Heart Rate and Speed: Tracking Kayak Training

Bremen, GermanyFri Dec 13 2024
Hey, young athletes! Ever wondered how your heart rate responds to your kayaking speed and power? Well, let's dive into a study that explored these connections. Nine top kayakers were monitored during their interval training sessions, ranging from easy to super challenging levels. Their heart rates, speeds, and power outputs were recorded, along with how tired they felt and their blood lactate levels. Researchers tested different models to see which combination of data—speed or power, simple or complex models, whether training was on water or using a machine—best predicted heart rate changes. The results? The best models were simple ones that considered how the training changed over time. These models could accurately predict heart rates, with some even hitting a 94% match! This info can really help trainers adjust workouts to make athletes even better.
https://localnews.ai/article/heart-rate-and-speed-tracking-kayak-training-b9ddfa84

questions

    What considerations should be made when selecting between speed and power as inputs for the ARX models?
    If the kayaks had hearts, would their heart rate models look anything like the human ones?
    How do the variations in R 2 values influence the accuracy of the models in predicting heart rate?

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