SPIN Lab

SPIN Lab records athletes’ EEG and heart rate variability in the seconds before action, and uses selected EEG markers as neurofeedback training targets.

Under pressure, preparation often changes before technique does. We measure that preparation, train it, and test whether the effect carries back to sport.

Students: explore research participation →
Signal, state, and targetScalp EEG, preparation state and an EEG marker selected from the signal as a neurofeedback target, returning to the sporting task.01· SIGNAL02· POSSIBLE CORRELATESAttention allocationCognitive loadMotor preparation03· THE TARGETEEG markerback to the sporting task
FIG. 03 · Signal, state and training targetSelect candidate scalp-EEG markers and interpret them with task and behavioural evidence.Schematic. EEG and psychological states do not map one to one. Address noise and artefacts before validating a training target.

01 · Three questions

What is the brain doing before we move?

We follow the final seconds before an action to see how attention, brain rhythms, and the body prepare together.

Why can the same athlete suddenly feel different?

Pressure can shift attention, breathing, heart rhythm, and movement preparation before technique appears to change.

Does the change stay when it matters?

We ask who responds to neurofeedback, how much practice helps, and whether learning carries into sport.

02 · Method

Why EEG?

  1. Time scale

    EEG records rapid electrical changes for analysis before action.

  2. Beyond self-report

    EEG is compared with the athlete’s account and the coach’s observations.

  3. Feedback practice

    Task-relevant EEG markers can provide feedback during regulation practice.

EEG

Examine the timing and allocation of neural resources before action.

HRV

Variation between heartbeats shows how the body moves between tension and recovery.

Task

Interpret signals alongside the sporting action.

Transfer

Remove feedback and test learning in the sport.

Training loop and transfer testA schematic showing the neurofeedback loop of signal, interpretation, feedback and regulation, followed by a transfer test in which the feedback display is removed and the athlete returns to the sporting task.01MEASURE02TRAIN03TRANSFERFEEDBACKREGULATIONDisplay removedWithout feedback, what changesin the signal and performance?Training loop and transfer testA schematic showing the neurofeedback loop of signal, interpretation, feedback and regulation, followed by a transfer test in which the feedback display is removed and the athlete returns to the sporting task.01MEASURE02TRAINFEEDBACKREGULATIONDisplay removed03TRANSFERWithout feedback, what changesin the signal and performance?
FIG. 04 · Training loop and transfer testSchematic: measurement, feedback and regulation form a training loop; the feedback is then removed and performance tested in the sport.

03 · Sport application questions

Archery

How do attention and neural preparation change from full draw to release?

Golf

How does attentional focus before a putt relate to movement stability?

Shooting

How do EEG and heart rate variability change under reward and punishment pressure?

Table tennis

How do players prepare for the next point after an error or a close exchange?

Badminton

How do attention and anticipation work together in fast exchanges?

Gymnastics

How does nervousness before a routine relate to movement preparation?

Martial arts

How can athletes recognise and return to their familiar preparation state before competition?

Football

How do rhythms across brain regions synchronise before a set-piece kick?

04 · Athlete accounts

Athlete feedback

AUTODrag, swipe, or use arrow keys

ARCHERY

Before I aim, the noise in my head is quieter. I find my own rhythm first, then let the movement happen.

ANONYMOUS NATIONAL-TEAM ARCHERCOMPOSURE UNDER PRESSURE
GOLF

After a miss, I can leave the last shot where it was and return to the shot in front of me.

ANONYMOUS PROFESSIONAL GOLFERRESET AFTER ERROR
GOLF · READINESS

Back in competition, I could still recognise the state I had practised in training. That familiar feedback told me I was ready.

ANONYMOUS PROFESSIONAL GOLFERCOMPETITION READINESS
TABLE TENNIS

When the score is close, I notice sooner that I am getting stuck, and I find it easier to return to what the next point needs.

ANONYMOUS NATIONAL-TEAM TABLE-TENNIS ATHLETEDECISION FOCUS
SHOOTING

Before the trigger there is less mental clutter. I am not thinking harder; my state is simply clearer.

ANONYMOUS NATIONAL-TEAM SHOOTING ATHLETEQUIET READINESS
WUSHU

Pre-competition preparation no longer relies on feeling alone. I now have a trackable routine that brings me into a familiar, comfortable competition state; once on the floor, it is easier to lock into the moment and perform at the level I reach in training.

ANONYMOUS NATIONAL-TEAM WUSHU ATHLETELOCKED-IN READINESS
GYMNASTICS

The nerves before I compete are still there, but they no longer take over the movement. I can carry them through the routine instead of being dragged along by them.

ANONYMOUS NATIONAL-TEAM GYMNASTREGULATION UNDER PRESSURE
BADMINTON

After I lose a point, I find it easier to leave that point behind and return to the next shuttle.

ANONYMOUS NATIONAL-TEAM BADMINTON ATHLETERETURN TO THE PRESENT

Anonymised summaries, shared with the athletes’ consent. Individual experiences vary.

05 · How a collaboration works

Define the performance question
Define the performance question
Prepare reliable recording
Prepare reliable recording
Record signal and action
Record signal and action
Feedback for training
Feedback for training
Okti EEG system

Recording with the Okti portable high-density EEG system.

A visit to SPIN Lab
A visit to discuss EEG research and high-performance support.

06 · Research programmes

Taiwan Institute of Sports Science

A two-year programme develops neural-efficiency and movement-readiness indices, then tests neurofeedback transfer in shooting and archery.

View research programme →

National Science and Technology Council (NSTC) · Principal Investigator

The programme tests training dose, individual response profiles, function-specific instruction, and whether learning remains useful under pressure.

View research programme →

STUDENTS & RESEARCH PARTICIPATION

Research participation enquiries

SPIN Lab stands for Sport Performance Integration with Neuroscience. It brings sport neuroscience, EEG and neurofeedback together to study movement preparation, state regulation and sport performance.

Interested in preparation before action, EEG or neurofeedback? Explore the methods and programmes, then tell us about your background and research question.

Methods to explore

  • EEG acquisition and analysis

    Recording quality and interpretation of EEG before action.

  • Neurofeedback research

    Task-relevant markers, individualised feedback and testing after feedback is removed.

  • Physiological and sport-specific assessment

    Interpret heart rate variability (HRV), behaviour and task performance together.

EEG data acquisition at SPIN Lab
Research in practice: recording signals and reviewing data quality.

How the research works

The work connects a clear research question with reliable measurement, feedback practice and sport-specific testing. Based at the Taiwan Institute of Sports Science, the lab uses the Okti portable high-density EEG system.

Current research programmes

07 · Brainfield

Articles, podcasts and talks that explain attention and pressure research in plain language.

Brainfield →

08 · Before you write

Graduate students

Graduate students with a research question about movement preparation, EEG or neurofeedback.

Useful information to include
  • Institution, career stage and relevant experience
  • The research question you would like to explore
  • Your availability
Contact

Athletes and coaches

Athletes, coaches and parents seeking to clarify a training or competition question.

Useful information to include
  • Sport and current role
  • The situation and coaching observations
  • What you would like an assessment to clarify
Contact

Research collaborators

Researchers interested in a shared question, method or publication.

Useful information to include
  • Institution and research background
  • Shared question and collaboration idea
  • People involved and a possible timeframe
Contact

These routes are for research participation and collaboration enquiries, not admission or vacancy announcements.

Figure reader · Schematic
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