bioRxivBiophysicsPreprint
Analyzing Drumming Technique with Trajectory Optimization
Abstract
Percussion began as a global phenomenon over seven thousand years ago and has continued to develop and shape human culture to this day. While drumming techniques have been qualitatively optimized in highly competitive environments like international orchestral, jazz, and marching arts competitions, little quantitative optimization has been performed to maximize technique efficiency and few tools currently exist to make a thorough quantitative analysis possible. Here, I demonstrate how trajectory optimization can be applied to the domain of percussion to (1) identify areas of suboptimality in experimental drumming strokes, (2) search for alternative locally optimal techniques, (3) analyze the sensitivity of optimal drumming techniques to variation in a drummers body type, and (4) analyze trends across different stroke types to create generalizable drumming strategies for a more coherent and efficient approach to drumming. Each of these quantifiable outcomes is interpreted to provide teachable insights for percussionists that are difficult to distill simply using the human eye and qualitative feedback. I also provide an open-source codebase for efficiently performing trajectory optimization on a biomechanical drumming arm model so that others can adapt this methodology for further biomechanical analysis and pedagogical development.
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Pushing the limits of human motor control: high-frequency ankle oscillations in expert drummers
Aurélie Sarcher, Sylvain Dorel, … Antoine Nordez·bioRxiv·Jun 18, 2025
- Modeling the rhythmic complexity of professional drumming with an oscillation-driven reservoir computer
Yuji Kawai, Shinya Fujii, Minoru Asada·Cognitive NeurodynamicsPeer-reviewed·Jul 16, 2026
- Bioptim, a Python framework for Musculoskeletal Optimal Control in Biomechanics
B. Michaud, F. Bailly, … M. Begon·bioRxiv·Feb 27, 2021
- Strange effects of activation dynamics on musculoskeletal trajectory optimization
Antonie J. van den Bogert·bioRxiv·Jan 30, 2025
- Spontaneous rhythmic and tool-assisted drumming across variable tempo and technique in a captive chimpanzee
James Brooks, Vesta Eleuteri, … Shinya Yamamoto·EthologyPeer-reviewed·May 6, 2026
- Rhythmic tapping to a moving beat: motion kinematics overrules motion naturalness.
Oswaldo Pérez, Sergio Delle Monache, … Hugo Merchant·bioRxiv·Mar 13, 2023