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Innovative Robot Drummer Achieves Over 90% Accuracy in Complex Rhythms

August 18, 2025

A team from SUPSI, IDSIA, and Politecnico di Milano has taken a bold step into the creative side of robotics. Typically reserved for practical tasks, humanoid robots are now showing they can keep time just as well as they can carry packages. Their Robot Drummer not only nails a steady beat but also plays complex drum tracks with a timing and flair that feels surprisingly human.

The idea, sparked during a relaxed chat over coffee by first author Asad Ali Shahid, came about when it struck him that drumming perfectly marries rhythm, physical coordination, and creative expression—a challenge that few robots have tackled so far. This casual conversation led to an innovative project that’s redefining how we view robotic capabilities in the arts.

At its core, the project uses a machine learning system that teaches the robot to perform entire drum tracks, converting music into a ‘rhythmic contact chain’. By simulating drum patterns on the G1 humanoid robot from Unitree, the researchers let the robot practise in a controlled environment. Over time, it picked up techniques such as stick switching, cross-arm hits, and coordinated movement—skills that are second nature to experienced drummers.

The robot has already impressed on tracks spanning genres like jazz, rock, and metal—crisp renditions of songs including Linkin Park’s ‘In the End’, Dave Brubeck’s ‘Take Five’, and Bon Jovi’s ‘Living on a Prayer’ have shown its ability to hit over 90% rhythmic accuracy. Its real-time adjustments and anticipatory moves make it a promising addition to live performance line-ups.

Looking ahead, Shahid envisions a scenario where Robot Drummer goes beyond simulation and shares the stage with human musicians. There’s even excitement about incorporating improvisation, so the robot could pick up on musical cues just as an experienced drummer would. This evolution could also pave the way for leveraging the technology in teaching precise timing skills across various fields.

If you’ve ever struggled with keeping a beat or wished for an extra set of hands in a performance, this breakthrough offers a glimpse into the future of both music and automation. With continued refinements and a move from digital rehearsals to live action, Robot Drummer is set to hit all the right notes.

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