRY · NOT LIVE DATALAT 51.9244°NLON 4.4777°ESOG 12.4 KNHDG 087°TWS 18 KT NWSWELL 2.1 MSIG −38 DBNO LIVE AIS FEEDECDIS NOT CONNECTEDUTC --:--:--ILLUSTRATIVE TELEMETRY · NOT LIVE DATALAT 51.9244°NLON 4.4777°ESOG 12.4 KNHDG 087°TWS 18 KT NWSWELL 2.1 MSIG −38 DBNO LIVE AIS FEEDECDIS NOT CONNECTEDILLUSTRATIVE TELEMETRY · NOT LIVE DATALAT 51.9244°NLON 4.4777°ESOG 12.4 KNHDG 087°TWS 18 KT NWSWELL 2.1 MSIG −38 DBNO LIVE AIS FEEDECDIS NOT CONNECTEDUTC --:--:--ILLUSTRATIVE TELEMETRY · NOT LIVE DATALAT 51.9244°NLON 4.4777°ESOG 12.4 KNHDG 087°TWS 18 KT NWSWELL 2.1 MSIG −38 DBNO LIVE AIS FEEDECDIS NOT CONNECTED

Can AI make collision-avoidance decisions safely? Both sides of the evidenceSafety · 2026-10 RL for COLREGS-compliant collision avoidanceAnalysis · 2026-10 DQN vs PPO for collision avoidance: the false algorithm debateAutonomy research · 2026-10 Multi-agent AI for multi-ship collision avoidanceAnalysis · 2026-10 Can an LLM be trusted with COLREGS decisions?Analysis · 2026-10AI collision avoidance with real ship dynamics: the gap between the model and the seaAutonomy · 2026-10 Collision avoidance under uncertainty: deciding with incomplete knowledgeAutonomy · 2026-10 Computer vision + AIS for collision avoidance: covering each other's blind spotsPerception · 2026-10 Can AI explain its navigation decisions?Analysis · 2026-10

More pillarsAutonomy MASS Code LLMs Digital twins Weather routing Vision Multimodal Maintenance Cyber Edge AI Seafarers All insights →

Estimates are labelled as such inside each piece. Nothing here is navigation, compliance or commercial advice.

Get in touch

Numbers behind the writing.

The same sea-route data powers the free calculators.

All tools All insights