Tag: sport

  • Watch mini humanoid robots showing off their football skills

    Watch mini humanoid robots showing off their football skills

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    Footballing robots have had an upgrade. Two-legged robots trained using deep reinforcement learning, which is driven by artificial intelligence, can walk, turn to kick a ball and get up after falling faster than robots working from scripted lessons.

    Guy Lever at Google DeepMind and his colleagues put battery-powered Robotis OP3 robots, which are about 50 centimetres tall and have 20 joints, through 240 hours of deep reinforcement learning.

    This technique combines two key tenets of AI training: reinforcement learning sees agents gaining skills through trial and error, with a target of being rewarded for choosing correctly more often than choosing wrongly, while deep learning uses layers of neural networks – attempts to mimic the human brain – to analyse patterns within the data the AI is shown.

    The researchers compared their bots against robots working from pre-scripted skills. The ones trained with deep reinforcement learning could walk 181 per cent faster, turn 302 per cent quicker, kick a ball 34 per cent harder and get up 63 per cent faster after falling in a one-versus-one game than the others. “These behaviours are very difficult to manually design and script,” says Lever.

    The research advances the field of robotics, says Jonathan Aitken at the University of Sheffield, UK. “One of the most significant problems dealt with in this paper is closing the sim-to-real gap,” he says. This is where skills learned in simulations don’t necessarily transfer well to real-life environments.

    The solution proposed by the Google DeepMind team – to use a physics engine to simulate training cases rather than have the robot repeatedly try things in real life and use that as training data analysed by the neural network – is a useful one, he says.

    But “soccer-playing robots is not the end goal”, says team member Tuomas Haarnoja.

    “The aim of this work isn’t to produce humanoid robots playing in the Premier League any time soon,” says Aitken, “but rather to understand how we can build complex robot skills quickly, using synthetic training methodologies to build skills that can be rapidly, and more importantly robustly, transferred to real work applications.”

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  • DeepMind and Liverpool FC develop AI to advise on football tactics

    DeepMind and Liverpool FC develop AI to advise on football tactics

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    Corner kicks, like this one taken by Trent Alexander-Arnold for Liverpool, can lead to goal-scoring opportunities

    Robbie Jay Barratt/ AMA/Getty

    An artificial intelligence model can predict the outcome of corner kicks in football matches and help coaches design tactics that increase or decrease the probability of a player taking a shot at goal.

    Petar Veličković at Google DeepMind and his colleagues developed the tool, called TacticAI, as part of a three-year research collaboration with Liverpool Football Club.

    Corner kicks are awarded when the ball goes out of play over the goal line, and can be a good scoring opportunity for the attacking team. Because of this, football coaches develop detailed plans for various scenarios, which players learn ahead of games.

    TacticAI was trained on data from 7176 corner kicks in England’s 2020 to 2021 Premier League season, including each player’s position over time and their height and weight. It learned to predict which player would be the first to touch the ball after the corner kick was taken. In tests, the receiver of the ball was among TacticAI’s top three candidates 78 per cent of the time.

    Coaches can use the AI to generate tactics for attacking or defending corners that maximise or minimise the chance of a certain player receiving the ball, and of a team being able to take a shot at goal. It does this by mining real examples of corner kicks for similar patterns, then offering suggestions for how to change the tactics to achieve the desired outcome.

    In a blind test, football experts from Liverpool FC were unable to distinguish AI-generated tactics from human-designed tactics, and they favoured the AI-generated tactics 90 per cent of the time.

    But despite its ability, Veličković says TacticAI is in no way intended to put human coaches out of work. “We are strongly in support of AI systems that amplify human capabilities and leave them more time for the creative part of their work, rather than a system that would replace them,” he says.

    Veličković says the research also has wider applications beyond sport. “If we can model the game of football, we can model several aspects of human psychology better,” he says. “AIs, as they get more capable, they’re going to need to have a better understanding of the world, especially under uncertainty. Our system is capable of giving decisions and proposals under uncertainty. These are skills that we believe will be transferable to future AI systems, so it’s a good proving ground.”

