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Mapping the interplay between fitness parameters, physiological indicators, and non-invasive monitoring systems: a schematic literature review

  • Achmad Syaifudin*
  • , Yuri Pamungkas
  • , Ahmad Ridhoi
  • , Sapto Wibowo
  • , Lilik Herawati
  • , Radityo Putro Handrito
  • , Sapto Adi
  • , Uda Hashim
  • *Corresponding author for this work

Research output: Contribution to journalReview articlepeer-review

Abstract

There are numerous fitness monitoring devices widely available to the public and athletes. However, surprisingly, there is no adequate existing international standard for these devices. Despite this, researchers have significantly developed noninvasive fitness monitoring methods, which are now incorporated into commercially available devices. This review focuses on observing research findings from the past decade that relate to athlete fitness parameters, physiological indicators, and non-invasive monitoring techniques, specifically near-infrared spectroscopy (NIRS). Conducted using a schematic literature review methodology, this review aims to provide end-users with an understanding of the complexity and reliability of noninvasive fitness monitoring devices.

Original languageEnglish
Pages (from-to)33-56
Number of pages24
JournalHuman Movement
Volume27
Issue number2
DOIs
Publication statusPublished - 2026

Keywords

  • athlete fitness
  • monitoring device
  • NIRS
  • sensor-based devices
  • wearable technology

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