Related Experiment Video
Updated: Apr 22, 2026

An Inertial Measurement Unit Based Method to Estimate Hip and Knee Joint Kinematics in Team Sport Athletes on the Field
Published on: May 26, 2020
Relationships between heart rate-based training load and running metrics in field hockey players
Hokyung Choi1, Jinkyung Cho2, Yoon Kim3
1Institute for Sport Development and Promotion, Pukyong National University, Busan, Republic of Korea.
Background:
Monitoring training load (TL) is essential for optimizing performance and reducing injury risk in team-sport athletes; however, how internal, and external load interact across different competition contexts remains unclear in elite field hockey. This study aimed to examine the structure of GPS-derived running metrics and their associations with heart rate (HR) -based internal TL during simulated and international competitions in elite female field hockey players.
Methods:
Individual data recordings from 18 female field hockey players during 13 simulated competitions and 8 international competitions were analyzed, with HR-based internal TL calculated from heart rate data and GPS-derived running metrics used to examine load structure and associations.
Results:
Exploratory factor analysis identified two running load factors, with PA1 component comprising total distance covered, duration, total player load, sprint effort, decelerations, and accelerations and PA2 component comprising high-speed distance, maximal speed, sprint distance, and relative distance, together explaining 70.4% of the total variance. Linear mixed-effects models showed that PA1 (Δ=0.42) and HR-based internal TL(Δ=1.35) were significantly higher during international competitions than simulated competitions, whereas PA2 did not differ between conditions. HR-based internal TL was positively associated with both PA1 (β=0.031) and PA2 (β=0.019); however, this association was moderated by competition conditions only for PA1, with a stronger coupling observed during international competitions.
Conclusions:
These findings demonstrate that the relationship between GPS-derived external load and HR-based internal load varies by competition context, emphasizing the need for context-specific TL monitoring.
More Related Videos
Related Concept Videos
Factors Influencing Heart Rate
Let us explore the significant factors affecting heart rate, including age, body temperature, posture, acute pain, chemical influences,...
Exercise and Cardiac Output
Sustained exercise increases the muscles' oxygen demand, which can be...
Cardiac Output I:Effect of Heart Rate on Cardiac Output
Cardiac output (CO) refers to the total amount of blood ejected by one of the ventricles in liters per minute (L/min). In a resting adult, CO ranges from 5 to 6 L/min, adjusting according to the body's metabolic requirements.
Effect of Heart Rate on Cardiac Output
Cardiac output adapts to metabolic demands during stress, physical activity, or illness. The autonomic nervous system regulates heart rate via the sinoatrial node. The parasympathetic nervous system decreases heart...
Exercise and Cardiovascular Response
Light to moderate physical activity initiates a series of interconnected responses in the body. The heart rate modestly increases in anticipation of the workout, followed by widespread vasodilation as oxygen consumption by skeletal muscles increases. This results in decreased peripheral resistance, increased capillary blood flow, and accelerated...
Pathophysiology of Cardiac Performance