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  • How concussion can lead to brain damage and CTE – and what to do to prevent it

    How concussion can lead to brain damage and CTE – and what to do to prevent it

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    2P7YWKC FILE -- This is a Dec. 21, 2008, file photo showing grass and dirt flying as Pittsburgh Steelers wide receiver Hines Ward, left, is hit by Tennessee Titans' Cortland Finnegan (31) as Ward scores a touchdown on a 21-yard reception in the third quarter of an NFL football game in Nashville, Tenn. (AP Photo/John Russell, File)

    Pittsburgh Steelers’ Hines Ward is hit by Tennessee Titans’ Cortland Finnegan

    AP Photo/John Russell/Alamy

    IN NOVEMBER 2022, a young woman called Heather Anderson killed herself at an army barracks in Perth, Australia. Anderson was a former Australian Rules footballer who had been struggling with depression. Her family donated her brain to the Australian Sports Brain Bank, which confirmed what everyone suspected: Anderson had chronic traumatic encephalopathy (CTE), a degenerative brain disease linked to repeated blows to the head. She was the first professional female athlete to be diagnosed with this condition. She won’t be the last.

    Strange as it may seem, it has taken almost a century to get to grips with what a blow to the head really means. Most people are familiar with concussion, but now we know that even mild knocks to the head can cause long-term problems. “It is misleading to assume that when the physical force applied to the head is weak, the consequences will be less,” says Allison Reiss at New York University.

    These consequences are playing out primarily in professional athletes, several of whom are living under the shadow of CTE. Recently, we have seen many of them take legal action against governing bodies. But it isn’t just athletes who are at risk. Even a single blow to the head can put a person in danger of future cognitive problems.

    Thankfully, alongside the…

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  • Did Climate Change Help This Skier Achieve the Impossible?

    Did Climate Change Help This Skier Achieve the Impossible?

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    After a big mistake on his first run, Daniel Yule assumed he was out of the men’s slalom at this season’s Alpine Ski World Cup. “I’d already packed my bags, and I was ready to go back to the hotel,” he said in a TV interview after last weekend’s event in Chamonix, France.

    Instead, his time was just good enough to scrape into the second round. From there, in last place, the Swiss skier went on to win the entire event. Never before in 58 years of the competition had someone risen from such a low position to claim the trophy in a single run. It was a testament to Yule’s skiing—but also to the unignorable reality of climate change.

    The temperature that day in Chamonix had risen to an extraordinary 12 degrees Celsius (54 degrees Fahrenheit)—far higher than the average maximum in February of –1. Competition rules stipulate that slalom skiers perform their second run in reverse order of their rank after the first—meaning that Yule, in last place, would go first on the second run on an unbroken piste. His competitors would be following on a slope rapidly melting under the midday sun, carved up by those before them, and the winner would be whoever clocked the lowest aggregate time across their two runs. “I was definitely lucky,” Yule said.

    Slalom skiing demands that competitors navigate their way around a series of gates as they descend. Turning, therefore, is the defining factor of a race. When skiers perform first, like Yule in his second run, they’re able to choose where they turn around each gate. As they do this, the pressure of their skis creates ruts in the snow. Anybody who follows is then, to an extent, forced into these ruts, and as they deepen, it becomes harder for subsequent skiers to follow lines that suit their own style.

    This rutting effect is more pronounced and occurs even faster on warmer days, says Arnaud de Mondenard, the head of alpine ski research at snow sports equipment brand Salomon. On top of this, as the snow on the run melts, it forms slush, which is more difficult for skiers to turn through. And, de Mondenard is keen to highlight, the snow doesn’t melt or compress evenly across the course. For the last skiers, judging the stability and texture of the terrain would have been a significant challenge.

    On a gentle slope like that in Chamonix, these are all factors that would have contributed to the skiers’ performance. Clement Noel, the French athlete who dropped from first place to third, having performed over 2 seconds slower than Yule in the second run, said, “It was really difficult at the end. It was really, really bumpy.” By the time Noel had started his second run, the sun had been melting the piste for over 45 minutes since Yule had begun his.

    Some have labeled Yule’s performance as one of the first examples of climate change disrupting professional sports results. Mark Maslin, a professor of earth system science at University College London and author of How to Save Our Planet, wrote in a post on LinkedIn: “Credit where credit is due to Yule, and congratulations to him … But nobody can deny what happened here … The reason was painfully obvious.”

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  • People’s ‘speed of sight’ varies and this may explain sporting prowess

    People’s ‘speed of sight’ varies and this may explain sporting prowess

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    A baseball thrown so fast it is a blur

    Some people will see fast-moving objects more clearly, some just see a blur

    Yuri Arcurs/Alamy

    Our ability to perceive rapid changes in visual scenes over time – our “speed of sight” – varies a surprising amount between people, according to the first study to systematically investigate the question.

    This suggests that some people can track fast-moving objects better than others because of their innate superior vision, which may contribute to people’s different abilities in sports like baseball and cricket, says Clinton Haarlem at Trinity College Dublin.

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