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A new artificial intelligence breakthrough could revolutionise weather forecasts, its creators say. The new technology, built by Google Deepmind, allows for 10-day weather forecasts to be produced in just a minute. And it does so with unprecedented accuracy, Deepmind said. The forecasts made by the GraphCast system are not only more accurate but produced more efficiently, meaning they can be made more quickly and with fewer resources. It can also help spot possible extreme weather events, being able to predict the movement of cyclones and provide early alerts of possible floods and extreme temperatures. Google therefore says it could help save lives by allowing people to better prepare. At the moment, weather forecasts usually rely on a system called Numerical Weather Prediction, which combined physics equations with computer algorithms that are run on supercomputers. That requires vast computing resources as well as detailed expertise by weather forecasters. The new system is one of a range of technologies that instead use deep learning. Instead of looking at physical equations, it learns from weather data and then uses that to model how the Earth’s weather changes over time. Creating the model was intensive, since it required training on decades of weather data. But now that it is created it could vastly reduce the resources required for predicting the weather: 10-day forecasts take a minute on one machine, a process that might otherwise take hours and use hundreds of machines in a supercomputer. In use, the system was able to provide more accurate forecasts than the gold-standard traditional system in 90 per cent of tests, its creators write in a paper newly published in the journal Science. What’s more, the system is able to spot extreme weather events despite not being trained on it. In September for instance it had predicted the path of Hurricane Lee nine days before it arrived, compared to six days for traditional forecasts. Deepmind noted that GraphCast’s prediction of extreme temperatures could be particularly useful given the climate crisis. The system can predict areas where the heat will arrive above the historical top temperatures, allowing people to anticipate heat waves and prepare for them. The company will also open source the system so that it can be used by others. That may help with other new tools and research to help tackle environmental challenges, Deepmind said. Read More Battery breakthrough brings ‘unprecedented performance’ to next-gen cells Meta to allow users to delete Threads accounts without losing Instagram

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Eddie Nketiah insists he never felt that his chance to represent England had passed him, by even after Arsenal team-mates Bukayo Saka and Emile Smith Rowe got the jump on him on the international stage. The 24-year-old, England’s all-time record goalscorer at Under-21 level, received his first senior call-up for the upcoming games against Ukraine and Scotland but is now ready to make his “own story” with Gareth Southgate’s side. Nketiah made his Arsenal debut six years ago and last turned out for the Under-21s in 2021. He has scored 34 goals in 136 games for the Gunners, starting with a memorable home debut off the bench against Norwich - scoring a brace to secure victory in an EFL Cup tie. Despite bursting onto the scene, Nketiah’s options were limited to the lesser cup competitions and a disappointing loan spell at Leeds in the Sky Bet Championship was seen as another setback. All the while, Saka and Smith Rowe were emerging as the next precocious academy talent off the Hale End production line - the former now a firm favourite of England boss Gareth Southgate. Asked if he was concerned he may have missed his own international opportunity, Nketiah replied: “I’m still young. “Everyone’s journey is different. In this day and age everyone needs to focus on their own story and their own journey, not look at anyone else’s. Our career paths have been totally different. We’ve had different opportunities at different times. “I’ve always been someone who’s trusted in God, trust in myself, believe in the process step by step. It might not always happen exactly when you want it but if you keep putting in the work and doing the right things it will come. “I am playing for a great club and a big club at Arsenal. These tough games will be a different and new experience but it is about doing as well as I can, showing my quality this week, and hopefully getting an opportunity to go out there and help the team. “I think I am a much better player now than I was two or three years ago. It is really nice and I am coming in at a good time. “I feel confident and I feel ready to continue to improve - that is the thing, I’m still young and humble enough to know I am not the finished article. “Coming away with these players and being able to show my quality and learn from them is really good for me and (to) continue to take those steps in my career.” Nketiah could have opted to switch allegiances, with Ghana - the birthplace of his parents - putting feelers out to attract him to play for the Black Stars. But, once the England call came, the former Chelsea youngster knew he had made the right decision. He added: “I think obviously both sides were always an option. “I think naturally coming through the academy at England, you have the aspiration to play here and once the call-up was there and the offer was on the table it was really hard to turn down, something which I felt was a natural progression for myself at this stage. “I felt now was a good time to make that step so obviously I’m really happy to be here and proud to be here. Hopefully I can go on and help the team this week and get some caps.” Read More Premier League playing time for England-qualified players drops again Jack Grealish and Trent Alexander-Arnold ruled out of upcoming England fixtures Lewis Hall among three England Under-20 players to train with senior squad Premier League playing time for England-qualified players drops again Arsenal forward Gabriel Jesus hopes he has seen the last of knee niggles Mikel Arteta hails Eddie Nketiah’s fight to play for England after first call-up

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