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The use cases of artificial intelligence (AI) are not limited to chatbots. Companies are also imparting training to models that in turn bring robots to life and help humans in various tasks. Google, in a slightly different approach, has taught robots to play football.
Google DeepMind, the company’s AI arm, trained its AI agents for a bipedal robot to demonstrate a range of agile behaviours using reinforcement learning.
“Soccer players have to master a range of dynamic skills, from turning and kicking to chasing a ball. How could robots do the same?” Google DeepMind said in a post on X.
How Google trained model to train robots like football players
In a paper published in journal Science, the company explains that generating robust motor skills in bipedal robots in the real world is challenging because of the inability of current control methods to generalise to specific tasks.
Hence, a team of researchers created a deep reinforcement learning framework for controlling the entire body of humanoid robots. This framework allowed the robots to play one-on-one soccer.
The robots developed new behaviours on their own, including dynamic movements like recovering from falls and strategic tactics like defending the ball. The robots, using this framework, moved faster than those with a traditional scripted controller. This suggests the framework may be useful for even more complex interactions between multiple robots.
“Robotics has long used games like soccer to test complex motion, coordination and environment awareness. Our agents were trained in simulation using the MuJoCo physics engine, and then transferred to small humanoid robots with 20 actuated joints,” it said.
The team said that this helped robots achieve faster walking, turning, kicking, and standing compared to robots with pre-programmed skills. Additionally, they demonstrated the ability to combine these movements to score goals, anticipate the ball’s trajectory, and block opponent shots.
Google DeepMind, the company’s AI arm, trained its AI agents for a bipedal robot to demonstrate a range of agile behaviours using reinforcement learning.
“Soccer players have to master a range of dynamic skills, from turning and kicking to chasing a ball. How could robots do the same?” Google DeepMind said in a post on X.
How Google trained model to train robots like football players
In a paper published in journal Science, the company explains that generating robust motor skills in bipedal robots in the real world is challenging because of the inability of current control methods to generalise to specific tasks.
Hence, a team of researchers created a deep reinforcement learning framework for controlling the entire body of humanoid robots. This framework allowed the robots to play one-on-one soccer.
The robots developed new behaviours on their own, including dynamic movements like recovering from falls and strategic tactics like defending the ball. The robots, using this framework, moved faster than those with a traditional scripted controller. This suggests the framework may be useful for even more complex interactions between multiple robots.
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The team said that this helped robots achieve faster walking, turning, kicking, and standing compared to robots with pre-programmed skills. Additionally, they demonstrated the ability to combine these movements to score goals, anticipate the ball’s trajectory, and block opponent shots.
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