The brain
before the movement

I study how the brain prepares before action and test whether neurofeedback training transfers to sport-specific movements.

Ming-Yang Cheng | Associate Research Fellow, Taiwan Institute of Sports Science | Head of SPIN Lab

Same movement, different preparation

I record EEG, heart rate variability and attentional state before the action, and compare them with performance in the sport.

An archer preparing to shoot
Pre-action windowA schematic timeline showing how attention, psychophysiological regulation, neural readiness and motor preparation converge before skilled action. Task-relevant EEG markers are candidate training targets, requiring individual validation.ATTENTIONPSYCHOPHYSIOLOGYNEURAL READINESSMOTOR PREPARATIONACTIONA candidate neurofeedback targetEEG markers selected for the task and individual−2.0 s0.0 sPre-action windowA schematic timeline showing how attention, psychophysiological regulation, neural readiness and motor preparation converge before skilled action. Task-relevant EEG markers are candidate training targets, requiring individual validation.ATTENTIONPHYSIOLOGYNEURALMOVEMENTACTIONCandidate training targetSelect EEG markers for the person and task−2.0 s0.0 s
FIG. 01 · Pre-action windowSchematic: the two seconds before a skilled action.

Measure. Train. Transfer.

Measure preparation, then test training effects

  1. Measure

    Record EEG and psychophysiological signals before the sporting action.

  2. Train

    Practise regulating task-relevant EEG markers with neurofeedback.

  3. Transfer

    Remove the feedback and test whether the effect holds in the sporting action.

Explore SPIN Lab methods

Findings

Peer-reviewed · 2023

Pre-trigger SMR and shooting performance

35 skilled shooters fired 30 shots each and were split into higher- and lower-performing groups. The higher-performing group showed stronger sensorimotor rhythm (SMR) before the trigger pull.

Psychology of Sport and Exercise · DOI ↗

Peer-reviewed · 2026

EEG and HRV under reward and punishment

Elite shooters performed simulated shooting under reward, punishment and neutral conditions. Reward and punishment produced different EEG and HRV response patterns.

Scandinavian Journal of Medicine & Science in Sports · DOI ↗

Review · 2024

The evidence on neurofeedback in sport

A review of 13 randomised controlled trials found signs of performance benefit, but the studies used inconsistent EEG targets and methods.

Frontiers in Psychology · DOI ↗

How I do research

Question
How does the brain prepare before movement?
Method
Record EEG, psychophysiological signals, and sport movement together, then test whether training transfers.
Purpose
To inform training decisions made with athletes and coaches.
As of October 2026
About Dr. Ming-Yang Cheng →

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Recent research and field records

I am co-first author of “The Effect of EEG Neurofeedback Training on Sport Performance: A Systematic Review and Meta-Analysis” (2025), recognised with Honorable Mention in the 2026 Ministry of Sports Sport Science Research and Development Award.

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Cheng leads two active National Science and Technology Council (NSTC) projects and one active TISS project, and co-leads the active TISS automated EEG analysis project. A further TISS badminton mental-capacity assessment project is approved, with Cheng as co-principal investigator.

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