Published November 18, 2024 | Version v2

A Dataset of sEMG and Self-Perceived Fatigue Levels for Muscle Fatigue Analysis

Contributors

Data collector:

Data curator:

  • 1. ROR icon University of Minho

Description

Muscle fatigue is a risk factor for injuries in athletes and workers. This brings relevance to the study of this biochemical process to allow its identification and prevention.

This dataset contains raw surface electromyographic (sEMG) data collected using the Delsys Trigno system, focusing on eight muscles, four per arm,  from 13 healthy adult participants. Participants performed a series of 12 upper-body dynamic movements, consisting of 4 uni-articular and 2 complex/compound movements per arm.  In addition to raw sEMG data, the dataset includes participants' self-reported fatigue levels. 

Data Structure:

  • sEMG Data.zip: Recorded in 1259 Hz, formatted as .csv.
  • self_perceived_fatigue_index.zip: Time-stamped fatigue ratings in 0-2 level, recorded at 50hz.
  • Protocol: Includes trial description, movements illustration and sampling frequencies.
  • Code: Jupyter Notebook file containing the base code to read and compute classic fatigue metrics such as Median Frequency and Mean Frequency.
  • Metadata: Includes participant anthropometrics, exercise habits and caffeine intake on the day of the trials.

This dataset may contribute to the testing of new fatigue detection algorithms and analysis of the underlying mechanisms.

Files

code.ipynb

Files (3.3 GB)

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md5:92d7ccf08100ae9ea0108076afece098
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md5:83a4063583715bb6af927273c56e2879
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md5:1da11ab1e8211615c7d2e9bf73e9cad4
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md5:3352c990b2baf2246cfa7b331e52607a
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md5:ea7338b95543ada98b1ddc65d4b6aabc
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Additional details

Funding

Fundação para a Ciência e Tecnologia
FAIR: Fatigue and ergonomics perception for human-care Intelligent collaborative Robot 2022.05844.PTDC.

Dates

Updated
2024-11-18
Metadata file was updated

Software

Programming language
Python