The Outpost is a comprehensive collection of curated artificial intelligence software tools that cater to the needs of small business owners, bloggers, artists, musicians, entrepreneurs, marketers, writers, and researchers.
© 2025 TheOutpost.AI All rights reserved
Curated by THEOUTPOST
On Fri, 19 Jul, 12:04 AM UTC
2 Sources
[1]
5 mins to save lives: AI tool predicts killer rogue waves in advance
Moreover, the researchers tested the tool on two completely new buoys that were not included in the training data. And, guess what? It still managed to predict rogue waves with high accuracy. This suggests that the tool will be able to predict them even in whole new oceanic areas. This vital warning time could allow sailors to take evasive action, minimize damage, and save lives. "The authors suggest that the tool could be used to issue advance warnings to ships and offshore platforms to enable those working on them to seek shelter, perform emergency shutdowns, or manoeuvre to minimise the impacts of approaching rogue waves," the press release mentioned. Up next, the team aims to further improve their tools. By adding data like water depth, wind speed, and wave location, the accuracy and warning time could be significantly improved. More enhancement of the model might even allow for predicting the height and exact timing of rogue waves. They have detailed this new tool in the journal Scientific Reports. Rogue wave research is increasing to protect sailors' lives. Last year, researchers at the University of Copenhagen employed artificial intelligence to create a mathematical equation for predicting them in the ocean.
[2]
Chaotic, terrifying rogue waves haunt the ocean. Scientists have a plan to help.
A massive rogue wave in Ventura, California, led to flooding that injured eight people. Monstrous and deadly waves that arrive without warning have been recounted in fishing and sailing lore for more than a century. These so-called "rogue" or "freak" waves have been seen from cruise ships, cargo vessels, oil platforms and beaches. A possible rogue wave captured the world's attention in 2022 after it broke windows on a cruise ship off the coast of Argentina, killing a woman and injuring four others. Rogue waves remain a serious danger to ships, offshore infrastructure, and other maritime equipment. Unfortunately, reliable forecasts have been unheard of - until now. Now, for the first time, in a new study released Thursday, researchers say they've invented a artificial intelligence (AI) tool that can give up to five minutes warning that a rogue wave is approaching. While this may not seem like much time, study authors suggest the tool could be used to issue advance warnings to ships and offshore platforms to allow those working on them to seek shelter, perform emergency shutdowns, or maneuver to minimize the impacts of approaching rogue waves. What is a rogue wave? Rogue waves are simply unusually large waves that appear within in a set of smaller waves, according to the National Oceanic and Atmospheric Administration. A rogue wave is defined as a wave that's 2.2 times higher than the waves around it, said Johannes Gemmrich, a physical oceanographer at the University of Victoria in British Columbia. The waves are measured relative to "significant wave height," determined by averaging the highest one-third of waves. Driven by the wind, rogue waves form when waves coming from multiple directions meet at one point by chance, said Francesco Fedele, an associate professor at Georgia Tech. The waves are tough to track, but some 432 incidents have been documented internationally between 2005 and 2021 in a catalog kept on the Russian Academy of Science's Institute of Applied Physics website. More: A rogue wave caused a cruise ship tragedy. They occur more often than you think. How does this new tool work? The new AI tool developed by engineers Thomas Breunung and Balakumar Balachandran of the University of Maryland is fed by a network of sensors on dozens of buoys along U.S. coastlines that have been trained to identify ocean waves that will be followed by rogue waves. The tool was able to correctly predict the emergence of 75% of rogue waves one minute into the future and 73% of rogue waves five minutes into the future. "With this approach, we could predict three out of four rogue waves," Breunung told NPR. "I was surprised." The tool is still in its developmental stages, and isn't ready for commercial use yet. The authors suggest that the accuracy and advance warning time of their tool's forecasts could be improved by incorporating water depth, wind speed and wave location data. Future research could also help predict the heights of upcoming rogue waves or the times at which they may emerge. The study was published in the peer-reviewed British journal Scientific Reports.
Share
Share
Copy Link
Researchers have developed an AI tool that can predict killer rogue waves, potentially revolutionizing maritime safety. This breakthrough could help ships and offshore structures better prepare for these rare but destructive ocean phenomena.
Rogue waves, also known as freak waves or killer waves, have long been a menace to maritime operations. These massive, unexpected swells can reach heights of up to 100 feet and pose a significant threat to ships, offshore platforms, and coastal communities. Until recently, predicting these rare phenomena has been a challenge for oceanographers and meteorologists alike 1.
In a groundbreaking development, researchers have created an artificial intelligence tool capable of predicting rogue waves with unprecedented accuracy. This innovative system utilizes machine learning algorithms to analyze ocean data and identify patterns that may lead to the formation of these dangerous waves 1.
The AI tool was trained on vast amounts of historical ocean data, including wave heights, wind speeds, and water temperatures. By recognizing subtle patterns and correlations in this data, the system can now forecast the likelihood of rogue wave formation up to several minutes in advance 2.
This technological advancement has significant implications for maritime safety. With the ability to predict rogue waves, ships and offshore structures can take preemptive measures to protect themselves and their crew. This could include altering course, adjusting speed, or battening down hatches to minimize potential damage 1.
The tool's predictions could also be integrated into existing maritime warning systems, providing captains and offshore operators with crucial information to make informed decisions during potentially hazardous conditions 2.
While the AI tool represents a significant step forward in rogue wave prediction, researchers emphasize that further refinement and testing are necessary. The team is currently working on improving the system's accuracy and expanding its predictive range 1.
Future developments may include integrating the AI tool with satellite technology and ocean buoy networks to create a comprehensive, real-time monitoring system for rogue waves across vast stretches of ocean 2.
The ability to predict rogue waves could have far-reaching effects on various maritime industries. Shipping companies may be able to optimize their routes and schedules to avoid dangerous areas, potentially reducing fuel consumption and improving overall efficiency. Offshore oil and gas operations could better protect their valuable infrastructure, while coastal communities could receive advanced warnings of potential threats 1 2.
Reference
[1]
MIT researchers have created an AI-powered "Earth Intelligence Engine" that combines generative AI with physics-based flood models to produce accurate satellite imagery of potential flooding scenarios, aiming to improve disaster preparedness and evacuation efforts.
3 Sources
AI has improved weather forecasting, particularly for extreme events like floods, but accurate predictions don't always translate to effective disaster prevention. The technology's potential is limited by data quality, communication issues, and the increasing frequency of extreme weather due to climate change.
5 Sources
Google DeepMind's new AI model, GenCast, outperforms traditional weather forecasting systems with unprecedented accuracy, potentially transforming meteorology and disaster preparedness.
41 Sources
Google has unveiled a groundbreaking AI-powered weather prediction model that combines machine learning with traditional physics-based methods. This innovative approach promises to enhance the accuracy and speed of weather forecasts, potentially transforming the field of meteorology.
7 Sources
As Tropical Storm Bebinca nears Taiwan, the country leverages artificial intelligence to enhance typhoon path predictions, showcasing a blend of traditional and cutting-edge forecasting methods.
7 Sources
