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The Survival of the Fittest Route - Genetic Algorithms in Shipping and Sustainability

Alan Turing Institute via YouTube

Overview

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Explore how evolutionary theory and ant colony studies revolutionize global shipping sustainability in this 43-minute podcast episode from the Alan Turing Institute. Join host Amelia Jabry with Professor Adam Sobey (Mission Director for Sustainability at the Alan Turing Institute) and Dr. Przemyslaw Grudniewski (Senior Applied Scientist at Theyr) as they trace the evolution of shipping route optimization from Alan Turing's 1948 concepts to cutting-edge Multi-Objective Genetic Algorithms. Discover how "survival of the fittest" models navigate complex charter party agreements, fuel efficiency challenges, and autonomous vessel operations while addressing the environmental impact of global trade that accounts for 80-90% of worldwide commerce and 2-3% of global emissions. Learn about the groundbreaking cMLSGA (Convolutional Multi-Level Selection Genetic Algorithm) that achieves 7-8% performance improvements, potentially saving 50-380 tonnes of fuel daily for large vessels. Examine how genetic algorithms outperform traditional methods like A* and Dijkstra for real-world optimization problems, understand the transition to alternative fuels including ammonia, hydrogen, and nuclear power, and explore how autonomous vessels could reduce fuel consumption by 20% through crew weight elimination. Delve into the sustainability implications of route optimization, including how 1% fuel consumption changes can protect marine megafauna like whales, investigate the impact of Arctic ice melting on future trade routes, and understand the cybersecurity and safety challenges facing autonomous shipping systems. The discussion covers multi-level selection theory, collective intelligence principles derived from ant colonies and human tribal behavior, and the regulatory frameworks being developed by institutions like Lloyd's Register for autonomous maritime systems.

Syllabus

| Co-Host Introduction: Professor Adam Sobey
| Guest Introduction: Dr. Przemyslaw Slaw Grudniewski
| The Path to Genetic Algorithms
| Why Shipping Matters: The Ever Given Incident
| The Sustainability Imperative
| Defining Genetic Algorithms
| Applying Evolutionary Principles to Route Optimisation
| Multi-Objective Genetic Algorithms
| Charter Party Agreements & Alternative Fuels
| The Rise of Fully Autonomous Vessels
| Sustainability Benefits of Autonomy
| Safety and Regulation
| Risks: Cyber Threats and Bad Actors
| Why Genetic Algorithms Win
| Top Performance: cMLSGA
| History: From Alan Turing to Today
| Ants, Tribes, and Co-Evolution
| Scaling Solutions through Collectives
| Multi-Level Selection
| Collective vs. Convergence-Based Algorithms

Taught by

Alan Turing Institute

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